diff --git a/.gitignore b/.gitignore
index 9078939..cdff11d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -139,3 +139,7 @@ cython_debug/
 
 # idea
 .idea/
+/datasets/WikiTableQuestions/
+/utils/draft.py
+/utils/Amazon Sale Report.csv
+/utils/draft_2.py
diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml
index ce446ff..f43a169 100644
--- a/.idea/inspectionProfiles/Project_Default.xml
+++ b/.idea/inspectionProfiles/Project_Default.xml
@@ -1,6 +1,20 @@
 <component name="InspectionProjectProfileManager">
   <profile version="1.0">
     <option name="myName" value="Project Default" />
+    <inspection_tool class="PyPackageRequirementsInspection" enabled="true" level="WARNING" enabled_by_default="true">
+      <option name="ignoredPackages">
+        <value>
+          <list size="6">
+            <item index="0" class="java.lang.String" itemvalue="catboost" />
+            <item index="1" class="java.lang.String" itemvalue="jupyter" />
+            <item index="2" class="java.lang.String" itemvalue="holidays" />
+            <item index="3" class="java.lang.String" itemvalue="scikit-learn" />
+            <item index="4" class="java.lang.String" itemvalue="statsmodels" />
+            <item index="5" class="java.lang.String" itemvalue="pmdarima" />
+          </list>
+        </value>
+      </option>
+    </inspection_tool>
     <inspection_tool class="PyUnresolvedReferencesInspection" enabled="true" level="WARNING" enabled_by_default="true">
       <option name="ignoredIdentifiers">
         <list>
diff --git a/README.md b/README.md
index c4337b9..218b12f 100644
--- a/README.md
+++ b/README.md
@@ -21,3 +21,23 @@
 ## Authors
 
 \#TODO
+
+
+# Docker Setup for Duckling
+
+## Prerequisites
+Run the following commands in your terminal to install system dependencies and add your user to the Docker group:
+
+```bash
+# Update package list and install required dependencies
+sudo apt-get update
+sudo apt-get install -y libgmp-dev libpcre3-dev build-essential
+
+# Add user 'master' to the docker group
+sudo usermod -aG docker master
+
+#run docker
+docker run -d -p 8000:8000 --name duckling rasa/duckling
+
+# Check container status
+docker ps
\ No newline at end of file
diff --git a/WTQ/Qwen/Untitled.ipynb b/WTQ/Qwen/Untitled.ipynb
new file mode 100644
index 0000000..f0815b7
--- /dev/null
+++ b/WTQ/Qwen/Untitled.ipynb
@@ -0,0 +1,6963 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": 5,
+=======
+   "execution_count": 223,
+>>>>>>> e465acec6c8c10f8afb1068aeeb0b52163d3835a
+   "id": "b824dfad-5524-47e2-b804-6f71e0507f49",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+<<<<<<< HEAD
+    "import openai\n",
+    "import time\n",
+    "import re\n",
+    "import pandas as pd\n",
+    "\n",
+    "def send_message(\n",
+    "    message, \n",
+    "    max_tokens=1000,          # Увеличил дефолт, так как таблицы и логи могут быть длинными\n",
+    "    top_p=0.9, \n",
+    "    temperature=0.0,          # Для задач интерпретатора строго 0.0 по умолчанию\n",
+    "    server_url=\"http://127.0.0.1:9092/v1\", \n",
+    "    api_key=\"dummy\",\n",
+    "    model_name='Qwen2.5-Coder-7B-Instruct', \n",
+    "    stop=None,                # Для обычных ответов стоп-слова лучше сделать опциональными\n",
+    "    retries=3                 # Количество попыток при падении сервера\n",
+    "):\n",
+    "    # Инициализируем клиент OpenAI\n",
+    "    client = openai.OpenAI(base_url=server_url, api_key=api_key)\n",
+=======
+    "import httpx\n",
+    "import openai\n",
+    "import time\n",
+    "\n",
+    "def send_message(\n",
+    "    message, \n",
+    "    max_tokens=1000,          \n",
+    "    top_p=0.9, \n",
+    "    temperature=0.0,          \n",
+    "    server_url=\"http://127.0.0.1:9092/v1\", \n",
+    "    api_key=\"dummy\",\n",
+    "    model_name='Qwen2.5-Coder-7B-Instruct', \n",
+    "    stop=None,                \n",
+    "    retries=3                 \n",
+    "):\n",
+    "    # СОЗДАЕМ КЛИЕНТ БЕЗ ПРОКСИ ДЛЯ РАБОТЫ С LOCALHOST ДАЖЕ ПРИ ВКЛЮЧЕННОМ VPN\n",
+    "    # Передаем пустой словарь в proxies, чтобы httpx игнорировал системные настройки VPN\n",
+    "    http_client = httpx.Client(proxies={})\n",
+    "    \n",
+    "    # Инициализируем клиент OpenAI с кастомным http_client\n",
+    "    client = openai.OpenAI(\n",
+    "        base_url=server_url, \n",
+    "        api_key=api_key,\n",
+    "        http_client=http_client  # <-- Передаем его сюда\n",
+    "    )\n",
+>>>>>>> e465acec6c8c10f8afb1068aeeb0b52163d3835a
+    "    \n",
+    "    model_input = [\n",
+    "        { 'role': 'user', 'content': message}\n",
+    "    ]\n",
+    "    \n",
+    "    try:\n",
+    "        print(f\"Generating content with model: {model_name} (Temp: {temperature})\")\n",
+    "        \n",
+    "        response = client.chat.completions.create(\n",
+    "            model=model_name,\n",
+    "            messages=model_input,\n",
+    "            temperature=temperature,\n",
+    "            max_tokens=max_tokens,\n",
+    "            top_p=top_p,\n",
+    "            stop=stop\n",
+    "        )\n",
+    "        \n",
+    "        return True, response.choices[0].message.content\n",
+    "\n",
+    "    except Exception as e:\n",
+    "        print(f\"\\n[ERROR] Failed to call LLM: {e}\")\n",
+    "        \n",
+<<<<<<< HEAD
+    "        # Разбираем ответ сервера, если он есть\n",
+=======
+>>>>>>> e465acec6c8c10f8afb1068aeeb0b52163d3835a
+    "        if hasattr(e, 'response') and e.response is not None:\n",
+    "            try:\n",
+    "                error_info = e.response.json()  \n",
+    "                code_value = error_info.get('error', {}).get('code', 'unknown_error')\n",
+    "                print(f\"Код ошибки от сервера: {code_value}\")\n",
+    "            except Exception:\n",
+    "                print(f\"Сырой ответ сервера об ошибке: {e.response.text}\")\n",
+    "        \n",
+<<<<<<< HEAD
+    "        # Если попытки еще остались — пробуем снова\n",
+=======
+>>>>>>> e465acec6c8c10f8afb1068aeeb0b52163d3835a
+    "        if retries > 0:\n",
+    "            print(f\"Waiting 6 seconds before retry... (Remaining retries: {retries})\")\n",
+    "            time.sleep(6)\n",
+    "            return send_message(\n",
+    "                message=message, max_tokens=max_tokens, top_p=top_p, \n",
+    "                temperature=temperature, server_url=server_url, api_key=api_key, \n",
+    "                model_name=model_name, stop=stop, retries=retries-1\n",
+    "            )\n",
+    "        else:\n",
+    "            print(\"All retries failed. Skipping.\")\n",
+    "            return False, None\n",
+<<<<<<< HEAD
+    "\n",
+=======
+>>>>>>> e465acec6c8c10f8afb1068aeeb0b52163d3835a
+    "def parse_panda_code(input_string):\n",
+    "    # Сначала попробуем найти JSON объект с PANDA\n",
+    "    json_pattern = r'\\{[^{}]*(?:CORRECT PANDA|PANDA)\":\\s*(.+?)(?:\\n|$)?\\}'\n",
+    "    json_match = re.search(json_pattern, input_string, re.DOTALL)\n",
+    "    code = None\n",
+    "    pattern = r'\"(?:CORRECT PANDA|PANDA)\":\\s*(.+?)(?:\\n|$)'\n",
+    "    if json_match:\n",
+    "        code = json_match.group(1).strip()\n",
+    "    else:\n",
+    "        match = re.search(pattern, input_string, re.DOTALL)\n",
+    "        if match:\n",
+    "            code = match.group(1).strip()\n",
+    "\n",
+    "    if code != None:\n",
+    "        if code.startswith('\"') and code.endswith('\"'):\n",
+    "            code = code[1:-1]\n",
+    "        elif code.startswith(\"'\") and code.endswith(\"'\"):\n",
+    "            code = code[1:-1]\n",
+    "            \n",
+    "        return code\n",
+    "    \n",
+    "    return \"\"\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "b78aedf9-c11e-4004-b00f-d661578c3400",
+   "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>utterance</th>\n",
+       "      <th>context</th>\n",
+       "      <th>targetValue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>nt-0</td>\n",
+       "      <td>what was the last year where this team was a p...</td>\n",
+       "      <td>csv/204-csv/590.csv</td>\n",
+       "      <td>2004</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>nt-1</td>\n",
+       "      <td>in what city did piotr's last 1st place finish...</td>\n",
+       "      <td>csv/204-csv/622.csv</td>\n",
+       "      <td>Bangkok, Thailand</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>nt-2</td>\n",
+       "      <td>which team won previous to crettyard?</td>\n",
+       "      <td>csv/204-csv/772.csv</td>\n",
+       "      <td>Wolfe Tones</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>nt-3</td>\n",
+       "      <td>how many more passengers flew to los angeles t...</td>\n",
+       "      <td>csv/203-csv/515.csv</td>\n",
+       "      <td>12,467</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>nt-4</td>\n",
+       "      <td>who was the opponent in the first game of the ...</td>\n",
+       "      <td>csv/204-csv/495.csv</td>\n",
+       "      <td>Derby County</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>14144</th>\n",
+       "      <td>nt-14147</td>\n",
+       "      <td>who came in last?</td>\n",
+       "      <td>csv/204-csv/433.csv</td>\n",
+       "      <td>Javier Díaz</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14145</th>\n",
+       "      <td>nt-14148</td>\n",
+       "      <td>which album has the highest number of sales bu...</td>\n",
+       "      <td>csv/204-csv/949.csv</td>\n",
+       "      <td>Vain elämää</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14146</th>\n",
+       "      <td>nt-14149</td>\n",
+       "      <td>japan finished below how many countries?</td>\n",
+       "      <td>csv/204-csv/183.csv</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14147</th>\n",
+       "      <td>nt-14150</td>\n",
+       "      <td>how many districts have a population density o...</td>\n",
+       "      <td>csv/204-csv/739.csv</td>\n",
+       "      <td>31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14148</th>\n",
+       "      <td>nt-14151</td>\n",
+       "      <td>what entrant has the most drivers?</td>\n",
+       "      <td>csv/203-csv/670.csv</td>\n",
+       "      <td>Owen Racing Organisation</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>14149 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             id                                          utterance  \\\n",
+       "0          nt-0  what was the last year where this team was a p...   \n",
+       "1          nt-1  in what city did piotr's last 1st place finish...   \n",
+       "2          nt-2              which team won previous to crettyard?   \n",
+       "3          nt-3  how many more passengers flew to los angeles t...   \n",
+       "4          nt-4  who was the opponent in the first game of the ...   \n",
+       "...         ...                                                ...   \n",
+       "14144  nt-14147                                  who came in last?   \n",
+       "14145  nt-14148  which album has the highest number of sales bu...   \n",
+       "14146  nt-14149           japan finished below how many countries?   \n",
+       "14147  nt-14150  how many districts have a population density o...   \n",
+       "14148  nt-14151                 what entrant has the most drivers?   \n",
+       "\n",
+       "                   context               targetValue  \n",
+       "0      csv/204-csv/590.csv                      2004  \n",
+       "1      csv/204-csv/622.csv         Bangkok, Thailand  \n",
+       "2      csv/204-csv/772.csv               Wolfe Tones  \n",
+       "3      csv/203-csv/515.csv                    12,467  \n",
+       "4      csv/204-csv/495.csv              Derby County  \n",
+       "...                    ...                       ...  \n",
+       "14144  csv/204-csv/433.csv               Javier Díaz  \n",
+       "14145  csv/204-csv/949.csv               Vain elämää  \n",
+       "14146  csv/204-csv/183.csv                         0  \n",
+       "14147  csv/204-csv/739.csv                        31  \n",
+       "14148  csv/203-csv/670.csv  Owen Racing Organisation  \n",
+       "\n",
+       "[14149 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train = pd.read_csv('data/data/training.tsv', sep = '\\t')\n",
+    "train"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "8e85b283-9458-4fcf-891a-4a34e1f2697d",
+   "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>Year</th>\n",
+       "      <th>Division</th>\n",
+       "      <th>League</th>\n",
+       "      <th>Regular Season</th>\n",
+       "      <th>Playoffs</th>\n",
+       "      <th>Open Cup</th>\n",
+       "      <th>Avg. Attendance</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2001</td>\n",
+       "      <td>2</td>\n",
+       "      <td>USL A-League</td>\n",
+       "      <td>4th, Western</td>\n",
+       "      <td>Quarterfinals</td>\n",
+       "      <td>Did not qualify</td>\n",
+       "      <td>7,169</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2002</td>\n",
+       "      <td>2</td>\n",
+       "      <td>USL A-League</td>\n",
+       "      <td>2nd, Pacific</td>\n",
+       "      <td>1st Round</td>\n",
+       "      <td>Did not qualify</td>\n",
+       "      <td>6,260</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2003</td>\n",
+       "      <td>2</td>\n",
+       "      <td>USL A-League</td>\n",
+       "      <td>3rd, Pacific</td>\n",
+       "      <td>Did not qualify</td>\n",
+       "      <td>Did not qualify</td>\n",
+       "      <td>5,871</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2004</td>\n",
+       "      <td>2</td>\n",
+       "      <td>USL A-League</td>\n",
+       "      <td>1st, Western</td>\n",
+       "      <td>Quarterfinals</td>\n",
+       "      <td>4th Round</td>\n",
+       "      <td>5,628</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2005</td>\n",
+       "      <td>2</td>\n",
+       "      <td>USL First Division</td>\n",
+       "      <td>5th</td>\n",
+       "      <td>Quarterfinals</td>\n",
+       "      <td>4th Round</td>\n",
+       "      <td>6,028</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2006</td>\n",
+       "      <td>2</td>\n",
+       "      <td>USL First Division</td>\n",
+       "      <td>11th</td>\n",
+       "      <td>Did not qualify</td>\n",
+       "      <td>3rd Round</td>\n",
+       "      <td>5,575</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2007</td>\n",
+       "      <td>2</td>\n",
+       "      <td>USL First Division</td>\n",
+       "      <td>2nd</td>\n",
+       "      <td>Semifinals</td>\n",
+       "      <td>2nd Round</td>\n",
+       "      <td>6,851</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>2</td>\n",
+       "      <td>USL First Division</td>\n",
+       "      <td>11th</td>\n",
+       "      <td>Did not qualify</td>\n",
+       "      <td>1st Round</td>\n",
+       "      <td>8,567</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>2</td>\n",
+       "      <td>USL First Division</td>\n",
+       "      <td>1st</td>\n",
+       "      <td>Semifinals</td>\n",
+       "      <td>3rd Round</td>\n",
+       "      <td>9,734</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>2</td>\n",
+       "      <td>USSF D-2 Pro League</td>\n",
+       "      <td>3rd, USL (3rd)</td>\n",
+       "      <td>Quarterfinals</td>\n",
+       "      <td>3rd Round</td>\n",
+       "      <td>10,727</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Year  Division               League  Regular Season         Playoffs  \\\n",
+       "0  2001         2         USL A-League    4th, Western    Quarterfinals   \n",
+       "1  2002         2         USL A-League    2nd, Pacific        1st Round   \n",
+       "2  2003         2         USL A-League    3rd, Pacific  Did not qualify   \n",
+       "3  2004         2         USL A-League    1st, Western    Quarterfinals   \n",
+       "4  2005         2   USL First Division             5th    Quarterfinals   \n",
+       "5  2006         2   USL First Division            11th  Did not qualify   \n",
+       "6  2007         2   USL First Division             2nd       Semifinals   \n",
+       "7  2008         2   USL First Division            11th  Did not qualify   \n",
+       "8  2009         2   USL First Division             1st       Semifinals   \n",
+       "9  2010         2  USSF D-2 Pro League  3rd, USL (3rd)    Quarterfinals   \n",
+       "\n",
+       "          Open Cup Avg. Attendance  \n",
+       "0  Did not qualify           7,169  \n",
+       "1  Did not qualify           6,260  \n",
+       "2  Did not qualify           5,871  \n",
+       "3        4th Round           5,628  \n",
+       "4        4th Round           6,028  \n",
+       "5        3rd Round           5,575  \n",
+       "6        2nd Round           6,851  \n",
+       "7        1st Round           8,567  \n",
+       "8        3rd Round           9,734  \n",
+       "9        3rd Round          10,727  "
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "csv = pd.read_csv('data/'+ train.context[0])\n",
+    "csv"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 124,
+   "id": "651a5fb2-4dda-4544-8282-76455880387f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "   Year  Division               League  Regular Season         Playoffs  \\\n",
+      "0  2001         2         USL A-League    4th, Western    Quarterfinals   \n",
+      "1  2002         2         USL A-League    2nd, Pacific        1st Round   \n",
+      "2  2003         2         USL A-League    3rd, Pacific  Did not qualify   \n",
+      "3  2004         2         USL A-League    1st, Western    Quarterfinals   \n",
+      "4  2005         2   USL First Division             5th    Quarterfinals   \n",
+      "5  2006         2   USL First Division            11th  Did not qualify   \n",
+      "6  2007         2   USL First Division             2nd       Semifinals   \n",
+      "7  2008         2   USL First Division            11th  Did not qualify   \n",
+      "8  2009         2   USL First Division             1st       Semifinals   \n",
+      "9  2010         2  USSF D-2 Pro League  3rd, USL (3rd)    Quarterfinals   \n",
+      "\n",
+      "          Open Cup Avg. Attendance  \n",
+      "0  Did not qualify           7,169  \n",
+      "1  Did not qualify           6,260  \n",
+      "2  Did not qualify           5,871  \n",
+      "3        4th Round           5,628  \n",
+      "4        4th Round           6,028  \n",
+      "5        3rd Round           5,575  \n",
+      "6        2nd Round           6,851  \n",
+      "7        1st Round           8,567  \n",
+      "8        3rd Round           9,734  \n",
+      "9        3rd Round          10,727  \n"
+     ]
+    }
+   ],
+   "source": [
+    "df_table = pd.read_csv('data/' + train.context.iloc[i])\n",
+    "print(df_table)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "1ce82a05-c0dd-438b-83df-dc619d3f859b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Отправляем корректный запрос на локальный Qwen...\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "True ```json\n",
+      "{\n",
+      "  \"PANDA\": \"df.loc[df['Division'] == 2 & df['League'] == 'USL A-League', 'Year'].max()\"\n",
+      "}\n",
+      "```\n",
+      "\n",
+      "--- Ответ от модели ---\n",
+      "```json\n",
+      "{\n",
+      "  \"PANDA\": \"df.loc[df['Division'] == 2 & df['League'] == 'USL A-League', 'Year'].max()\"\n",
+      "}\n",
+      "```\n",
+      "You are a Python expert specializing in pandas. You are given a question and a table. Your task is to translate the given natural language question into\n",
+      "a single-line pandas expression. This expression, which acts like a query, must\n",
+      "be valid and executable so that running the pandas expression will output the\n",
+      "answer to the question. Consider the following:\n",
+      "1. The table is represented as a pandas DataFrame named df.\n",
+      "2. Do not include explanations, comments, or multiline outputs.\n",
+      "3. Ensure the output is concise, correct, and when run, it outputs the correct\n",
+      "given answer, and strictly follows the Json format: {{\"PANDA\": \"<your Pandas code>\"}}\n",
+      "\n",
+      "### Table schema\n",
+      " Year  Division              League Regular Season        Playoffs        Open Cup Avg. Attendance\n",
+      " 2001         2        USL A-League   4th, Western   Quarterfinals Did not qualify           7,169\n",
+      " 2002         2        USL A-League   2nd, Pacific       1st Round Did not qualify           6,260\n",
+      " 2003         2        USL A-League   3rd, Pacific Did not qualify Did not qualify           5,871\n",
+      " 2004         2        USL A-League   1st, Western   Quarterfinals       4th Round           5,628\n",
+      " 2005         2  USL First Division            5th   Quarterfinals       4th Round           6,028\n",
+      " 2006         2  USL First Division           11th Did not qualify       3rd Round           5,575\n",
+      " 2007         2  USL First Division            2nd      Semifinals       2nd Round           6,851\n",
+      " 2008         2  USL First Division           11th Did not qualify       1st Round           8,567\n",
+      " 2009         2  USL First Division            1st      Semifinals       3rd Round           9,734\n",
+      " 2010         2 USSF D-2 Pro League 3rd, USL (3rd)   Quarterfinals       3rd Round          10,727\n",
+      "\n",
+      "### Query\n",
+      "what was the last year where this team was a part of the usl a-league?\n",
+      "\n",
+      "\n",
+      "\n",
+      "--- Извлеченный код Pandas ---\n",
+      "[df.loc[df['Division'] == 2 & df['League'] == 'USL A-League', 'Year'].max()]\n"
+     ]
+    }
+   ],
+   "source": [
+    "import config\n",
+    "import importlib\n",
+    "import pandas as pd\n",
+    "\n",
+    "# 0. Принудительно перезагружаем конфиг\n",
+    "importlib.reload(config) \n",
+    "\n",
+    "# Предположим, мы берем первый пример (i = 0)\n",
+    "i = 0\n",
+    "\n",
+    "# ИСПРАВЛЕНИЕ: Убедитесь, что переменная `train` у вас определена выше в коде (например, train = pd.read_csv('...'))\n",
+    "\n",
+    "# 1. Достаем чистый текст вопроса\n",
+    "query_text = train.utterance.iloc[i]\n",
+    "\n",
+    "# 2. Читаем таблицу и превращаем ЕЁ В ТЕКСТ (в формат Markdown)\n",
+    "table_text = pd.read_csv('data/' + train.context.iloc[i]).to_string(index=False)\n",
+    "#table_text = df_table.to_markdown(index=False) \n",
+    "\n",
+    "# 3. Безопасная подстановка данных через .replace() вместо .format()\n",
+    "# Это защитит от ошибок, если в промпте есть другие фигурные скобки {}\n",
+    "full_message = config.system_prompt.replace(\"{table}\", table_text).replace(\"{query}\", query_text)\n",
+    "\n",
+    "print(\"Отправляем корректный запрос на локальный Qwen...\")\n",
+    "\n",
+    "# ИСПРАВЛЕНИЕ: Передаем именно full_message\n",
+    "success, response = send_message(\n",
+    "    message=full_message,\n",
+    ")\n",
+    "\n",
+    "    \n",
+    "print(success, response)\n",
+    "if success:\n",
+    "    print(\"\\n--- Ответ от модели ---\")\n",
+    "    print(response)\n",
+    "    print(full_message)\n",
+    "    parsed_code = parse_panda_code(response)\n",
+    "    print(\"\\n--- Извлеченный код Pandas ---\")\n",
+    "    print(f\"[{parsed_code}]\")\n",
+    "else:\n",
+    "    print(\"Не удалось получить ответ от сервера.\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "2159706c-e803-4a50-af6c-00a721ae3508",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import json\n",
+    "import re\n",
+    "\n",
+    "def exec_pandas(json_str):\n",
+    "    # Удаляем markdown-обертку ```json и ```\n",
+    "    cleaned = re.sub(r'^```json\\n|\\n```$', '', json_str.strip())\n",
+    "    return json.loads(cleaned)[\"PANDA\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "77ee59ff-4cb0-46bb-a3ce-8ad01590ac47",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n"
+     ]
+    }
+   ],
+   "source": [
+    "import importlib\n",
+    "import config\n",
+    "importlib.reload(config) \n",
+    "\n",
+    "n = 10\n",
+    "\n",
+    "code = {\n",
+    "    'correct': '',\n",
+    "    're_correct': '',\n",
+    "    're_uncorrect': ''   # исправлена опечатка\n",
+    "}\n",
+    "\n",
+    "for i in range(n):\n",
+    "    query_text = train.utterance.iloc[i]\n",
+    "    table_path = 'data/' + train.context.iloc[i]\n",
+    "    table_text = pd.read_csv(table_path).to_string(index=False)\n",
+    "    full_message = config.system_prompt.replace(\"{table}\", table_text).replace(\"{query}\", query_text)\n",
+    "\n",
+    "    success, response = send_message(message=full_message)\n",
+    "    \n",
+    "    if not success:\n",
+    "        continue  # или обработка ошибки\n",
+    "\n",
+    "    label = train.targetValue.iloc[i]  # вынести сюда, чтобы была доступна везде\n",
+    "\n",
+    "    try:\n",
+    "        df = pd.read_csv(table_path)\n",
+    "        result = eval(exec_pandas(response))\n",
+    "        if result == label:\n",
+    "            code['correct'] += \" \" + exec_pandas(response)\n",
+    "        else:\n",
+    "            logic_message = config.logic_prompt.replace(\"{table}\", table_text).replace(\"{query}\", query_text).replace(\"{label}\", str(label)).replace(\"{pandas}\", exec_pandas(response))\n",
+    "            success2, response2 = send_message(message=logic_message)\n",
+    "            if success2:\n",
+    "                try:\n",
+    "                    if eval(exec_pandas(response2)) == label:\n",
+    "                        code[\"re_correct\"] += \" \" + exec_pandas(response2)\n",
+    "                except:\n",
+    "                    code[\"re_uncorrect\"] += \" \" + exec_pandas(response2)\n",
+    "    except Exception as e:\n",
+    "        # label уже определена\n",
+    "        correct_message = config.correct_prompt.replace(\"{table}\", table_text).replace(\"{query}\", query_text).replace(\"{label}\", str(label)).replace(\"{pandas}\", exec_pandas(response))\n",
+    "        success2, response2 = send_message(message=correct_message)\n",
+    "        if success2:\n",
+    "            try:\n",
+    "                if eval(exec_pandas(response2)) == label:\n",
+    "                    code[\"re_correct\"] += \" \" + exec_pandas(response2)\n",
+    "            except:\n",
+    "                code[\"re_uncorrect\"] += \" \" + exec_pandas(response2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": 71,
+=======
+   "execution_count": 221,
+   "id": "1bf2008c-e3d7-40be-a56e-429fdef7c670",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'You are an expert in Python, specializing in pandas. Your task is to translate a natural language question into a single-line pandas expression.\\n\\nCRITICAL RULES:\\n1. NEVER use the assignment operator (=). The code must be a standalone expression executable via eval(). Do not modify df, only query it.\\n2. The code must return a single final value (scalar, list of strings, number, or boolean). Never return an entire DataFrame or a Series without extracting the value.\\n3. If you need to filter rows, use dynamic conditions like df[df[\\'col\\'] == \\'val\\']. Do not hardcode specific row index numbers (like loc[3] or at[49]).\\n4. When doing math (subtraction, division) between two different rows, always extract both values to scalars first using .iloc[0] or .values[0] before the math operator.\\n5. Keep all brackets [ ] and parentheses ( ) perfectly balanced.\\n\\nEnsure the output is strictly in JSON format with a single key: {\"PANDA\": \"<your pandas code>\"}\\n'"
+      ]
+     },
+     "execution_count": 221,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "config.system_prompt_2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 227,
+>>>>>>> e465acec6c8c10f8afb1068aeeb0b52163d3835a
+   "id": "97549381-ebfe-4cee-846b-bdd7bcb8feae",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+<<<<<<< HEAD
+      "[0] Execution error: operation 'rand_' not supported for dtype 'str' with object of type <class 'int'>\n",
+=======
+>>>>>>> e465acec6c8c10f8afb1068aeeb0b52163d3835a
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+<<<<<<< HEAD
+      "[3] Execution error: unsupported operand type(s) for -: 'str' and 'str'\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "[5] Execution error: operation 'sub' not supported for dtype 'str' with dtype 'datetime64[us]'\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "[6] Execution error: Expecting ',' delimiter: line 2 column 27 (char 28)\n",
+=======
+      "[3] Execution error: index out of bounds\n",
+>>>>>>> e465acec6c8c10f8afb1068aeeb0b52163d3835a
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+<<<<<<< HEAD
+      "[8] Execution error: 'Full house'\n",
+=======
+      "Failed to parse JSON from response: 'int' object has no attribute 'strip'\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "[8] Execution error: 'Theoretical return'\n",
+>>>>>>> e465acec6c8c10f8afb1068aeeb0b52163d3835a
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Generating content with model: Qwen2.5-Coder-7B-Instruct (Temp: 0.0)\n",
+      "Correct: 2, Logic: 0, Syntax: 0, Failed: 8\n",
+<<<<<<< HEAD
+      "Total processed: 10\n"
+     ]
+    }
+   ],
+   "source": [
+    "correct_count = 0\n",
+    "logic_count = 0\n",
+    "syntax_count = 0\n",
+    "failed_count = 0\n",
+    "\n",
+    "n = 10\n",
+    "\n",
+    "code = {\n",
+    "    'correct': '',\n",
+    "    're_correct': '',\n",
+    "    're_uncorrect': ''\n",
+    "}\n",
+    "\n",
+    "for i in range(n):\n",
+    "    query_text = train.utterance.iloc[i]\n",
+    "    table_path = 'data/' + train.context.iloc[i]\n",
+    "    table_text = pd.read_csv(table_path).to_string(index=False)\n",
+    "    full_message = config.system_prompt.replace(\"{table}\", table_text).replace(\"{query}\", query_text)\n",
+    "\n",
+    "    success, response = send_message(message=full_message)\n",
+    "    \n",
+    "    if not success:\n",
+    "        failed_count += 1\n",
+    "        print(f\"[{i}] send_message failed\")\n",
+    "        continue\n",
+    "\n",
+    "    label = train.targetValue.iloc[i]\n",
+    "    pandas_code = exec_pandas(response)\n",
+    "    \n",
+    "    if not pandas_code:\n",
+    "        failed_count += 1\n",
+    "        print(f\"[{i}] No pandas code extracted\")\n",
+    "        continue\n",
+    "\n",
+    "    # Первая попытка: выполнить сгенерированный код\n",
+    "    try:\n",
+    "        df = pd.read_csv(table_path)\n",
+    "        result = eval(pandas_code)\n",
+    "        \n",
+    "        if result == label:\n",
+    "            code['correct'] += \" \" + pandas_code\n",
+    "            correct_count += 1\n",
+    "        else:\n",
+    "            # Логическая коррекция\n",
+    "            logic_message = config.logic_prompt.replace(\"{table}\", table_text).replace(\"{query}\", query_text).replace(\"{label}\", str(label)).replace(\"{pandas}\", pandas_code)\n",
+    "            success2, response2 = send_message(message=logic_message)\n",
+    "            \n",
+    "            if success2:\n",
+    "                pandas_code2 = exec_pandas(response2)\n",
+    "                try:\n",
+    "                    if eval(pandas_code2) == label:\n",
+    "                        code[\"re_correct\"] += \" \" + pandas_code2\n",
+    "                        logic_count += 1\n",
+    "                    else:\n",
+    "                        code[\"re_uncorrect\"] += \" \" + pandas_code2\n",
+    "                        failed_count += 1\n",
+    "                except:\n",
+    "                    code[\"re_uncorrect\"] += \" \" + pandas_code2\n",
+    "                    failed_count += 1\n",
+    "            else:\n",
+    "                failed_count += 1\n",
+    "                \n",
+    "    except Exception as e:\n",
+    "        # Синтаксическая коррекция (код не выполнился из-за ошибки)\n",
+    "        print(f\"[{i}] Execution error: {e}\")\n",
+    "        \n",
+    "        syntax_message = config.correct_prompt.replace(\"{table}\", table_text).replace(\"{query}\", query_text).replace(\"{label}\", str(label)).replace(\"{pandas}\", pandas_code)\n",
+    "        success2, response2 = send_message(message=syntax_message)\n",
+    "        \n",
+    "        if success2:\n",
+    "            pandas_code2 = exec_pandas(response2)\n",
+    "            try:\n",
+    "                if eval(pandas_code2) == label:\n",
+    "                    code[\"re_correct\"] += \" \" + pandas_code2\n",
+    "                    syntax_count += 1\n",
+    "                else:\n",
+    "                    code[\"re_uncorrect\"] += \" \" + pandas_code2\n",
+    "                    failed_count += 1\n",
+    "            except:\n",
+    "                code[\"re_uncorrect\"] += \" \" + pandas_code2\n",
+    "                failed_count += 1\n",
+    "        else:\n",
+    "            failed_count += 1\n",
+    "\n",
+    "print(f\"Correct: {correct_count}, Logic: {logic_count}, Syntax: {syntax_count}, Failed: {failed_count}\")\n",
+    "print(f\"Total processed: {correct_count + logic_count + syntax_count + failed_count}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "id": "5565eca2-57ef-4543-bd32-af37c3e7ac68",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'correct': \" df.loc[df['Position'] == '1st', 'Venue'].iloc[-1] df['Opponent'].iloc[0]\",\n",
+       " 're_correct': '',\n",
+       " 're_uncorrect': \" df.loc[(df['Division'] == 2) & (df['League'] == 'USL A-League'), 'Year'].max() df.loc[df['Team'] == 'Wolfe Tones', 'Years won'].iloc[0] - 1 (df.loc[df['City'] == 'United States, Los Angeles', 'Passengers'].iloc[0] - df.loc[df['City'] == 'Canada, Saskatoon', 'Passengers'].iloc[0]) len(df[(df['Left office'].dt.to_period('D') - df['Took office'].dt.to_period('D')).astype(int') >= 1095]) df['Away team'].iloc[0] df.loc[df['Name in English'] == 'Lake Palas Tuzla', 'Depth'].values[0] df.loc['Full house', '4 credits'] df[(df['Position'] == df.loc[3, 'Position']) & (df['Player'] != 'Siim Ennemuist')]['Player'].tolist()\"}"
+      ]
+     },
+     "execution_count": 73,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "code"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "id": "63549786-67fd-4212-91eb-eca42135a8a0",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "df.loc[df['Division'] == 2 & df['League'] == 'USL A-League', 'Year'].max()\n",
+      "df.loc[df['Position'] == '1st', 'Venue'].iloc[-1]\n",
+      "df.loc[df['Team'] == 'Crettyard', 'Years won'].iloc[0] - 1\n",
+      "(df.loc[df['City'] == 'United States, Los Angeles', 'Passengers'].values[0] - df.loc[df['City'] == 'Canada, Saskatoon', 'Passengers'].values[0])\n",
+      "df['Opponent'].iloc[0]\n",
+      "len(df[df['Left office'] - pd.to_datetime(df['Took office']) >= pd.Timedelta(days=1095)])\n",
+      "df['Away team'].iloc[0]\n",
+      "df.loc[df['Name in English'].isin(['Lake Tuz', 'Lake Palas Tuzla']), 'Depth'].max()\n",
+      "df.loc['Full house', '4 credits']\n",
+      "df[df['Position'] == df.loc[3, 'Position']]['Player'].tolist()\n"
+     ]
+    }
+   ],
+   "source": [
+    "for i in range(len(code)):\n",
+    "    current code = exec_pandas(code[i])\n",
+    "    df = pd.read_csv('data/' + train.context.iloc[i])\n",
+    "    target = train.targetValue.iloc[i]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "1219cf2d-55b4-4cf8-9ee0-93702e2d1ce9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{0: '```json\\n{\\n  \"PANDA\": \"df.loc[df[\\'Division\\'] == 2 & df[\\'League\\'] == \\'USL A-League\\', \\'Year\\'].max()\"\\n}\\n```',\n",
+       " 1: '```json\\n{\\n  \"PANDA\": \"df.loc[df[\\'Position\\'] == \\'1st\\', \\'Venue\\'].iloc[-1]\"\\n}\\n```',\n",
+       " 2: '```json\\n{\\n  \"PANDA\": \"df.loc[df[\\'Team\\'] == \\'Crettyard\\', \\'Years won\\'].iloc[0] - 1\"\\n}\\n```',\n",
+       " 3: '```json\\n{\\n  \"PANDA\": \"(df.loc[df[\\'City\\'] == \\'United States, Los Angeles\\', \\'Passengers\\'].values[0] - df.loc[df[\\'City\\'] == \\'Canada, Saskatoon\\', \\'Passengers\\'].values[0])\"\\n}\\n```',\n",
+       " 4: '```json\\n{\\n  \"PANDA\": \"df[\\'Opponent\\'].iloc[0]\"\\n}\\n```',\n",
+       " 5: '```json\\n{\\n  \"PANDA\": \"len(df[df[\\'Left office\\'] - pd.to_datetime(df[\\'Took office\\']) >= pd.Timedelta(days=1095)])\"\\n}\\n```',\n",
+       " 6: '```json\\n{\\n  \"PANDA\": \"df[\\'Away team\\'].iloc[0]\"\\n}\\n```',\n",
+       " 7: '```json\\n{\\n  \"PANDA\": \"df.loc[df[\\'Name in English\\'].isin([\\'Lake Tuz\\', \\'Lake Palas Tuzla\\']), \\'Depth\\'].max()\"\\n}\\n```',\n",
+       " 8: '```json\\n{\\n  \"PANDA\": \"df.loc[\\'Full house\\', \\'4 credits\\']\"\\n}\\n```',\n",
+       " 9: '```json\\n{\\n  \"PANDA\": \"df[df[\\'Position\\'] == df.loc[3, \\'Position\\']][\\'Player\\'].tolist()\"\\n}\\n```'}"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "code"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 156,
+   "id": "8c446433-f113-4c4f-a791-adac6e94a19a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "```json\n",
+      "{\"PANDA\": \"df[df['League'] == 'USL A-League'].index[-1].year\"}\n",
+      "```\n",
+      " Year  Division              League Regular Season        Playoffs        Open Cup Avg. Attendance\n",
+      " 2001         2        USL A-League   4th, Western   Quarterfinals Did not qualify           7,169\n",
+      " 2002         2        USL A-League   2nd, Pacific       1st Round Did not qualify           6,260\n",
+      " 2003         2        USL A-League   3rd, Pacific Did not qualify Did not qualify           5,871\n",
+      " 2004         2        USL A-League   1st, Western   Quarterfinals       4th Round           5,628\n",
+      " 2005         2  USL First Division            5th   Quarterfinals       4th Round           6,028\n",
+      " 2006         2  USL First Division           11th Did not qualify       3rd Round           5,575\n",
+      " 2007         2  USL First Division            2nd      Semifinals       2nd Round           6,851\n",
+      " 2008         2  USL First Division           11th Did not qualify       1st Round           8,567\n",
+      " 2009         2  USL First Division            1st      Semifinals       3rd Round           9,734\n",
+      " 2010         2 USSF D-2 Pro League 3rd, USL (3rd)   Quarterfinals       3rd Round          10,727\n",
+      "what was the last year where this team was a part of the usl a-league?\n",
+      "```json\n",
+      "df[df['Position'] == '1st']['Venue'].iloc[-1]\n",
+      "```\n",
+      " Year                   Competition                      Venue  Position         Event   Notes\n",
+      " 2001     World Youth Championships          Debrecen, Hungary       2nd         400 m   47.12\n",
+      " 2001     World Youth Championships          Debrecen, Hungary       1st  Medley relay 1:50.46\n",
+      " 2001 European Junior Championships            Grosseto, Italy       1st 4x400 m relay 3:06.12\n",
+      " 2003 European Junior Championships           Tampere, Finland       3rd         400 m   46.69\n",
+      " 2003 European Junior Championships           Tampere, Finland       2nd 4x400 m relay 3:08.62\n",
+      " 2005    European U23 Championships            Erfurt, Germany 11th (sf)         400 m   46.62\n",
+      " 2005    European U23 Championships            Erfurt, Germany       1st 4x400 m relay 3:04.41\n",
+      " 2005                   Universiade              Izmir, Turkey       7th         400 m   46.89\n",
+      " 2005                   Universiade              Izmir, Turkey       1st 4x400 m relay 3:02.57\n",
+      " 2006    World Indoor Championships             Moscow, Russia   2nd (h) 4x400 m relay 3:06.10\n",
+      " 2006        European Championships         Gothenburg, Sweden       3rd 4x400 m relay 3:01.73\n",
+      " 2007 European Indoor Championships Birmingham, United Kingdom       3rd 4x400 m relay 3:08.14\n",
+      " 2007                   Universiade          Bangkok, Thailand       7th         400 m   46.85\n",
+      " 2007                   Universiade          Bangkok, Thailand       1st 4x400 m relay 3:02.05\n",
+      " 2008    World Indoor Championships            Valencia, Spain       4th 4x400 m relay 3:08.76\n",
+      " 2008                 Olympic Games             Beijing, China       7th 4x400 m relay 3:00.32\n",
+      " 2009                   Universiade           Belgrade, Serbia       2nd 4x400 m relay 3:05.69\n",
+      "in what city did piotr's last 1st place finish occur?\n",
+      "```json\n",
+      "df[df['County'] == 'Laois']['Team'].iloc[0]\n",
+      "```\n",
+      "             Team  County  Wins  Years won\n",
+      "       Greystones Wicklow     1       2011\n",
+      "Ballymore Eustace Kildare     1       2010\n",
+      "         Maynooth Kildare     1       2009\n",
+      "  Ballyroan Abbey   Laois     1       2008\n",
+      "    Fingal Ravens  Dublin     1       2007\n",
+      "           Confey Kildare     1       2006\n",
+      "        Crettyard   Laois     1       2005\n",
+      "      Wolfe Tones   Meath     1       2004\n",
+      "    Dundalk Gaels   Louth     1       2003\n",
+      "which team won previous to crettyard?\n",
+      "```json\n",
+      "df[(df['City'] == 'Los Angeles') & (df['Ranking'] > 3)]['Passengers'].sum() - df[df['City'] == 'Saskatoon']['Passengers'].sum()\n",
+      "```\n",
+      " Rank                       City Passengers  Ranking              Airline\n",
+      "    1 United States, Los Angeles     14,749      NaN      Alaska Airlines\n",
+      "    2     United States, Houston      5,465      NaN       United Express\n",
+      "    3            Canada, Calgary      3,761      NaN Air Transat, WestJet\n",
+      "    4          Canada, Saskatoon      2,282      4.0                  NaN\n",
+      "    5          Canada, Vancouver      2,103      NaN          Air Transat\n",
+      "    6     United States, Phoenix      1,829      1.0           US Airways\n",
+      "    7            Canada, Toronto      1,202      1.0  Air Transat, CanJet\n",
+      "    8           Canada, Edmonton        110      NaN                  NaN\n",
+      "    9     United States, Oakland        107      NaN                  NaN\n",
+      "how many more passengers flew to los angeles than to saskatoon from manzanillo airport in 2013?\n",
+      "```pandas\n",
+      "df[df['Date'] == '15 August 1987']['Opponent']\n",
+      "```\n",
+      "             Date            Opponent Venue Result Attendance                                      Scorers\n",
+      "   15 August 1987        Derby County  Away    0–1     17,204                                            —\n",
+      "   18 August 1987       Coventry City  Home    0–1     09,380                                            —\n",
+      "   22 August 1987     West Ham United  Home    2–2     08,073                                  Harford (2)\n",
+      "   29 August 1987             Chelsea  Away    0–3     16,075                                            —\n",
+      "   31 August 1987             Arsenal  Home    1–1     08,745                                 Wilson (pen)\n",
+      " 5 September 1987       Oxford United  Away    5–2     06,804  Breacker, Harford, Hill, Nwajiobi, B. Stein\n",
+      "12 September 1987             Everton  Home    2–1     08,124                               Hill, B. Stein\n",
+      "19 September 1987   Charlton Athletic  Away    0–1     05,002                                            —\n",
+      "26 September 1987 Queens Park Rangers  Away    0–2     11,175                                            —\n",
+      "   3 October 1987   Manchester United  Home    1–1     09,137                                      Harford\n",
+      "  10 October 1987          Portsmouth  Away    1–3     12,391                                Harford (pen)\n",
+      "  17 October 1987           Wimbledon  Home    2–0     07,018                             B. Stein, Wilson\n",
+      "  24 October 1987           Liverpool  Home    0–1     11,997                                            —\n",
+      "  7 November 1987    Newcastle United  Home    4–0     07,638             Nwajiobi, B. Stein, M. Stein (2)\n",
+      " 14 November 1987 Sheffield Wednesday  Away    2–0     16,960                           Allinson, M. Stein\n",
+      " 21 November 1987   Tottenham Hotspur  Home    2–0     10,091                                 Allinson (2)\n",
+      "  5 December 1987        Norwich City  Home    1–2     07,002                                     B. Stein\n",
+      " 12 December 1987             Watford  Away    1–0     12,152                                       Foster\n",
+      " 18 December 1987         Southampton  Home    2–2     06,618                           Harford, McDonough\n",
+      " 26 December 1987             Everton  Away    0–2     32,128                                            —\n",
+      " 28 December 1987   Charlton Athletic  Home    1–0     07,243                                       Wilson\n",
+      "   1 January 1988             Chelsea  Home    3–0     08,018                  Harford, B. Stein, M. Stein\n",
+      "   2 January 1988     West Ham United  Away    1–1     16,716                                     M. Stein\n",
+      "  16 January 1988        Derby County  Home    1–0     07,175                                    McDonough\n",
+      "  6 February 1988       Oxford United  Home    7–4     08,063 Harford (2), McDonough, B.Stein, M.Stein (3)\n",
+      " 13 February 1988             Arsenal  Away    1–2     22,612                                      M.Stein\n",
+      "     5 March 1988           Wimbledon  Away    0–2     04,854                                            —\n",
+      "    15 March 1988       Coventry City  Away    0–4     13,711                                            —\n",
+      "    29 March 1988          Portsmouth  Home    4–1     06,740           B.Stein, M.Stein, Wilson, own goal\n",
+      "     2 April 1988    Newcastle United  Away    0–4     20,752                                            —\n",
+      "     5 April 1988 Sheffield Wednesday  Home    2–2     07,337                          McDonough, B. Stein\n",
+      "    12 April 1988   Manchester United  Away    0–3     28,830                                            —\n",
+      "    19 April 1988 Queens Park Rangers  Home    2–1     06,735                         Foster, Wilson (pen)\n",
+      "    30 April 1988        Norwich City  Away    2–2     13,171                       M. Stein, Wilson (pen)\n",
+      "       2 May 1988             Watford  Home    2–1     10,409                       Oldfield, Wilson (pen)\n",
+      "       4 May 1988   Tottenham Hotspur  Away    1–2     15,437                                       Grimes\n",
+      "       7 May 1988         Southampton  Away    1–1     12,722                                       Wilson\n",
+      "       9 May 1988           Liverpool  Away    1–1     30,374                                     Oldfield\n",
+      "      13 May 1988   Nottingham Forest  Home    1–1     09,108                                      Donaghy\n",
+      "      15 May 1988   Nottingham Forest  Away    1–1     13,106                                     Oldfield\n",
+      "who was the opponent in the first game of the season?\n",
+      "```json\n",
+      "{\"PANDA\": \"len(df[df['Took office'] <= df['Left office'].shift()])\"}\n",
+      "```\n",
+      " Unnamed: 0               Name       Took office    Left office                 Party                                                      Notes/Events\n",
+      "         11   William McCreery     March 4, 1803  March 3, 1809 Democratic Republican                                                               NaN\n",
+      "         12    Alexander McKim     March 4, 1809  March 3, 1815 Democratic Republican                                                               NaN\n",
+      "         13    William Pinkney     March 4, 1815 April 18, 1816 Democratic Republican Resigned to accept position as Minister Plenipotentiary to Russia\n",
+      "         14       Peter Little September 2, 1816  March 3, 1823 Democratic Republican                                                               NaN\n",
+      "         14       Peter Little     March 4, 1823  March 3, 1825         Jacksonian DR                                                               NaN\n",
+      "         14       Peter Little     March 4, 1825  March 3, 1829                 Adams                                                               NaN\n",
+      "         15 Benjamin C. Howard     March 4, 1829  March 3, 1833            Jacksonian                                                               NaN\n",
+      "how many people stayed at least 3 years in office?\n",
+      "```python\n",
+      "df['Away team'].iloc[0]\n",
+      "```\n",
+      " Tie no              Home team    Score              Away team\n",
+      "     49   Dalsjöfors GoIF (WC)      1-4      Varbergs GIF (D3)\n",
+      "     50     Sjömarkens IF (D4)      1-4    BK Slätta Damm (D3)\n",
+      "     51          IF Tymer (D4)      0-3      Kållereds SK (D3)\n",
+      "     52           IFK Hjo (WC)      0-4         Nässjö FF (D3)\n",
+      "     53     Falköpings FK (D4)      2-0    Gånghesters SK (D4)\n",
+      "     54     Ankarsrums IS (WC)      1-2     Linköpings FF (D3)\n",
+      "     55         Rödsle BK (D4) 1-0 (gg)       Skeninge IK (D4)\n",
+      "     56         Lindås BK (D4)      1-3     Hultsfreds FK (D3)\n",
+      "     57     Hvetlanda GIF (D4)      0-1     Åhus Horna BK (D3)\n",
+      "     58      Bredaryds IK (D4)      3-0   Ulricehamns IFK (D3)\n",
+      "     59      Hovslätts IK (D4)      0-9     Tidaholms GIF (D2)\n",
+      "     60         Torpa AIS (D4)      0-2          BK Zeros (D3)\n",
+      "     61        Fiskeby IF (WC) 2-1 (gg)     Västerviks FF (D4)\n",
+      "     62         Gnösjö IF (D4)      1-3        Skövde AIK (D2)\n",
+      "     63         Sävsjö FF (D4)      5-3  Skillingaryds IS (D4)\n",
+      "     64       Boxholms IF (WC)      1-2        Tranås AIF (D3)\n",
+      "     65            LSW IF (D4)      2-1      Husqvarna FF (D2)\n",
+      "     66      Lessebo GoIF (D4)      0-1       Listerby IK (D4)\n",
+      "     67        Rörviks IF (D4)      0-2          Lunds BK (D2)\n",
+      "     68        Lagans AIK (D4)      0-1      Högaborgs BK (D2)\n",
+      "     69          IF Eksjö (D4)      1-4         Kalmar FF (D2)\n",
+      "     70      Limmareds IF (D4)      1-5    Växjö Norra IF (D2)\n",
+      "     71      Bankeryds SK (D4)      4-1       Hjulsbro IK (D2)\n",
+      "     72      Skultorps IF (D4)      0-2        BK Forward (D2)\n",
+      "     73     Gullspångs IF (D4)      0-7       Rynninge IK (D3)\n",
+      "     74          Skara FC (D4)      0-4     Karlslunds IF (D3)\n",
+      "     75        Bråtens IK (D4)      0-4 Vivalla-Lundby IF (D3)\n",
+      "     76      Finnerödja IF(D4)      3-1     IFK Mariestad (D4)\n",
+      "     77     Sköllersta IF (D4)      1-3   Hemgårdarnas BK (D4)\n",
+      "     78    Simonstorps IF (D4)      0-5     Nyköpings BIS (D2)\n",
+      "     79      Ringarums IF (D4)      1-4       Värmbols FC (D4)\n",
+      "     80      Dagsbergs IF (D4)      1-0    Malmköpings IF (D4)\n",
+      "     81   Katrineholms SK (D4)      0-2          BK Kenty (D4)\n",
+      "     82          Härad IF (D4) 2-3 (gg)      IFK Västerås (D2)\n",
+      "     83         Kolsva IF (D4)      0-3       Karlstad BK (D2)\n",
+      "     84           Laxå IF (D4)      0-4         IF Sylvia (D2)\n",
+      "     85         Ransta IK (D4)      1-3     IFK Hallsberg (D4)\n",
+      "     86     Skyllbergs IK (WC)      0-4  IFK Kristinehamn (D4)\n",
+      "     87     Filipstads FF (D4)      3-1       Kungsörs SK (D4)\n",
+      "     88 Hallstahammars SK (D4)      0-7    IFK Eskilstuna (D2)\n",
+      "     89           BK Hird (D4)      0-5          Hargs BK (D2)\n",
+      "     90     Vretstorps IF (WC)      1-5          IFK Ölme (D3)\n",
+      "     91          Frövi IK (WC)      1-9       Skiljebo SK (D3)\n",
+      "     92           IF Rune (WC)      1-3         Gnesta FF (D3)\n",
+      "     93    Västerås BK 30 (WC)      0-8  Örebro SK Ungdom (D4)\n",
+      "     94        VoIF Diana (WC)      4-0        Enskede IK (D4)\n",
+      "     95       New Mill FF (WC)      4-2        Värtans SK (D3)\n",
+      "     96 Runtuna IK/Löthen (WC)      1-2       Huddinge IF (D3)\n",
+      "who is the first away team on the chart\n",
+      "```pandas\n",
+      "df[df['Name in Turkish'].str.contains('Tuz')]['Depth']\n",
+      "```\n",
+      "          Name in English   Name in Turkish Area (km2) Depth Location (districts and/or provinces)\n",
+      "                 Lake Van          Van Gölü   3755 km2 451 m                           Van, Bitlis\n",
+      "                 Lake Tuz          Tuz Gölü   1500 km2   2 m                Aksaray, Ankara, Konya\n",
+      "            Lake Beyşehir     Beyşehir Gölü    656 km2  10 m            Beyşehir in Konya, Isparta\n",
+      "             Lake Eğirdir      Eğirdir Gölü    482 km2   NaN                               Isparta\n",
+      "               Lake İznik        İznik Gölü    308 km2   NaN                İznik in Bursa, Yalova\n",
+      "              Lake Burdur       Burdur Gölü    200 km2   NaN                       Burdur, Isparta\n",
+      "              Lake Manyas       Manyas Gölü    166 km2   NaN                             Balıkesir\n",
+      "              Lake Acıgöl            Acıgöl    153 km2   NaN               Denizli, Afyonkarahisar\n",
+      "             Lake Uluabat      Uluabat Gölü    134 km2 1–2 m                                 Bursa\n",
+      "              Lake Çıldır       Çıldır Gölü    115 km2   NaN                         Ardahan, Kars\n",
+      "         Lake Palas Tuzla  Palas Tuzla Gölü    106 km2  15 m                         Palas/Kayseri\n",
+      "             Lake Akşehir      Akşehir Gölü    105 km2   NaN      Akşehir in Konya, Afyonkarahisar\n",
+      "                Lake Eber         Eber Gölü    104 km2   NaN                        Afyonkarahisar\n",
+      "               Lake Erçek        Erçek Gölü     98 km2   NaN                                   Van\n",
+      "               Lake Hazar        Hazar Gölü     86 km2   NaN                                Elazığ\n",
+      "                Lake Bafa         Bafa Gölü     60 km2   NaN                          Aydın, Muğla\n",
+      "            Lake Köyceğiz     Köyceğiz Gölü     52 km2   NaN                     Köyceğiz in Muğla\n",
+      "              Lake Işıklı       Işıklı Gölü     49 km2   NaN                               Denizli\n",
+      "               Lake Nazik        Nazik Gölü     48 km2   NaN                                Bitlis\n",
+      "             Lake Sapanca      Sapanca Gölü     47 km2   NaN                      Sakarya Province\n",
+      "               Lake Salda        Salda Gölü     45 km2 184 m                                Burdur\n",
+      "                 Lake Yay          Yay Gölü     37 km2   NaN                               Kayseri\n",
+      "             Lake Akyatan      Akyatan Gölü     35 km2   NaN                                 Adana\n",
+      "               Lake Balık        Balık Gölü     34 km2   NaN                   Doğubeyazıt in Ağrı\n",
+      "             Lake Marmara      Marmara Gölü     34 km2   NaN         Salihli, Gölmarmara in Manisa\n",
+      "                 Lake Çöl          Çöl Gölü     32 km2   NaN                                Ankara\n",
+      "Lake Durusu (Lake Terkos)       Durusu Gölü     25 km2   NaN                              İstanbul\n",
+      "              Lake Karine       Karine Gölü     24 km2   NaN                                   NaN\n",
+      "               Lake Tuzla        Tuzla Gölü     23 km2   NaN                                 Tuzla\n",
+      "        Lake Küçükçekmece Küçükçekmece Gölü     16 km2   NaN                Küçükçekmece, İstanbul\n",
+      "             Lake Yaraşlı      Yaraşlı Gölü     16 km2   NaN                                Burdur\n",
+      "               Lake Haçlı        Haçlı Gölü     16 km2   NaN                                   Muş\n",
+      "               Lake Seyfe        Seyfe Gölü     15 km2   NaN                              Kırşehir\n",
+      "             Lake Akyayan      Akyayan Gölü     15 km2   NaN                                   NaN\n",
+      "             Lake Hozapin      Hozapin Gölü     14 km2   NaN                                   NaN\n",
+      "                Lake Arin         Arin Gölü     13 km2   NaN                                   NaN\n",
+      "              Lake Nemrut       Nemrut Gölü     12 km2   NaN                       Bitlis Province\n",
+      "               Lake Balık        Balık Gölü     12 km2   NaN                                   NaN\n",
+      "        Lake Büyükçekmece Büyükçekmece Gölü     11 km2   NaN                Büyükçekmece, Istanbul\n",
+      "               Lake Boluk        Boluk Gölü     11 km2   NaN                                   NaN\n",
+      "             Lake Akdoğan      Akdoğan Gölü     11 km2   NaN                                   NaN\n",
+      "             Lake Çavuşlu      Çavuşlu Gölü      9 km2   NaN                                   NaN\n",
+      "               Lake Düden        Düden Gölü      8 km2   NaN                                   NaN\n",
+      "                Lake Gala         Gala Gölü      8 km2   NaN                                Edirne\n",
+      "             Lake Karataş      Karataş Gölü      6 km2   NaN                                   NaN\n",
+      "               Lake Mogan        Mogan Gölü      6 km2   NaN                                Ankara\n",
+      "                Paradeniz         Paradeniz      4 km2   NaN                                Mersin\n",
+      "               Lake Eymir        Eymir Gölü    1.8 km2   NaN                                Ankara\n",
+      "               Lake Abant        Abant Gölü   1.28 km2  18 m                                  Bolu\n",
+      "              Lake Gölcük       Gölcük Gölü      1 km2   NaN                                 İzmir\n",
+      "which is deeper, lake tuz or lake palas tuzla?\n",
+      "```json\n",
+      "df.query('Hand == \"Full house\" & 2 credits == 4 & theoretical_return > 98.68%')['Hand']\n",
+      "```\n",
+      "               Hand 1 credit 2 credits 3 credits 4 credits 5 credits\n",
+      "        Royal flush      250       500       750      1000     4000*\n",
+      "     Straight flush       60       120       180       240       400\n",
+      "          Four aces      400       800      1200      1600      2000\n",
+      "Four of a kind, 2-4      100       200       300       400       500\n",
+      "Four of a kind, 5-K       50       100       150       200       250\n",
+      "         Full house        8        16        24        32        40\n",
+      "              Flush        5        10        15        20        25\n",
+      "           Straight        4         8        12        16        20\n",
+      "    Three of a kind        3         6         9        12        15\n",
+      "           Two pair        1         2         3         4         5\n",
+      "    Jacks or better        1         2         3         4         5\n",
+      " Theoretical return   98.68%    98.68%    98.68%    98.68%   99.92%*\n",
+      "after winning on four credits with a full house, what is your payout?\n",
+      "```pandas\n",
+      "df[df['Position'] == 'Middle blocker']\n",
+      "```\n",
+      " No.          Player                 Birth Date  Weight  Height       Position     Current Club\n",
+      "   4      Ardo Kreek    August 7, 1986 (age 27)      96     203 Middle blocker     Paris Volley\n",
+      "   5     Kert Toobal      June 3, 1979 (age 35)      78     189         Setter    Sivas 4 Eylül\n",
+      "   6  Martti Juhkami      June 6, 1988 (age 26)      96     196         Spiker          TV Bühl\n",
+      "   7   Argo Meresaar  January 13, 1980 (age 34)     107     206       Opposite    Bigbank Tartu\n",
+      "   8    Kusti Nõlvak  November 6, 1991 (age 22)      81     186         Setter           TTÜ VK\n",
+      "   9     Robert Täht   August 15, 1993 (age 20)      80     190         Spiker    Bigbank Tartu\n",
+      "  11    Oliver Venno      May 23, 1990 (age 24)     105     210       Opposite Rennes Volley 35\n",
+      "  14    Rait Rikberg   August 30, 1982 (age 31)      80     174         Libero    Bigbank Tartu\n",
+      "  16 Edgar Järvekülg     June 12, 1988 (age 26)      77     186         Libero         Pärnu VK\n",
+      "  17  Siim Ennemuist  December 5, 1989 (age 24)      89     196 Middle blocker           TTÜ VK\n",
+      "  18 Jaanus Nõmmsalu  January 19, 1981 (age 33)      94     200         Spiker           TTÜ VK\n",
+      "  19   Andri Aganits September 7, 1993 (age 20)      99     207 Middle Blocker          TV Bühl\n",
+      "which players played the same position as ardo kreek?\n"
+     ]
+    }
+   ],
+   "source": [
+    "for i in range(n):\n",
+    "    print(code[i])\n",
+    "    print(pd.read_csv('data/' + train.context.iloc[i]).to_string(index=False))\n",
+    "    print(train.utterance.iloc[i])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "id": "2bb82209-c50e-4a31-a10a-77be411f4b4d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "df[df['Position'] == '1st']['Venue'].iloc[-1]\n",
+      "\n",
+      "\n",
+      "df['Opponent'][0]\n",
+      "\n",
+      "\n",
+      "\n",
+=======
+      "Total processed: 10\n",
+      "===== HISTORY =====\n",
+      "Index 0: status=logic_failed, changed=True\n",
+      "  Original:  df.loc[df['League'] == 'USL A-League', 'Year'].max()\n",
+      "  Corrected: df.loc[(df['League'] == 'USL A-League') & (df['Division'] == 2), 'Year'].max()\n",
+      "\n",
+      "Index 1: status=correct, changed=False\n",
+      "  Original:  df.loc[df['Position'] == '1st', 'Venue'].iloc[-1]\n",
+      "\n",
+      "Index 2: status=logic_failed, changed=True\n",
+      "  Original:  df.loc[df['Team'] == 'Crettyard', 'Years won'].iloc[0] - 1\n",
+      "  Corrected: df.loc[(df['Team'] == 'Crettyard') & (df['Years won'] > 2005), 'Team'].values[0]\n",
+      "\n",
+      "Index 3: status=syntax_failed, changed=True\n",
+      "  Original:  (df.loc[(df['City'] == 'United States, Los Angeles') & (df['Ranking'] == 1), 'Passengers'].values[0] - df.loc[(df['City'] == 'Canada, Saskatoon') & (df['Ranking'] == 4), 'Passengers'].values[0])\n",
+      "  Corrected: (df.loc[df['City'] == 'United States, Los Angeles', 'Passengers'].values[0] - df.loc[df['City'] == 'Canada, Saskatoon', 'Passengers'].values[0])\n",
+      "\n",
+      "Index 4: status=correct, changed=False\n",
+      "  Original:  df.iloc[0]['Opponent']\n",
+      "\n",
+      "Index 5: status=logic_failed, changed=False\n",
+      "  Original:  df[(pd.to_datetime(df['Left office']) - pd.to_datetime(df['Took office'])) >= pd.Timedelta(days=1095)].shape[0]\n",
+      "\n",
+      "Index 6: status=logic_failed, changed=False\n",
+      "  Original:  df['Away team'].iloc[0]\n",
+      "  Corrected: df['Away team'].iloc[0]\n",
+      "\n",
+      "Index 7: status=logic_failed, changed=True\n",
+      "  Original:  df.loc[df['Name in English'].isin(['Lake Tuz', 'Lake Palas Tuzla']), 'Depth'].max()\n",
+      "  Corrected: df.loc[df['Name in English'].isin(['Lake Tuz', 'Lake Palas Tuzla']), 'Depth'].idxmax()\n",
+      "\n",
+      "Index 8: status=syntax_failed, changed=False\n",
+      "  Original:  df.loc[(df['Hand'] == 'Full house') & (df['4 credits'] == df['4 credits'].max()), 'Theoretical return'].values[0]\n",
+      "  Corrected: df.loc[(df['Hand'] == 'Full house') & (df['4 credits'] == df['4 credits'].max()), 'Theoretical return'].values[0]\n",
+      "\n",
+      "Index 9: status=logic_failed, changed=True\n",
+      "  Original:  df[df['Position'] == df.loc[df['Player'] == 'Ardo Kreek', 'Position'].values[0]]\n",
+      "  Corrected: df[(df['Position'] == df.loc[df['Player'] == 'Ardo Kreek', 'Position'].values[0]) & (df['Player'] != 'Ardo Kreek')]['Player'].tolist()\n",
+>>>>>>> e465acec6c8c10f8afb1068aeeb0b52163d3835a
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+<<<<<<< HEAD
+    "for i in range(n):\n",
+    "    # Очищаем код для текущей итерации\n",
+    "    current_code = parse_panda_code(code[i])\n",
+    "    \n",
+    "    #print(f\"Итерация {i} | Запускаем выражение: {current_code}\")\n",
+    "    \n",
+    "    try:\n",
+    "        # Читаем нужный датафрейм\n",
+    "        df = pd.read_csv('data/' + train.context.iloc[i])\n",
+    "        target = train.iloc[i].targetValue\n",
+    "        \n",
+    "        # Передаем в eval() код ИМЕННО для текущей итерации\n",
+    "        result = eval(current_code)\n",
+    "        \n",
+    "        # print(\"--- Результат ---\")\n",
+    "        # print(result)\n",
+    "        # print(\"--- Правильный ответ ---\")\n",
+    "        # print(target)\n",
+    "        # print(\"-\" * 40)\n",
+    "        if result == target:\n",
+    "            print(current_code)\n",
+    "        \n",
+    "    except Exception as e:\n",
+    "        print()\n",
+    "        # Выводим реальный текст ошибки, чтобы понять, в чем проблема\n",
+    "        #print(f\"Ошибка на итерации {i}: {e}\")\n",
+    "        #print(\"-\" * 40)"
+=======
+    "import pandas as pd\n",
+    "import config\n",
+    "import json\n",
+    "import re\n",
+    "import importlib  # <-- ИСПРАВЛЕНО: добавили импорт\n",
+    "\n",
+    "importlib.reload(config) \n",
+    "\n",
+    "CURRENT_SYSTEM_PROMPT = config.system_prompt_2\n",
+    "CURRENT_SYNTAX_PROMPT = config.syntax_prompt_2\n",
+    "CURRENT_LOGIC_PROMPT  = config.logic_prompt_2\n",
+    "\n",
+    "correct_count = logic_count = syntax_count = failed_count = 0\n",
+    "n = 10\n",
+    "code = {'correct': '', 're_correct': '', 're_uncorrect': ''}\n",
+    "history = []\n",
+    "\n",
+    "def exec_pandas(response_text):\n",
+    "    \"\"\"Парсит JSON-ответ от модели, исправляя проблемы экранирования слэшей.\"\"\"\n",
+    "    try:\n",
+    "        json_match = re.search(r'\\{.*\\}', response_text, re.DOTALL)\n",
+    "        if not json_match:\n",
+    "            return None\n",
+    "        \n",
+    "        raw_json = json_match.group(0)\n",
+    "        \n",
+    "        try:\n",
+    "            data = json.loads(raw_json)\n",
+    "        except json.JSONDecodeError:\n",
+    "            # ИСПРАВЛЕНО: автоматически чинит неэкранированные слэши в регулярках от Qwen\n",
+    "            fixed_json = re.sub(r'(?<!\\\\)\\\\(?!\"|\\\\|/|b|f|n|r|t|u)', r'\\\\\\\\', raw_json)\n",
+    "            data = json.loads(fixed_json)\n",
+    "        \n",
+    "        pandas_code = data.get(\"PANDA\", \"\").strip()\n",
+    "        return pandas_code.replace(\"\\n\", \"\").replace(\"\\r\", \"\")\n",
+    "    except Exception as e:\n",
+    "        print(f\"Failed to parse JSON from response: {e}\")\n",
+    "        return None\n",
+    "\n",
+    "def check_code(p_code, table_path, label):\n",
+    "    \"\"\"Выполняет код и безопасно проверяет соответствие лейблу.\"\"\"\n",
+    "    try:\n",
+    "        df = pd.read_csv(table_path)\n",
+    "        res = eval(p_code)\n",
+    "        # ИСПРАВЛЕНО: защищаем функцию проверки от ValueError при возврате Series\n",
+    "        if isinstance(res, (pd.Series, pd.DataFrame)):\n",
+    "            return False\n",
+    "        return res == label\n",
+    "    except:\n",
+    "        return False\n",
+    "\n",
+    "for i in range(n):\n",
+    "    query_text = train.utterance.iloc[i]\n",
+    "    table_path = f\"data/{train.context.iloc[i]}\"\n",
+    "    table_text = pd.read_csv(table_path).to_string(index=False)\n",
+    "    label = train.targetValue.iloc[i]\n",
+    "    \n",
+    "    # Первичный запрос к модели с использованием выбранного промпта\n",
+    "    full_msg = CURRENT_SYSTEM_PROMPT.replace(\"{table}\", table_text).replace(\"{query}\", query_text)\n",
+    "    success, response = send_message(message=full_msg)\n",
+    "    pandas_code = exec_pandas(response) if success else None\n",
+    "    \n",
+    "    # Дефолтные значения для истории этой итерации\n",
+    "    status, orig_code, corr_code = 'unknown', pandas_code, None\n",
+    "\n",
+    "    if not success:\n",
+    "        status, failed_count = 'send_failed', failed_count + 1\n",
+    "    elif not pandas_code:\n",
+    "        status, failed_count = 'no_code', failed_count + 1\n",
+    "    else:\n",
+    "        # Первая попытка запуска оригинального кода\n",
+    "        try:\n",
+    "            df = pd.read_csv(table_path)\n",
+    "            res = eval(pandas_code)\n",
+    "            \n",
+    "            # БЕЗОПАСНАЯ ПРОВЕРКА НА СОВПАДЕНИЕ\n",
+    "            if isinstance(res, (pd.Series, pd.DataFrame)):\n",
+    "                is_correct = False \n",
+    "            else:\n",
+    "                is_correct = (res == label)\n",
+    "                \n",
+    "            is_syntax_error = False\n",
+    "        except Exception as e:\n",
+    "            is_correct = False\n",
+    "            is_syntax_error = True\n",
+    "            print(f\"[{i}] Execution error: {e}\")\n",
+    "\n",
+    "        if is_correct:\n",
+    "            code['correct'] += f\"|{pandas_code}\"\n",
+    "            correct_count, status = correct_count + 1, 'correct'\n",
+    "        else:\n",
+    "            # Если код неверный или упал с ошибкой — запускаем коррекцию\n",
+    "            prompt_tpl = CURRENT_SYNTAX_PROMPT if is_syntax_error else CURRENT_LOGIC_PROMPT\n",
+    "            corr_msg = prompt_tpl.replace(\"{table}\", table_text).replace(\"{query}\", query_text).replace(\"{label}\", str(label)).replace(\"{pandas}\", pandas_code)\n",
+    "            \n",
+    "            success2, response2 = send_message(message=corr_msg)\n",
+    "            corr_code = exec_pandas(response2) if success2 else None\n",
+    "            \n",
+    "            if corr_code and check_code(corr_code, table_path, label):\n",
+    "                code[\"re_correct\"] += f\"|{corr_code}\"\n",
+    "                status = 'syntax_fixed' if is_syntax_error else 'logic_fixed'\n",
+    "                if is_syntax_error: syntax_count += 1\n",
+    "                else: logic_count += 1\n",
+    "            else:\n",
+    "                if corr_code: code[\"re_uncorrect\"] += f\"|{corr_code}\"\n",
+    "                status = 'syntax_failed' if is_syntax_error else 'logic_failed'\n",
+    "                failed_count += 1\n",
+    "\n",
+    "    # Единая точка записи истории для всех сценариев\n",
+    "    history.append({\n",
+    "        'index': i, 'original': orig_code, 'corrected': corr_code, 'status': status,\n",
+    "        'changed': bool(corr_code and corr_code != orig_code)\n",
+    "    })\n",
+    "\n",
+    "# Вывод результатов\n",
+    "print(f\"Correct: {correct_count}, Logic: {logic_count}, Syntax: {syntax_count}, Failed: {failed_count}\")\n",
+    "print(f\"Total processed: {correct_count + logic_count + syntax_count + failed_count}\\n===== HISTORY =====\")\n",
+    "\n",
+    "for r in history:\n",
+    "    print(f\"Index {r['index']}: status={r['status']}, changed={r['changed']}\\n  Original:  {r['original']}\")\n",
+    "    if r['corrected']: print(f\"  Corrected: {r['corrected']}\")\n",
+    "    print()"
+>>>>>>> e465acec6c8c10f8afb1068aeeb0b52163d3835a
+   ]
+  },
+  {
+   "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": 61,
+   "id": "34a693df-cd37-4075-869b-1e1b837da533",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('data/'+ train.context.iloc[0])"
+=======
+   "execution_count": 185,
+   "id": "5565eca2-57ef-4543-bd32-af37c3e7ac68",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import re\n",
+    "\n",
+    "def normalize_string(s):\n",
+    "    \"\"\"Базовая очистка строки: нижний регистр, удаление лишних пробелов.\"\"\"\n",
+    "    if s is None:\n",
+    "        return \"\"\n",
+    "    # Переводим в строку, в нижний регистр, заменяем переносы строк и множественные пробелы\n",
+    "    s = str(s).lower().strip()\n",
+    "    s = re.sub(fr\"\\s+\", \" \", s)\n",
+    "    return s\n",
+    "\n",
+    "def extract_numeric(s):\n",
+    "    \"\"\"Оставляет от строки только цифры и точку (для float).\"\"\"\n",
+    "    # Удаляем запятые (разделители тысяч, как в 5,000)\n",
+    "    s = s.replace(\",\", \"\")\n",
+    "    # Ищем все цифры и точку\n",
+    "    match = re.findall(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n",
+    "    return \"\".join(match) if match else s\n",
+    "\n",
+    "def to_token_set(value):\n",
+    "    \"\"\"Разбивает строку или список на множество нормализованных токенов.\"\"\"\n",
+    "    if isinstance(value, (list, tuple, set)):\n",
+    "        items = [normalize_string(x) for x in value]\n",
+    "    else:\n",
+    "        # Разбиваем по пайпу |, запятой с пробелом, или переносу строки\n",
+    "        string_val = normalize_string(value)\n",
+    "        items = re.split(r\"\\||\\n|,\\s\", string_val)\n",
+    "    \n",
+    "    return {item.strip() for item in items if item.strip()}\n",
+    "\n",
+    "def smart_compare(py_result, target_value):\n",
+    "    \"\"\"Умное сравнение с гарантированным возвратом финальных обработанных строк.\"\"\"\n",
+    "    if isinstance(py_result, bool):\n",
+    "        py_result = \"yes\" if py_result else \"no\"\n",
+    "        \n",
+    "    str_res = normalize_string(py_result)\n",
+    "    str_tar = normalize_string(target_value)\n",
+    "    \n",
+    "    # 1. Прямое совпадение строк\n",
+    "    if str_res == str_tar:\n",
+    "        return True, str_res, str_tar\n",
+    "    \n",
+    "    # 2. Обработка списков\n",
+    "    set_res = to_token_set(py_result)\n",
+    "    set_tar = to_token_set(target_value)\n",
+    "    if set_res == set_tar and len(set_res) > 0:\n",
+    "        return True, \"|\".join(sorted(set_res)), \"|\".join(sorted(set_tar))\n",
+    "    \n",
+    "    # 3. Обработка чисел с единицами измерения\n",
+    "    num_res = extract_numeric(str_res)\n",
+    "    num_tar = extract_numeric(str_tar)\n",
+    "    if num_res == num_tar and num_res != \"\":\n",
+    "        try:\n",
+    "            if float(num_res) == float(num_tar):\n",
+    "                r_out = str(int(float(num_res))) if float(num_res).is_integer() else num_res\n",
+    "                t_out = str(int(float(num_tar))) if float(num_tar).is_integer() else num_tar\n",
+    "                return True, r_out, t_out\n",
+    "        except ValueError:\n",
+    "            pass\n",
+    "\n",
+    "    # 4. Обработка времени\n",
+    "    time_res = re.sub(r\"^0:\", \"\", str_res).strip()\n",
+    "    time_tar = re.sub(r\"^0:\", \"\", str_tar).strip()\n",
+    "    if time_res == time_tar:\n",
+    "        return True, time_res, time_tar\n",
+    "\n",
+    "    # Если вообще ничего не совпало, но это были списки/пайпы, \n",
+    "    # покажем их в едином отсортированном текстовом формате для наглядности\n",
+    "    if len(set_tar) > 1 or len(set_res) > 1:\n",
+    "        return False, \"|\".join(sorted(set_res)), \"|\".join(sorted(set_tar))\n",
+    "\n",
+    "    # Для обычных строк возвращаем базовый очищенный вариант\n",
+    "    return False, str_res, str_tar"
+>>>>>>> e465acec6c8c10f8afb1068aeeb0b52163d3835a
+   ]
+  },
+  {
+   "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": 75,
+   "id": "4d229f11-3a1f-4b98-a860-b2dc58c623e7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: Ignoring invalid distribution ~atplotlib (C:\\Users\\PC\\anaconda3\\Lib\\site-packages)\n"
+=======
+   "execution_count": 291,
+   "id": "531b6c6a-c249-46a7-b252-bf2f1c4c6587",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0] Код: df.loc[(df['League'] == 'USL A-League') & (df['Division'] == 2), 'Year'].max()\n",
+      "    1. Результат Pandas:         2004 (Тип: int64)\n",
+      "    2. Целевое до обработки:     2004\n",
+      "    3. Целевое после обработки:  2004\n",
+      "    4. Вердикт smart:            ✓ СОВПАЛО\n",
+      "------------------------------------------------------------\n",
+      "[1] Код: df.loc[df['Position'] == '1st', 'Venue'].iloc[-1]\n",
+      "    1. Результат Pandas:         Bangkok, Thailand (Тип: str)\n",
+      "    2. Целевое до обработки:     Bangkok, Thailand\n",
+      "    3. Целевое после обработки:  bangkok, thailand\n",
+      "    4. Вердикт smart:            ✓ СОВПАЛО\n",
+      "------------------------------------------------------------\n",
+      "[2] Код: df.loc[(df['Team'] == 'Crettyard') & (df['Years won'] > 2005), 'Team'].values[0]\n",
+      "    1. Результат Pandas:         Ошибка выполнения: index out of bounds (Тип: str)\n",
+      "    2. Целевое до обработки:     Wolfe Tones\n",
+      "    3. Целевое после обработки:  Wolfe Tones\n",
+      "    4. Вердикт smart:            ✗ НЕ СОВПАЛО\n",
+      "------------------------------------------------------------\n",
+      "[3] Код: (df.loc[df['City'] == 'United States, Los Angeles', 'Passengers'].values[0] - df.loc[df['City'] == 'Canada, Saskatoon', 'Passengers'].values[0])\n",
+      "    1. Результат Pandas:         Ошибка выполнения: unsupported operand type(s) for -: 'str' and 'str' (Тип: str)\n",
+      "    2. Целевое до обработки:     12,467\n",
+      "    3. Целевое после обработки:  12,467\n",
+      "    4. Вердикт smart:            ✗ НЕ СОВПАЛО\n",
+      "------------------------------------------------------------\n",
+      "[4] Код: df.iloc[0]['Opponent']\n",
+      "    1. Результат Pandas:         Derby County (Тип: str)\n",
+      "    2. Целевое до обработки:     Derby County\n",
+      "    3. Целевое после обработки:  derby county\n",
+      "    4. Вердикт smart:            ✓ СОВПАЛО\n",
+      "------------------------------------------------------------\n",
+      "[5] Код: df[(pd.to_datetime(df['Left office']) - pd.to_datetime(df['Took office'])) >= pd.Timedelta(days=1095)].shape[0]\n",
+      "    1. Результат Pandas:         5 (Тип: int)\n",
+      "    2. Целевое до обработки:     4\n",
+      "    3. Целевое после обработки:  4\n",
+      "    4. Вердикт smart:            ✗ НЕ СОВПАЛО\n",
+      "------------------------------------------------------------\n",
+      "[6] Код: df['Away team'].iloc[0]\n",
+      "    1. Результат Pandas:         Varbergs GIF (D3) (Тип: str)\n",
+      "    2. Целевое до обработки:     Varbergs GIF\n",
+      "    3. Целевое после обработки:  varbergs gif\n",
+      "    4. Вердикт smart:            ✗ НЕ СОВПАЛО\n",
+      "------------------------------------------------------------\n",
+      "[7] Код: df.loc[df['Name in English'].isin(['Lake Tuz', 'Lake Palas Tuzla']), 'Depth'].idxmax()\n",
+      "    1. Результат Pandas:         1 (Тип: int)\n",
+      "    2. Целевое до обработки:     Lake Palas Tuzla\n",
+      "    3. Целевое после обработки:  lake palas tuzla\n",
+      "    4. Вердикт smart:            ✗ НЕ СОВПАЛО\n",
+      "------------------------------------------------------------\n",
+      "[8] Код: df.loc[(df['Hand'] == 'Full house') & (df['4 credits'] == df['4 credits'].max()), 'Theoretical return'].values[0]\n",
+      "    1. Результат Pandas:         Ошибка выполнения: 'Theoretical return' (Тип: str)\n",
+      "    2. Целевое до обработки:     32\n",
+      "    3. Целевое после обработки:  32\n",
+      "    4. Вердикт smart:            ✗ НЕ СОВПАЛО\n",
+      "------------------------------------------------------------\n",
+      "[9] Код: df[(df['Position'] == df.loc[df['Player'] == 'Ardo Kreek', 'Position'].values[0]) & (df['Player'] != 'Ardo Kreek')]['Player'].tolist()\n",
+      "    1. Результат Pandas:         ['Siim Ennemuist'] (Тип: list)\n",
+      "    2. Целевое до обработки:     Siim Ennemuist|Andri Aganits\n",
+      "    3. Целевое после обработки:  siim ennemuist|andri aganits\n",
+      "    4. Вердикт smart:            ✗ НЕ СОВПАЛО\n",
+      "------------------------------------------------------------\n"
+>>>>>>> e465acec6c8c10f8afb1068aeeb0b52163d3835a
+     ]
+    }
+   ],
+   "source": [
+<<<<<<< HEAD
+    "! pip freeze > requirements.txt"
+=======
+    "import pandas as pd\n",
+    "\n",
+    "def check_code(p_code, table_path, label):\n",
+    "    \"\"\"Выполняет код и проверяет соответствие лейблу через smart_compare.\"\"\"\n",
+    "    try:\n",
+    "        local_vars = {'pd': pd, 'df': pd.read_csv(table_path)}\n",
+    "        result = eval(p_code, {}, local_vars)\n",
+    "        \n",
+    "        # Берем только первый элемент (bool вердикт) из функции умного сравнения\n",
+    "        comparison_res = smart_compare(result, label)\n",
+    "        return comparison_res[0] if isinstance(comparison_res, tuple) else comparison_res\n",
+    "    except:\n",
+    "        return False\n",
+    "\n",
+    "# Имитация работы smart_compare для стабильности (замените своей, если она сложнее)\n",
+    "def smart_compare(res, target):\n",
+    "    # Базовая нормализация для примера\n",
+    "    res_str = str(res).strip().lower()\n",
+    "    tar_str = str(target).strip().lower()\n",
+    "    \n",
+    "    # Умное приведение: например, \"3238.0\" должно быть равно \"3238\"\n",
+    "    try:\n",
+    "        if float(res_str) == float(tar_str):\n",
+    "            return True, res_str, tar_str\n",
+    "    except ValueError:\n",
+    "        pass\n",
+    "        \n",
+    "    is_valid = res_str == tar_str\n",
+    "    return is_valid, res_str, tar_str\n",
+    "\n",
+    "# Основной цикл проверки истории\n",
+    "for item in history:\n",
+    "    idx = item['index']\n",
+    "    \n",
+    "    # Выбираем скорректированный код, если он есть\n",
+    "    p_code = item['corrected'] if item['corrected'] else item['original']\n",
+    "    \n",
+    "    # ВАЖНО: Убедитесь, что здесь указан путь именно к ОЧИЩЕННЫМ таблицам\n",
+    "    table_path = f\"data/{train.context.iloc[idx]}\"\n",
+    "    label = train.targetValue.iloc[idx]\n",
+    "    \n",
+    "    try:\n",
+    "        # Читаем очищенный датафрейм\n",
+    "        df_cleaned = pd.read_csv(table_path)\n",
+    "        local_vars = {'pd': pd, 'df': df_cleaned}\n",
+    "        \n",
+    "        # Выполняем код\n",
+    "        pandas_result = eval(p_code, {}, local_vars)\n",
+    "        \n",
+    "        # Получаем вердикт и обработанные строки\n",
+    "        is_valid, res_processed, tar_processed = smart_compare(pandas_result, label)\n",
+    "        \n",
+    "    except Exception as e:\n",
+    "        pandas_result = f\"Ошибка выполнения: {e}\"\n",
+    "        tar_processed = str(label).strip()  # Базовая очистка при падении\n",
+    "        is_valid = False\n",
+    "\n",
+    "    # Вывод результатов в консоль\n",
+    "    print(f\"[{idx}] Код: {p_code}\")\n",
+    "    print(f\"    1. Результат Pandas:         {pandas_result} (Тип: {type(pandas_result).__name__})\")\n",
+    "    print(f\"    2. Целевое до обработки:     {label}\")\n",
+    "    print(f\"    3. Целевое после обработки:  {tar_processed}\")\n",
+    "    print(f\"    4. Вердикт smart:            {'✓ СОВПАЛО' if is_valid else '✗ НЕ СОВПАЛО'}\")\n",
+    "    print(\"-\" * 60)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 215,
+   "id": "92dac3a0-1cb6-46ff-9a48-61e73f087e3d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'index': 0,\n",
+       "  'original': \"df.loc[df['A'] == 'x', 'B'].values[0] - df.loc[df['A'] == 'y', 'B'].values[0]\",\n",
+       "  'corrected': \"df['column_name'] = df['column_name'].apply(lambda x: int(x > threshold))\",\n",
+       "  'status': 'syntax_failed',\n",
+       "  'changed': True},\n",
+       " {'index': 1,\n",
+       "  'original': \"df.loc[df['A'] == 'x', 'B'].values[0] - df.loc[df['A'] == 'y', 'B'].values[0]\",\n",
+       "  'corrected': \"df['column_name'] = df['column_name'].apply(lambda x: int(x > threshold))\",\n",
+       "  'status': 'syntax_failed',\n",
+       "  'changed': True},\n",
+       " {'index': 2,\n",
+       "  'original': \"df.loc[df['A'] == 'x', 'B'].values[0] - df.loc[df['A'] == 'y', 'B'].values[0]\",\n",
+       "  'corrected': \"df['column_name'] = df['column_name'].apply(lambda x: int(x > threshold))\",\n",
+       "  'status': 'syntax_failed',\n",
+       "  'changed': True},\n",
+       " {'index': 3,\n",
+       "  'original': \"df.loc[df['A'] == 'x', 'B'].values[0] - df.loc[df['A'] == 'y', 'B'].values[0]\",\n",
+       "  'corrected': \"df['column_name'] = df['column_name'].apply(lambda x: int(x > threshold))\",\n",
+       "  'status': 'syntax_failed',\n",
+       "  'changed': True},\n",
+       " {'index': 4,\n",
+       "  'original': \"df.loc[df['A'] == 'x', 'B'].values[0] - df.loc[df['A'] == 'y', 'B'].values[0]\",\n",
+       "  'corrected': \"df['column_name'] = df['column_name'].apply(lambda x: int(x > threshold))\",\n",
+       "  'status': 'syntax_failed',\n",
+       "  'changed': True},\n",
+       " {'index': 5,\n",
+       "  'original': \"df.loc[df['A'] == 'x', 'B'].values[0] - df.loc[df['A'] == 'y', 'B'].values[0]\",\n",
+       "  'corrected': \"df['column_name'] = df['column_name'].apply(lambda x: int(x > threshold))\",\n",
+       "  'status': 'syntax_failed',\n",
+       "  'changed': True},\n",
+       " {'index': 6,\n",
+       "  'original': \"df.loc[df['A'] == 'x', 'B'].values[0] - df.loc[df['A'] == 'y', 'B'].values[0]\",\n",
+       "  'corrected': \"df['column_name'] = df['column_name'].apply(lambda x: int(x > threshold))\",\n",
+       "  'status': 'syntax_failed',\n",
+       "  'changed': True},\n",
+       " {'index': 7,\n",
+       "  'original': \"df.loc[df['A'] == 'x', 'B'].values[0] - df.loc[df['A'] == 'y', 'B'].values[0]\",\n",
+       "  'corrected': \"df['column_name'] = df['column_name'].apply(lambda x: int(x > threshold))\",\n",
+       "  'status': 'syntax_failed',\n",
+       "  'changed': True},\n",
+       " {'index': 8,\n",
+       "  'original': \"df.loc[df['A'] == 'x', 'B'].values[0] - df.loc[df['A'] == 'y', 'B'].values[0]\",\n",
+       "  'corrected': \"df['column_name'] = df['column_name'].apply(lambda x: int(x > threshold))\",\n",
+       "  'status': 'syntax_failed',\n",
+       "  'changed': True},\n",
+       " {'index': 9,\n",
+       "  'original': \"df.loc[df['A'] == 'x', 'B'].values[0] - df.loc[df['A'] == 'y', 'B'].values[0]\",\n",
+       "  'corrected': \"df['column_name'] = df['column_name'].apply(lambda x: int(x > threshold))\",\n",
+       "  'status': 'syntax_failed',\n",
+       "  'changed': True}]"
+      ]
+     },
+     "execution_count": 215,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "history"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 289,
+   "id": "808bdf6b-df4c-45b6-801f-be5fcc6b6bb4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "=== Таблица 1/20 (Индекс в train: 10476) ===\n",
+      "Оригинальная таблица: csv/204-csv/561.csv\n",
+      "Размер: 35 строк, 7 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "    Fence               Name                Jockey  Age Handicap (st-lb)  \\\n",
+      "0     22        What A Myth         Paul Kelleway    9             11-4   \n",
+      "1     03        Rough Tweed           Pat Buckley   12             10-7   \n",
+      "2      ?             Kapeno           David Mould    9             10-6   \n",
+      "3     06        Packed Home        Tommy Carberry   11             10-3   \n",
+      "4     22      Greek Scholar     Michael Scudamore    7             10-4   \n",
+      "5      ?      Brown Diamond          Frank Shortt   11             10-0   \n",
+      "6     06        Popham Down       Willie Robinson    9             10-0   \n",
+      "7      ?          Pontin-Go              TM Jones   14             10-0   \n",
+      "8     15       Game Purston          Paddy Cowley    8             10-0   \n",
+      "9     22         Supersweet   Mr D Crossley-Cooke    9             10-6   \n",
+      "10     ?        Major Hitch       Paddy Broderick    8             10-1   \n",
+      "11    15          Irish Day           Jimmy Magee   10             10-0   \n",
+      "12     ?     Scottish Final              J Gamble    9             10-0   \n",
+      "13     ?           Flamecap             F Carroll    9             10-0   \n",
+      "14    15         Black Spot    Jeremy Speid-Soote    9             10-0   \n",
+      "15     ?        Harry Black               R Court    9             10-0   \n",
+      "16     ?        Flying Wild            Pat Taaffe   10             11-0   \n",
+      "17     ?           Stirling            HR Beasley   10            10-11   \n",
+      "18     ?            Vultrix           Stan Mellor    8             10-7   \n",
+      "19     ?           Solimyth      Mr John Lawrence   10             10-1   \n",
+      "20     ?         April Rose  Major Piers Bengough   11             10-7   \n",
+      "21     ?         L'Empereur        Beltrán Osorio   12             10-2   \n",
+      "22    14        Willow King       Liam McLoughlin   11             10-0   \n",
+      "23     ?         Royal Ryse                T Hyde    8             10-0   \n",
+      "24     ?        Mac's Flare             R Langley   10             10-0   \n",
+      "25     ?           King Pin         Mr Tim Durant   10            10-11   \n",
+      "26     ?           In Haste               J Leech    8             10-3   \n",
+      "27     ?            My Gift             A Redmond   10             10-0   \n",
+      "28     ?          Bold Biri              J Lehane   10             10-0   \n",
+      "29    22            Valouis         E Prendergast    7             10-0   \n",
+      "30    22             Leslie        Mr JM Opperman   10             10-5   \n",
+      "31     ?           Dorimont       Mr W Shand-Kydd   12             10-0   \n",
+      "32    15           Fujino-O             Jeff King    7             12-0   \n",
+      "33     ?  Monarch's Thought               G Cramp   12             10-0   \n",
+      "34    06          Groomsman          Mr S Roberts   11             11-0   \n",
+      "\n",
+      "   Starting price            Fate  \n",
+      "0            11/2            Fell  \n",
+      "1            22/1            Fell  \n",
+      "2           100/7            Fell  \n",
+      "3            33/1            Fell  \n",
+      "4            50/1            Fell  \n",
+      "5           100/1            Fell  \n",
+      "6            22/1            Fell  \n",
+      "7           100/1            Fell  \n",
+      "8           100/1            Fell  \n",
+      "9           100/1            Fell  \n",
+      "10           50/1            Fell  \n",
+      "11           40/1            Fell  \n",
+      "12          100/1            Fell  \n",
+      "13          100/1            Fell  \n",
+      "14          100/1            Fell  \n",
+      "15          100/1            Fell  \n",
+      "16           20/1       Pulled Up  \n",
+      "17           28/1       Pulled Up  \n",
+      "18          100/7       Pulled Up  \n",
+      "19          100/1       Pulled Up  \n",
+      "20          100/1       Pulled Up  \n",
+      "21          100/1       Pulled Up  \n",
+      "22          100/1       Pulled Up  \n",
+      "23          100/1       Pulled Up  \n",
+      "24          100/1       Pulled Up  \n",
+      "25          100/1       Pulled Up  \n",
+      "26          100/1       Pulled Up  \n",
+      "27          100/1       Pulled Up  \n",
+      "28          100/1       Pulled Up  \n",
+      "29           50/1    Brought Down  \n",
+      "30          100/1    Brought Down  \n",
+      "31           50/1  Unseated Rider  \n",
+      "32          100/1         Refused  \n",
+      "33          100/1         Refused  \n",
+      "34          100/1         Refused  \n",
+      "Очищенная таблица:\n",
+      "    Fence               Name                Jockey  Age Handicap (st-lb)  \\\n",
+      "0     22        What A Myth         Paul Kelleway    9             11-4   \n",
+      "1     03        Rough Tweed           Pat Buckley   12             10-7   \n",
+      "2      ?             Kapeno           David Mould    9             10-6   \n",
+      "3     06        Packed Home        Tommy Carberry   11             10-3   \n",
+      "4     22      Greek Scholar     Michael Scudamore    7             10-4   \n",
+      "5      ?      Brown Diamond          Frank Shortt   11             10-0   \n",
+      "6     06        Popham Down       Willie Robinson    9             10-0   \n",
+      "7      ?          Pontin-Go              TM Jones   14             10-0   \n",
+      "8     15       Game Purston          Paddy Cowley    8             10-0   \n",
+      "9     22         Supersweet   Mr D Crossley-Cooke    9             10-6   \n",
+      "10     ?        Major Hitch       Paddy Broderick    8             10-1   \n",
+      "11    15          Irish Day           Jimmy Magee   10             10-0   \n",
+      "12     ?     Scottish Final              J Gamble    9             10-0   \n",
+      "13     ?           Flamecap             F Carroll    9             10-0   \n",
+      "14    15         Black Spot    Jeremy Speid-Soote    9             10-0   \n",
+      "15     ?        Harry Black               R Court    9             10-0   \n",
+      "16     ?        Flying Wild            Pat Taaffe   10             11-0   \n",
+      "17     ?           Stirling            HR Beasley   10            10-11   \n",
+      "18     ?            Vultrix           Stan Mellor    8             10-7   \n",
+      "19     ?           Solimyth      Mr John Lawrence   10             10-1   \n",
+      "20     ?         April Rose  Major Piers Bengough   11             10-7   \n",
+      "21     ?         L'Empereur        Beltrán Osorio   12             10-2   \n",
+      "22    14        Willow King       Liam McLoughlin   11             10-0   \n",
+      "23     ?         Royal Ryse                T Hyde    8             10-0   \n",
+      "24     ?        Mac's Flare             R Langley   10             10-0   \n",
+      "25     ?           King Pin         Mr Tim Durant   10            10-11   \n",
+      "26     ?           In Haste               J Leech    8             10-3   \n",
+      "27     ?            My Gift             A Redmond   10             10-0   \n",
+      "28     ?          Bold Biri              J Lehane   10             10-0   \n",
+      "29    22            Valouis         E Prendergast    7             10-0   \n",
+      "30    22             Leslie        Mr JM Opperman   10             10-5   \n",
+      "31     ?           Dorimont       Mr W Shand-Kydd   12             10-0   \n",
+      "32    15           Fujino-O             Jeff King    7             12-0   \n",
+      "33     ?  Monarch's Thought               G Cramp   12             10-0   \n",
+      "34    06          Groomsman          Mr S Roberts   11             11-0   \n",
+      "\n",
+      "   Starting price            Fate  Handicap (st-lb)_score1  \\\n",
+      "0            11/2            Fell                       11   \n",
+      "1            22/1            Fell                       10   \n",
+      "2           100/7            Fell                       10   \n",
+      "3            33/1            Fell                       10   \n",
+      "4            50/1            Fell                       10   \n",
+      "5           100/1            Fell                       10   \n",
+      "6            22/1            Fell                       10   \n",
+      "7           100/1            Fell                       10   \n",
+      "8           100/1            Fell                       10   \n",
+      "9           100/1            Fell                       10   \n",
+      "10           50/1            Fell                       10   \n",
+      "11           40/1            Fell                       10   \n",
+      "12          100/1            Fell                       10   \n",
+      "13          100/1            Fell                       10   \n",
+      "14          100/1            Fell                       10   \n",
+      "15          100/1            Fell                       10   \n",
+      "16           20/1       Pulled Up                       11   \n",
+      "17           28/1       Pulled Up                       10   \n",
+      "18          100/7       Pulled Up                       10   \n",
+      "19          100/1       Pulled Up                       10   \n",
+      "20          100/1       Pulled Up                       10   \n",
+      "21          100/1       Pulled Up                       10   \n",
+      "22          100/1       Pulled Up                       10   \n",
+      "23          100/1       Pulled Up                       10   \n",
+      "24          100/1       Pulled Up                       10   \n",
+      "25          100/1       Pulled Up                       10   \n",
+      "26          100/1       Pulled Up                       10   \n",
+      "27          100/1       Pulled Up                       10   \n",
+      "28          100/1       Pulled Up                       10   \n",
+      "29           50/1    Brought Down                       10   \n",
+      "30          100/1    Brought Down                       10   \n",
+      "31           50/1  Unseated Rider                       10   \n",
+      "32          100/1         Refused                       12   \n",
+      "33          100/1         Refused                       10   \n",
+      "34          100/1         Refused                       11   \n",
+      "\n",
+      "    Handicap (st-lb)_score2  \n",
+      "0                         4  \n",
+      "1                         7  \n",
+      "2                         6  \n",
+      "3                         3  \n",
+      "4                         4  \n",
+      "5                         0  \n",
+      "6                         0  \n",
+      "7                         0  \n",
+      "8                         0  \n",
+      "9                         6  \n",
+      "10                        1  \n",
+      "11                        0  \n",
+      "12                        0  \n",
+      "13                        0  \n",
+      "14                        0  \n",
+      "15                        0  \n",
+      "16                        0  \n",
+      "17                       11  \n",
+      "18                        7  \n",
+      "19                        1  \n",
+      "20                        7  \n",
+      "21                        2  \n",
+      "22                        0  \n",
+      "23                        0  \n",
+      "24                        0  \n",
+      "25                       11  \n",
+      "26                        3  \n",
+      "27                        0  \n",
+      "28                        0  \n",
+      "29                        0  \n",
+      "30                        5  \n",
+      "31                        0  \n",
+      "32                        0  \n",
+      "33                        0  \n",
+      "34                        0  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 2/20 (Индекс в train: 1824) ===\n",
+      "Оригинальная таблица: csv/203-csv/694.csv\n",
+      "Размер: 11 строк, 5 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "       #                       Name       Took Office       Left Office  \\\n",
+      "0     1      Nejat Konuk, 2nd time  15 November 1983      19 July 1985   \n",
+      "1     2    Derviş Eroğlu, 1st time      19 July 1985    1 January 1994   \n",
+      "2     3                 Hakkı Atun    1 January 1994    16 August 1996   \n",
+      "3   (2)    Derviş Eroğlu, 2nd time    16 August 1996   13 January 2004   \n",
+      "4     4           Mehmet Ali Talat   13 January 2004     26 April 2005   \n",
+      "5     5          Ferdi Sabit Soyer     26 April 2005        5 May 2009   \n",
+      "6   (2)    Derviş Eroğlu, 3rd time        5 May 2009     23 April 2010   \n",
+      "7     —  Hüseyin Özgürgün (acting)     23 April 2010       17 May 2010   \n",
+      "8     6                İrsen Küçük       17 May 2010      13 June 2013   \n",
+      "9     7                Sibel Siber      13 June 2013  2 September 2013   \n",
+      "10    8         Özkan Yorgancıoğlu  2 September 2013         Incumbent   \n",
+      "\n",
+      "                       Party  \n",
+      "0       National Unity Party  \n",
+      "1       National Unity Party  \n",
+      "2           Democratic Party  \n",
+      "3       National Unity Party  \n",
+      "4   Republican Turkish Party  \n",
+      "5   Republican Turkish Party  \n",
+      "6       National Unity Party  \n",
+      "7       National Unity Party  \n",
+      "8       National Unity Party  \n",
+      "9   Republican Turkish Party  \n",
+      "10  Republican Turkish Party  \n",
+      "Очищенная таблица:\n",
+      "       #                       Name       Took Office       Left Office  \\\n",
+      "0     1      Nejat Konuk, 2nd time  15 November 1983      19 July 1985   \n",
+      "1     2    Derviş Eroğlu, 1st time      19 July 1985    1 January 1994   \n",
+      "2     3                 Hakkı Atun    1 January 1994    16 August 1996   \n",
+      "3   (2)    Derviş Eroğlu, 2nd time    16 August 1996   13 January 2004   \n",
+      "4     4           Mehmet Ali Talat   13 January 2004     26 April 2005   \n",
+      "5     5          Ferdi Sabit Soyer     26 April 2005        5 May 2009   \n",
+      "6   (2)    Derviş Eroğlu, 3rd time        5 May 2009     23 April 2010   \n",
+      "7   NaN  Hüseyin Özgürgün (acting)     23 April 2010       17 May 2010   \n",
+      "8     6                İrsen Küçük       17 May 2010      13 June 2013   \n",
+      "9     7                Sibel Siber      13 June 2013  2 September 2013   \n",
+      "10    8         Özkan Yorgancıoğlu  2 September 2013         Incumbent   \n",
+      "\n",
+      "                       Party  \n",
+      "0       National Unity Party  \n",
+      "1       National Unity Party  \n",
+      "2           Democratic Party  \n",
+      "3       National Unity Party  \n",
+      "4   Republican Turkish Party  \n",
+      "5   Republican Turkish Party  \n",
+      "6       National Unity Party  \n",
+      "7       National Unity Party  \n",
+      "8       National Unity Party  \n",
+      "9   Republican Turkish Party  \n",
+      "10  Republican Turkish Party  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 3/20 (Индекс в train: 409) ===\n",
+      "Оригинальная таблица: csv/204-csv/864.csv\n",
+      "Размер: 24 строк, 7 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "     Pos     Class  No                        Team  \\\n",
+      "0    32    S\\n2.0  27                 Société ROC   \n",
+      "1    33    S\\n2.0  29                 Société ROC   \n",
+      "2    34    S\\n3.0   3            Christian Poirot   \n",
+      "3    35        GT  59            Gelo Racing Team   \n",
+      "4    36    S\\n3.0   1           Wicky Racing Team   \n",
+      "5    37    S\\n3.0   6  Gitanes Automobiles Ligier   \n",
+      "6    38        GT  52              Écurie du Nord   \n",
+      "7    39         T  98   Auto Mazda Claude Bouchet   \n",
+      "8    40        GT  57                Ganto Racing   \n",
+      "9    41        GT  60            Gelo Racing Team   \n",
+      "10   42        GT  68                 Guy Verrier   \n",
+      "11   43        GT   7  Beurlys International Auto   \n",
+      "12   44         T  93               Hervé Poulain   \n",
+      "13   45    S\\n2.0  26             Elf Switzerland   \n",
+      "14   46    S\\n3.0  18   Sigma Automotive Co. Ltd.   \n",
+      "15   47        GT  16     Joest Racing / Tebernum   \n",
+      "16   48        GT  96         Bonnemaison - Thiaw   \n",
+      "17   49         T  95                  Shark Team   \n",
+      "18   50    S\\n3.0  97  Gitanes Automobiles Ligier   \n",
+      "19   51    S\\n3.0  12      Racing Team Schulthess   \n",
+      "20   52    S\\n2.0  40           Philippe Mettetal   \n",
+      "21   53  GT\\nSer.  83             Jean-Yves Gadal   \n",
+      "22   54         T  90         Jean-Claude Aubriet   \n",
+      "23   55        GT  42                Henri Greder   \n",
+      "\n",
+      "                                              Drivers  \\\n",
+      "0   Laurent Ferrier\\n Xavier Lapeyre\\n Christian E...   \n",
+      "1                 Pierre-Marie Painvin\\n Franz Hummel   \n",
+      "2   Christian Poirot\\n Gérard Cuynet\\n Guillermo O...   \n",
+      "3                        Tim Schenken\\n Howden Ganley   \n",
+      "4    Max Cohen-Olivar\\n Philippe Coran\\n Joël Brachet   \n",
+      "5                  Henri Pescarolo\\n François Migault   \n",
+      "6       William Vollery\\n Roger Dorchy\\n Eric Chapuis   \n",
+      "7                       Claude Bouchet\\n Jean Rondeau   \n",
+      "8        John Rulon-Miller\\n Tom Waugh\\n Serge Godard   \n",
+      "9                    Toine Hezemans\\n Manfred Schurti   \n",
+      "10  Guy Verrier\\n Florian Vetsch\\n Jean-Robert Cor...   \n",
+      "11                         Pietro Polese\\n \\Willer\\\"\"   \n",
+      "12           Hervé Poulain\\n Sam Posey\\n Jean Guichet   \n",
+      "13           Marie-Claude Charmasson\\n Lella Lombardi   \n",
+      "14               Hiroshi Fushida\\n Harukuni Takahashi   \n",
+      "15            Clemens Schickentanz\\n Hartwig Bertrams   \n",
+      "16                    Lucien Nageotte\\n Gérard Picard   \n",
+      "17             Jean-Claude Guérie\\n Dominique Fornage   \n",
+      "18          Jean-Pierre Beltoise\\n Jean-Pierre Jarier   \n",
+      "19                    Hervé Bayard\\n Heinz Schulthess   \n",
+      "20                     Jean Ragnotti\\n Michel Lateste   \n",
+      "21                      Jean-Yves Gadal\\n \\Ségolen\\\"\"   \n",
+      "22                   Jean-Claude Aubriet\\n \\Depnic\\\"\"   \n",
+      "23                        Henri Greder\\n Alain Cudini   \n",
+      "\n",
+      "                    Chassis                     Engine  \n",
+      "0                 Lola T294          ROC-Simca 2.0L I4  \n",
+      "1                 Lola T292          ROC-Simca 2.0L I4  \n",
+      "2             Porsche 908/2        Porsche 3.0L Flat-8  \n",
+      "3   Porsche 911 Carrera RSR        Porsche 3.0L Flat-6  \n",
+      "4             Porsche 908/2        Porsche 3.0L Flat-8  \n",
+      "5                Ligier JS2  Ford Cosworth DFV 3.0L V8  \n",
+      "6   Porsche 911 Carrera RSR        Porsche 3.0L Flat-6  \n",
+      "7                Mazda RX-3     Mazda 12A 1.2L 2-Rotor  \n",
+      "8   Porsche 911 Carrera RSR        Porsche 3.0L Flat-6  \n",
+      "9   Porsche 911 Carrera RSR        Porsche 3.0L Flat-6  \n",
+      "10   Porsche 911 Carrera RS        Porsche 3.0L Flat-6  \n",
+      "11        De Tomaso Pantera               Ford 5.8L V8  \n",
+      "12               BMW 3.0CSL                BMW 3.5L I6  \n",
+      "13      Renault-Alpine A441            Renault 2.0L V6  \n",
+      "14               Sigma MC75       Toyota 2.3L Turbo I4  \n",
+      "15  Porsche 911 Carrera RSR        Porsche 3.0L Flat-6  \n",
+      "16  Porsche 911 Carrera RSR        Porsche 3.0L Flat-6  \n",
+      "17            Ford Capri RS               Ford 3.0L V6  \n",
+      "18               Ligier JS2           Maserati 3.0L V6  \n",
+      "19                Lola T284  Ford Cosworth DFV 3.0L V8  \n",
+      "20                Tecma 755               Ford 1.8L I4  \n",
+      "21   Porsche 911 Carrera RS        Porsche 2.6L Flat-6  \n",
+      "22               BMW 3.0CSL                BMW 3.5L I6  \n",
+      "23       Chevrolet Corvette          Chevrolet 7.0L V8  \n",
+      "Очищенная таблица:\n",
+      "     Pos     Class  No                        Team  \\\n",
+      "0    32    S\\n2.0  27                 Société ROC   \n",
+      "1    33    S\\n2.0  29                 Société ROC   \n",
+      "2    34    S\\n3.0   3            Christian Poirot   \n",
+      "3    35        GT  59            Gelo Racing Team   \n",
+      "4    36    S\\n3.0   1           Wicky Racing Team   \n",
+      "5    37    S\\n3.0   6  Gitanes Automobiles Ligier   \n",
+      "6    38        GT  52              Écurie du Nord   \n",
+      "7    39         T  98   Auto Mazda Claude Bouchet   \n",
+      "8    40        GT  57                Ganto Racing   \n",
+      "9    41        GT  60            Gelo Racing Team   \n",
+      "10   42        GT  68                 Guy Verrier   \n",
+      "11   43        GT   7  Beurlys International Auto   \n",
+      "12   44         T  93               Hervé Poulain   \n",
+      "13   45    S\\n2.0  26             Elf Switzerland   \n",
+      "14   46    S\\n3.0  18   Sigma Automotive Co. Ltd.   \n",
+      "15   47        GT  16     Joest Racing / Tebernum   \n",
+      "16   48        GT  96         Bonnemaison - Thiaw   \n",
+      "17   49         T  95                  Shark Team   \n",
+      "18   50    S\\n3.0  97  Gitanes Automobiles Ligier   \n",
+      "19   51    S\\n3.0  12      Racing Team Schulthess   \n",
+      "20   52    S\\n2.0  40           Philippe Mettetal   \n",
+      "21   53  GT\\nSer.  83             Jean-Yves Gadal   \n",
+      "22   54         T  90         Jean-Claude Aubriet   \n",
+      "23   55        GT  42                Henri Greder   \n",
+      "\n",
+      "                                              Drivers  \\\n",
+      "0   Laurent Ferrier\\n Xavier Lapeyre\\n Christian E...   \n",
+      "1                 Pierre-Marie Painvin\\n Franz Hummel   \n",
+      "2   Christian Poirot\\n Gérard Cuynet\\n Guillermo O...   \n",
+      "3                        Tim Schenken\\n Howden Ganley   \n",
+      "4    Max Cohen-Olivar\\n Philippe Coran\\n Joël Brachet   \n",
+      "5                  Henri Pescarolo\\n François Migault   \n",
+      "6       William Vollery\\n Roger Dorchy\\n Eric Chapuis   \n",
+      "7                       Claude Bouchet\\n Jean Rondeau   \n",
+      "8        John Rulon-Miller\\n Tom Waugh\\n Serge Godard   \n",
+      "9                    Toine Hezemans\\n Manfred Schurti   \n",
+      "10  Guy Verrier\\n Florian Vetsch\\n Jean-Robert Cor...   \n",
+      "11                         Pietro Polese\\n \\Willer\\\"\"   \n",
+      "12           Hervé Poulain\\n Sam Posey\\n Jean Guichet   \n",
+      "13           Marie-Claude Charmasson\\n Lella Lombardi   \n",
+      "14               Hiroshi Fushida\\n Harukuni Takahashi   \n",
+      "15            Clemens Schickentanz\\n Hartwig Bertrams   \n",
+      "16                    Lucien Nageotte\\n Gérard Picard   \n",
+      "17             Jean-Claude Guérie\\n Dominique Fornage   \n",
+      "18          Jean-Pierre Beltoise\\n Jean-Pierre Jarier   \n",
+      "19                    Hervé Bayard\\n Heinz Schulthess   \n",
+      "20                     Jean Ragnotti\\n Michel Lateste   \n",
+      "21                      Jean-Yves Gadal\\n \\Ségolen\\\"\"   \n",
+      "22                   Jean-Claude Aubriet\\n \\Depnic\\\"\"   \n",
+      "23                        Henri Greder\\n Alain Cudini   \n",
+      "\n",
+      "                    Chassis                     Engine  \n",
+      "0                 Lola T294          ROC-Simca 2.0L I4  \n",
+      "1                 Lola T292          ROC-Simca 2.0L I4  \n",
+      "2             Porsche 908/2        Porsche 3.0L Flat-8  \n",
+      "3   Porsche 911 Carrera RSR        Porsche 3.0L Flat-6  \n",
+      "4             Porsche 908/2        Porsche 3.0L Flat-8  \n",
+      "5                Ligier JS2  Ford Cosworth DFV 3.0L V8  \n",
+      "6   Porsche 911 Carrera RSR        Porsche 3.0L Flat-6  \n",
+      "7                Mazda RX-3     Mazda 12A 1.2L 2-Rotor  \n",
+      "8   Porsche 911 Carrera RSR        Porsche 3.0L Flat-6  \n",
+      "9   Porsche 911 Carrera RSR        Porsche 3.0L Flat-6  \n",
+      "10   Porsche 911 Carrera RS        Porsche 3.0L Flat-6  \n",
+      "11        De Tomaso Pantera               Ford 5.8L V8  \n",
+      "12               BMW 3.0CSL                BMW 3.5L I6  \n",
+      "13      Renault-Alpine A441            Renault 2.0L V6  \n",
+      "14               Sigma MC75       Toyota 2.3L Turbo I4  \n",
+      "15  Porsche 911 Carrera RSR        Porsche 3.0L Flat-6  \n",
+      "16  Porsche 911 Carrera RSR        Porsche 3.0L Flat-6  \n",
+      "17            Ford Capri RS               Ford 3.0L V6  \n",
+      "18               Ligier JS2           Maserati 3.0L V6  \n",
+      "19                Lola T284  Ford Cosworth DFV 3.0L V8  \n",
+      "20                Tecma 755               Ford 1.8L I4  \n",
+      "21   Porsche 911 Carrera RS        Porsche 2.6L Flat-6  \n",
+      "22               BMW 3.0CSL                BMW 3.5L I6  \n",
+      "23       Chevrolet Corvette          Chevrolet 7.0L V8  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 4/20 (Индекс в train: 12149) ===\n",
+      "Оригинальная таблица: csv/203-csv/56.csv\n",
+      "Размер: 19 строк, 8 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "                      Star Start\\nyear   End\\nyear Maximum\\nyear  \\\n",
+      "0   Epsilon Canis Majoris         ...  -4,460,000    -4,700,000   \n",
+      "1      Beta Canis Majoris  -4,460,000  -3,700,000    -4,420,000   \n",
+      "2    Canopus (first time)  -3,700,000  -1,370,000    -3,110,000   \n",
+      "3         Zeta Sagittarii  -1,370,000  -1,080,000    -1,200,000   \n",
+      "4            Zeta Leporis  -1,080,000    -950,000    -1,050,000   \n",
+      "5   Canopus (second time)    -950,000    -420,000      -950,000   \n",
+      "6               Aldebaran    -420,000    -210,000      -320,000   \n",
+      "7                 Capella    -210,000    -160,000      -240,000   \n",
+      "8    Canopus (third time)    -160,000     -90,000      -160,000   \n",
+      "9        Sirius (current)     -90,000    +210,000       +60,000   \n",
+      "10                   Vega    +210,000    +480,000      +290,000   \n",
+      "11  Canopus (fourth time)    +480,000    +990,000      +480,000   \n",
+      "12           Beta Aurigae    +990,000  +1,150,000    +1,190,000   \n",
+      "13            Delta Scuti  +1,150,000  +1,330,000    +1,250,000   \n",
+      "14         Gamma Draconis  +1,330,000  +2,030,000    +1,550,000   \n",
+      "15         Upsilon Librae  +2,030,000  +2,670,000    +2,290,000   \n",
+      "16       NR Canis Majoris  +2,670,000  +3,050,000    +2,870,000   \n",
+      "17       Omicron Herculis  +3,050,000  +3,870,000    +3,470,000   \n",
+      "18             Beta Cygni  +3,870,000         ...    +4,610,000   \n",
+      "\n",
+      "    Maximum\\nmagnitude  Distance at\\nmaximum (LY)  Current\\ndistance  \\\n",
+      "0                -3.99                       34.0             430.00   \n",
+      "1                -3.65                       37.0             500.00   \n",
+      "2                -1.86                      177.0             310.00   \n",
+      "3                -2.74                        8.0              89.10   \n",
+      "4                -2.05                        5.3              70.00   \n",
+      "5                -1.09                      252.0             310.00   \n",
+      "6                -1.54                       21.5              65.00   \n",
+      "7                -0.82                       27.9              42.20   \n",
+      "8                -0.70                      302.0             310.00   \n",
+      "9                -1.64                        7.8               8.60   \n",
+      "10               -0.81                       17.2              25.04   \n",
+      "11               -0.40                      346.0             310.00   \n",
+      "12               -0.40                       28.5              82.10   \n",
+      "13               -1.84                        9.2             187.00   \n",
+      "14               -1.39                       27.7             154.00   \n",
+      "15               -0.46                       30.0             195.00   \n",
+      "16               -0.88                       14.0             280.00   \n",
+      "17               -0.63                       44.0             346.00   \n",
+      "18               -0.52                       80.0             390.00   \n",
+      "\n",
+      "    Current\\nmagnitude  \n",
+      "0                 1.50  \n",
+      "1                 1.99  \n",
+      "2                -0.72  \n",
+      "3                 2.60  \n",
+      "4                 3.55  \n",
+      "5                -0.72  \n",
+      "6                 0.85  \n",
+      "7                 0.08  \n",
+      "8                -0.72  \n",
+      "9                -1.46  \n",
+      "10                0.03  \n",
+      "11               -0.72  \n",
+      "12                1.90  \n",
+      "13                4.72  \n",
+      "14                2.36  \n",
+      "15                3.60  \n",
+      "16                5.60  \n",
+      "17                3.83  \n",
+      "18                3.18  \n",
+      "Очищенная таблица:\n",
+      "                      Star  Start year   End year  Maximum year  \\\n",
+      "0   Epsilon Canis Majoris         NaN -4460000.0      -4700000   \n",
+      "1      Beta Canis Majoris  -4460000.0 -3700000.0      -4420000   \n",
+      "2    Canopus (first time)  -3700000.0 -1370000.0      -3110000   \n",
+      "3         Zeta Sagittarii  -1370000.0 -1080000.0      -1200000   \n",
+      "4            Zeta Leporis  -1080000.0  -950000.0      -1050000   \n",
+      "5   Canopus (second time)   -950000.0  -420000.0       -950000   \n",
+      "6               Aldebaran   -420000.0  -210000.0       -320000   \n",
+      "7                 Capella   -210000.0  -160000.0       -240000   \n",
+      "8    Canopus (third time)   -160000.0   -90000.0       -160000   \n",
+      "9        Sirius (current)    -90000.0   210000.0         60000   \n",
+      "10                   Vega    210000.0   480000.0        290000   \n",
+      "11  Canopus (fourth time)    480000.0   990000.0        480000   \n",
+      "12           Beta Aurigae    990000.0  1150000.0       1190000   \n",
+      "13            Delta Scuti   1150000.0  1330000.0       1250000   \n",
+      "14         Gamma Draconis   1330000.0  2030000.0       1550000   \n",
+      "15         Upsilon Librae   2030000.0  2670000.0       2290000   \n",
+      "16       NR Canis Majoris   2670000.0  3050000.0       2870000   \n",
+      "17       Omicron Herculis   3050000.0  3870000.0       3470000   \n",
+      "18             Beta Cygni   3870000.0        NaN       4610000   \n",
+      "\n",
+      "    Maximum magnitude  Distance at maximum (LY)  Current distance  \\\n",
+      "0               -3.99                      34.0            430.00   \n",
+      "1               -3.65                      37.0            500.00   \n",
+      "2               -1.86                     177.0            310.00   \n",
+      "3               -2.74                       8.0             89.10   \n",
+      "4               -2.05                       5.3             70.00   \n",
+      "5               -1.09                     252.0            310.00   \n",
+      "6               -1.54                      21.5             65.00   \n",
+      "7               -0.82                      27.9             42.20   \n",
+      "8               -0.70                     302.0            310.00   \n",
+      "9               -1.64                       7.8              8.60   \n",
+      "10              -0.81                      17.2             25.04   \n",
+      "11              -0.40                     346.0            310.00   \n",
+      "12              -0.40                      28.5             82.10   \n",
+      "13              -1.84                       9.2            187.00   \n",
+      "14              -1.39                      27.7            154.00   \n",
+      "15              -0.46                      30.0            195.00   \n",
+      "16              -0.88                      14.0            280.00   \n",
+      "17              -0.63                      44.0            346.00   \n",
+      "18              -0.52                      80.0            390.00   \n",
+      "\n",
+      "    Current magnitude  \n",
+      "0                1.50  \n",
+      "1                1.99  \n",
+      "2               -0.72  \n",
+      "3                2.60  \n",
+      "4                3.55  \n",
+      "5               -0.72  \n",
+      "6                0.85  \n",
+      "7                0.08  \n",
+      "8               -0.72  \n",
+      "9               -1.46  \n",
+      "10               0.03  \n",
+      "11              -0.72  \n",
+      "12               1.90  \n",
+      "13               4.72  \n",
+      "14               2.36  \n",
+      "15               3.60  \n",
+      "16               5.60  \n",
+      "17               3.83  \n",
+      "18               3.18  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 5/20 (Индекс в train: 4506) ===\n",
+      "Оригинальная таблица: csv/203-csv/694.csv\n",
+      "Размер: 11 строк, 5 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "       #                       Name       Took Office       Left Office  \\\n",
+      "0     1      Nejat Konuk, 2nd time  15 November 1983      19 July 1985   \n",
+      "1     2    Derviş Eroğlu, 1st time      19 July 1985    1 January 1994   \n",
+      "2     3                 Hakkı Atun    1 January 1994    16 August 1996   \n",
+      "3   (2)    Derviş Eroğlu, 2nd time    16 August 1996   13 January 2004   \n",
+      "4     4           Mehmet Ali Talat   13 January 2004     26 April 2005   \n",
+      "5     5          Ferdi Sabit Soyer     26 April 2005        5 May 2009   \n",
+      "6   (2)    Derviş Eroğlu, 3rd time        5 May 2009     23 April 2010   \n",
+      "7     —  Hüseyin Özgürgün (acting)     23 April 2010       17 May 2010   \n",
+      "8     6                İrsen Küçük       17 May 2010      13 June 2013   \n",
+      "9     7                Sibel Siber      13 June 2013  2 September 2013   \n",
+      "10    8         Özkan Yorgancıoğlu  2 September 2013         Incumbent   \n",
+      "\n",
+      "                       Party  \n",
+      "0       National Unity Party  \n",
+      "1       National Unity Party  \n",
+      "2           Democratic Party  \n",
+      "3       National Unity Party  \n",
+      "4   Republican Turkish Party  \n",
+      "5   Republican Turkish Party  \n",
+      "6       National Unity Party  \n",
+      "7       National Unity Party  \n",
+      "8       National Unity Party  \n",
+      "9   Republican Turkish Party  \n",
+      "10  Republican Turkish Party  \n",
+      "Очищенная таблица:\n",
+      "       #                       Name       Took Office       Left Office  \\\n",
+      "0     1      Nejat Konuk, 2nd time  15 November 1983      19 July 1985   \n",
+      "1     2    Derviş Eroğlu, 1st time      19 July 1985    1 January 1994   \n",
+      "2     3                 Hakkı Atun    1 January 1994    16 August 1996   \n",
+      "3   (2)    Derviş Eroğlu, 2nd time    16 August 1996   13 January 2004   \n",
+      "4     4           Mehmet Ali Talat   13 January 2004     26 April 2005   \n",
+      "5     5          Ferdi Sabit Soyer     26 April 2005        5 May 2009   \n",
+      "6   (2)    Derviş Eroğlu, 3rd time        5 May 2009     23 April 2010   \n",
+      "7   NaN  Hüseyin Özgürgün (acting)     23 April 2010       17 May 2010   \n",
+      "8     6                İrsen Küçük       17 May 2010      13 June 2013   \n",
+      "9     7                Sibel Siber      13 June 2013  2 September 2013   \n",
+      "10    8         Özkan Yorgancıoğlu  2 September 2013         Incumbent   \n",
+      "\n",
+      "                       Party  \n",
+      "0       National Unity Party  \n",
+      "1       National Unity Party  \n",
+      "2           Democratic Party  \n",
+      "3       National Unity Party  \n",
+      "4   Republican Turkish Party  \n",
+      "5   Republican Turkish Party  \n",
+      "6       National Unity Party  \n",
+      "7       National Unity Party  \n",
+      "8       National Unity Party  \n",
+      "9   Republican Turkish Party  \n",
+      "10  Republican Turkish Party  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 6/20 (Индекс в train: 4012) ===\n",
+      "Оригинальная таблица: csv/203-csv/855.csv\n",
+      "Размер: 8 строк, 6 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "                             Date                City                    Venue  \\\n",
+      "0                     15 January              Dublin              RTÉ Studios   \n",
+      "1  (2) \\\"We Are the Champions\\\"\"  The Late Late Show                      NaN   \n",
+      "2                     31 January              Dublin                   The O2   \n",
+      "3                         10 May              London         Dominion Theatre   \n",
+      "4                    3 September             Utrecht         Beatrix\\nTheatre   \n",
+      "5                    4 September              London         Dominion Theatre   \n",
+      "6                   12 September           Stockholm  Cirkus Arena Restaurang   \n",
+      "7                     21 October              Berlin      Theater des Westens   \n",
+      "\n",
+      "          Member                Performance  \\\n",
+      "0  Brian & Roger    (1) \\We Will Rock You\\\"   \n",
+      "1            NaN                        NaN   \n",
+      "2          Brian  (1) \\Bohemian Rhapsody\\\"\"   \n",
+      "3  Brian & Roger  (1) \\Bohemian Rhapsody\\\"\"   \n",
+      "4          Brian  (1) \\Bohemian Rhapsody\\\"\"   \n",
+      "5          Brian  (1) \\Bohemian Rhapsody\\\"\"   \n",
+      "6          Brian  (1) \\Bohemian Rhapsody\\\"\"   \n",
+      "7          Brian  (1) \\Bohemian Rhapsody\\\"\"   \n",
+      "\n",
+      "                                               Notes  \n",
+      "0                                                NaN  \n",
+      "1                                                NaN  \n",
+      "2  Matinee and Evening performances. Roger attend...  \n",
+      "3                                   8th anniversary.  \n",
+      "4                                                NaN  \n",
+      "5                   Matinee and Evening performances  \n",
+      "6                                                NaN  \n",
+      "7                                                NaN  \n",
+      "Очищенная таблица:\n",
+      "                             Date                City                    Venue  \\\n",
+      "0                     15 January              Dublin              RTÉ Studios   \n",
+      "1  (2) \\\"We Are the Champions\\\"\"  The Late Late Show                      NaN   \n",
+      "2                     31 January              Dublin                   The O2   \n",
+      "3                         10 May              London         Dominion Theatre   \n",
+      "4                    3 September             Utrecht         Beatrix\\nTheatre   \n",
+      "5                    4 September              London         Dominion Theatre   \n",
+      "6                   12 September           Stockholm  Cirkus Arena Restaurang   \n",
+      "7                     21 October              Berlin      Theater des Westens   \n",
+      "\n",
+      "          Member                Performance  \\\n",
+      "0  Brian & Roger    (1) \\We Will Rock You\\\"   \n",
+      "1            NaN                        NaN   \n",
+      "2          Brian  (1) \\Bohemian Rhapsody\\\"\"   \n",
+      "3  Brian & Roger  (1) \\Bohemian Rhapsody\\\"\"   \n",
+      "4          Brian  (1) \\Bohemian Rhapsody\\\"\"   \n",
+      "5          Brian  (1) \\Bohemian Rhapsody\\\"\"   \n",
+      "6          Brian  (1) \\Bohemian Rhapsody\\\"\"   \n",
+      "7          Brian  (1) \\Bohemian Rhapsody\\\"\"   \n",
+      "\n",
+      "                                               Notes Date_datetime  \n",
+      "0                                                NaN       1-01-15  \n",
+      "1                                                NaN           NaT  \n",
+      "2  Matinee and Evening performances. Roger attend...       1-01-31  \n",
+      "3                                   8th anniversary.       1-05-10  \n",
+      "4                                                NaN       1-09-03  \n",
+      "5                   Matinee and Evening performances       1-09-04  \n",
+      "6                                                NaN       1-09-12  \n",
+      "7                                                NaN       1-10-21  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 7/20 (Индекс в train: 3657) ===\n",
+      "Оригинальная таблица: csv/203-csv/788.csv\n",
+      "Размер: 18 строк, 5 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "     Year                               Author      Illustrator  \\\n",
+      "0   1982  Angela Carter\\n(ed. and translator)  Michael Foreman   \n",
+      "1   1983                       Anthony Browne           Browne   \n",
+      "2   1984                      John Burningham       Burningham   \n",
+      "3   1985                    Ted Hughes (1968)  Andrew Davidson   \n",
+      "4   1986                        Allan Ahlberg    Janet Ahlberg   \n",
+      "5   1987                      Charles Causley  Charles Keeping   \n",
+      "6   1988                 Lewis Carroll (1865)   Anthony Browne   \n",
+      "7   1989                       Martin Waddell    Barbara Firth   \n",
+      "8   1990                        Quentin Blake            Blake   \n",
+      "9   1991                     Colin McNaughton       McNaughton   \n",
+      "10  1992                       Raymond Briggs           Briggs   \n",
+      "11  1993                        Karen Wallace     Mike Bostock   \n",
+      "12  1994                          Trish Cooke   Helen Oxenbury   \n",
+      "13  1995                      Kathy Henderson   Patrick Benson   \n",
+      "14  1996                         Babette Cole             Cole   \n",
+      "15  1997                        William Mayne   Jonathan Heale   \n",
+      "16  1998                       Anthony Browne           Browne   \n",
+      "17  1999                 Lewis Carroll (1865)   Helen Oxenbury   \n",
+      "\n",
+      "                                                Title     Publisher  \n",
+      "0     Sleeping Beauty and other favourite fairy tales   V. Gollancz  \n",
+      "1                                             Gorilla  Julia MacRae  \n",
+      "2                                              Granpa       J. Cape  \n",
+      "3                                        The Iron Man         Faber  \n",
+      "4                                   The Jolly Postman     Heinemann  \n",
+      "5                              Jack the Treacle Eater     Macmillan  \n",
+      "6                    Alice's Adventures in Wonderland  Julia MacRae  \n",
+      "7                                The Park in the Dark        Walker  \n",
+      "8                                         All Join In       J. Cape  \n",
+      "9   Have You Seen who's just moved in next door to...        Walker  \n",
+      "10                                            The Man  Julia MacRae  \n",
+      "11                                    Think of an Eel        Walker  \n",
+      "12                                            So Much        Walker  \n",
+      "13                                    The Little Boat        Walker  \n",
+      "14                                          Drop Dead       J. Cape  \n",
+      "15                                          Lady Muck     Heinemann  \n",
+      "16                                 Voices in the Park     Doubleday  \n",
+      "17                   Alice's Adventures in Wonderland        Walker  \n",
+      "Очищенная таблица:\n",
+      "     Year                               Author      Illustrator  \\\n",
+      "0   1982  Angela Carter\\n(ed. and translator)  Michael Foreman   \n",
+      "1   1983                       Anthony Browne           Browne   \n",
+      "2   1984                      John Burningham       Burningham   \n",
+      "3   1985                    Ted Hughes (1968)  Andrew Davidson   \n",
+      "4   1986                        Allan Ahlberg    Janet Ahlberg   \n",
+      "5   1987                      Charles Causley  Charles Keeping   \n",
+      "6   1988                 Lewis Carroll (1865)   Anthony Browne   \n",
+      "7   1989                       Martin Waddell    Barbara Firth   \n",
+      "8   1990                        Quentin Blake            Blake   \n",
+      "9   1991                     Colin McNaughton       McNaughton   \n",
+      "10  1992                       Raymond Briggs           Briggs   \n",
+      "11  1993                        Karen Wallace     Mike Bostock   \n",
+      "12  1994                          Trish Cooke   Helen Oxenbury   \n",
+      "13  1995                      Kathy Henderson   Patrick Benson   \n",
+      "14  1996                         Babette Cole             Cole   \n",
+      "15  1997                        William Mayne   Jonathan Heale   \n",
+      "16  1998                       Anthony Browne           Browne   \n",
+      "17  1999                 Lewis Carroll (1865)   Helen Oxenbury   \n",
+      "\n",
+      "                                                Title     Publisher  \n",
+      "0     Sleeping Beauty and other favourite fairy tales   V. Gollancz  \n",
+      "1                                             Gorilla  Julia MacRae  \n",
+      "2                                              Granpa       J. Cape  \n",
+      "3                                        The Iron Man         Faber  \n",
+      "4                                   The Jolly Postman     Heinemann  \n",
+      "5                              Jack the Treacle Eater     Macmillan  \n",
+      "6                    Alice's Adventures in Wonderland  Julia MacRae  \n",
+      "7                                The Park in the Dark        Walker  \n",
+      "8                                         All Join In       J. Cape  \n",
+      "9   Have You Seen who's just moved in next door to...        Walker  \n",
+      "10                                            The Man  Julia MacRae  \n",
+      "11                                    Think of an Eel        Walker  \n",
+      "12                                            So Much        Walker  \n",
+      "13                                    The Little Boat        Walker  \n",
+      "14                                          Drop Dead       J. Cape  \n",
+      "15                                          Lady Muck     Heinemann  \n",
+      "16                                 Voices in the Park     Doubleday  \n",
+      "17                   Alice's Adventures in Wonderland        Walker  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 8/20 (Индекс в train: 2286) ===\n",
+      "Оригинальная таблица: csv/203-csv/352.csv\n",
+      "Размер: 16 строк, 5 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "     Position                 Swara Short name Notation Mnemonic\n",
+      "0          1                Shadja         Sa        S       sa\n",
+      "1          2      Shuddha Rishabha         Ri       R1       ra\n",
+      "2          3  Chatushruti Rishabha         Ri       R2       ri\n",
+      "3          3      Shuddha Gandhara         Ga       G1       ga\n",
+      "4          4   Shatshruti Rishabha         Ri       R3       ru\n",
+      "5          4    Sadharana Gandhara         Ga       G2       gi\n",
+      "6          5       Antara Gandhara         Ga       G3       gu\n",
+      "7          6      Shuddha Madhyama         Ma       M1       ma\n",
+      "8          7        Prati Madhyama         Ma       M2       mi\n",
+      "9          8              Panchama         Pa        P       pa\n",
+      "10         9      Shuddha Dhaivata        Dha       D1      dha\n",
+      "11        10  Chatushruti Dhaivata        Dha       D2      dhi\n",
+      "12        10       Shuddha Nishada         Ni       N1       na\n",
+      "13        11   Shatshruti Dhaivata        Dha       D3      dhu\n",
+      "14        11       Kaisiki Nishada         Ni       N2       ni\n",
+      "15        12        Kakali Nishada         Ni       N3       nu\n",
+      "Очищенная таблица:\n",
+      "     Position                 Swara Short name Notation Mnemonic\n",
+      "0          1                Shadja         Sa        S       sa\n",
+      "1          2      Shuddha Rishabha         Ri       R1       ra\n",
+      "2          3  Chatushruti Rishabha         Ri       R2       ri\n",
+      "3          3      Shuddha Gandhara         Ga       G1       ga\n",
+      "4          4   Shatshruti Rishabha         Ri       R3       ru\n",
+      "5          4    Sadharana Gandhara         Ga       G2       gi\n",
+      "6          5       Antara Gandhara         Ga       G3       gu\n",
+      "7          6      Shuddha Madhyama         Ma       M1       ma\n",
+      "8          7        Prati Madhyama         Ma       M2       mi\n",
+      "9          8              Panchama         Pa        P       pa\n",
+      "10         9      Shuddha Dhaivata        Dha       D1      dha\n",
+      "11        10  Chatushruti Dhaivata        Dha       D2      dhi\n",
+      "12        10       Shuddha Nishada         Ni       N1       na\n",
+      "13        11   Shatshruti Dhaivata        Dha       D3      dhu\n",
+      "14        11       Kaisiki Nishada         Ni       N2       ni\n",
+      "15        12        Kakali Nishada         Ni       N3       nu\n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 9/20 (Индекс в train: 12066) ===\n",
+      "Оригинальная таблица: csv/204-csv/480.csv\n",
+      "Размер: 32 строк, 6 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "                            Title Alternate Title(s)    Year  \\\n",
+      "0              Ocean Hunter, The                  —  1998.0   \n",
+      "1             Off Road Challenge                  —  1997.0   \n",
+      "2               Off Road Thunder                  —  2000.0   \n",
+      "3                   Off The Wall                  —  1991.0   \n",
+      "4                     Oh My God!                  —  1993.0   \n",
+      "5   Oishii Puzzle Wa Irimasen Ka                  —  1993.0   \n",
+      "6                    Oli-Boo-Chu                  —  1982.0   \n",
+      "7                     Ollie King                  —  2004.0   \n",
+      "8                  Omega Fighter                  —  1989.0   \n",
+      "9                     Omega Race                  —  1982.0   \n",
+      "10             One Shot One Kill                  —     NaN   \n",
+      "11   Onna Sansirou - Typhoon Gal                  —  1985.0   \n",
+      "12         Operation Thunderbolt                  —  1988.0   \n",
+      "13               Operation Tiger                  —  1998.0   \n",
+      "14                Operation Wolf                  —  1987.0   \n",
+      "15              Operation Wolf 3                  —  1994.0   \n",
+      "16                         Orbit                  —  1978.0   \n",
+      "17                        Ordyne                  —  1988.0   \n",
+      "18               Oriental Legend                  —  1997.0   \n",
+      "19                         Osman      Cannon Dancer  1996.0   \n",
+      "20                     Otomedius                  —  2007.0   \n",
+      "21                Outfoxies, The                  —  1995.0   \n",
+      "22                        Outlaw                  —  1976.0   \n",
+      "23                        OutRun                  —  1986.0   \n",
+      "24                      Out Zone                  —  1990.0   \n",
+      "25                      OutRun 2                  —  2003.0   \n",
+      "26                    OutRunners                  —  1993.0   \n",
+      "27                    Outtrigger                  —  1999.0   \n",
+      "28                    Over Drive                  —  1990.0   \n",
+      "29                      Over Rev                  —  1997.0   \n",
+      "30                      Over Top                  —  1996.0   \n",
+      "31                     Ozma Wars                  —  1978.0   \n",
+      "\n",
+      "                 Manufacturer                     Genre(s)  Max. Players  \n",
+      "0                        Sega             Shooting gallery           2.0  \n",
+      "1                      Midway                       Racing           1.0  \n",
+      "2                      Midway                       Racing           1.0  \n",
+      "3                 Atari Games                     Breakout           2.0  \n",
+      "4                       Atlus                       Puzzle           2.0  \n",
+      "5                     Sunsoft                       Puzzle           2.0  \n",
+      "6                        Irem                          NaN           2.0  \n",
+      "7                    Smilebit                          NaN           NaN  \n",
+      "8                         UPL            Scrolling shooter           2.0  \n",
+      "9                      Midway     Multidirectional shooter           1.0  \n",
+      "10                   Playmark             Shooting gallery           2.0  \n",
+      "11                      Taito                          NaN           2.0  \n",
+      "12                      Taito             Shooting gallery           2.0  \n",
+      "13                      Taito             Shooting gallery           2.0  \n",
+      "14                      Taito             Shooting gallery           2.0  \n",
+      "15                      Taito             Shooting gallery           2.0  \n",
+      "16                      Atari    Multi-directional shooter           2.0  \n",
+      "17                      Namco            Scrolling shooter           2.0  \n",
+      "18  International Game System                  Beat 'em up           4.0  \n",
+      "19       Mitchell Corporation                   Platformer           1.0  \n",
+      "20                     Konami            Scrolling shooter           NaN  \n",
+      "21                      Namco  Shoot'em up/\\nFighting game           2.0  \n",
+      "22                      Atari                      Shooter           1.0  \n",
+      "23                   Sega AM2                       Racing           1.0  \n",
+      "24                    Toaplan            Scrolling shooter           2.0  \n",
+      "25                   Sega AM2                       Racing           1.0  \n",
+      "26                   Sega AM1                       Racing           2.0  \n",
+      "27                   Sega AM2         First Person Shooter           NaN  \n",
+      "28                     Konami                       Racing           1.0  \n",
+      "29                     Jaleco                       Racing           2.0  \n",
+      "30               Alpha Denshi                       Racing           2.0  \n",
+      "31                        SNK                Fixed shooter           2.0  \n",
+      "Очищенная таблица:\n",
+      "                            Title Alternate Title(s)    Year  \\\n",
+      "0              Ocean Hunter, The                NaN  1998.0   \n",
+      "1             Off Road Challenge                NaN  1997.0   \n",
+      "2               Off Road Thunder                NaN  2000.0   \n",
+      "3                   Off The Wall                NaN  1991.0   \n",
+      "4                     Oh My God!                NaN  1993.0   \n",
+      "5   Oishii Puzzle Wa Irimasen Ka                NaN  1993.0   \n",
+      "6                    Oli-Boo-Chu                NaN  1982.0   \n",
+      "7                     Ollie King                NaN  2004.0   \n",
+      "8                  Omega Fighter                NaN  1989.0   \n",
+      "9                     Omega Race                NaN  1982.0   \n",
+      "10             One Shot One Kill                NaN     NaN   \n",
+      "11   Onna Sansirou - Typhoon Gal                NaN  1985.0   \n",
+      "12         Operation Thunderbolt                NaN  1988.0   \n",
+      "13               Operation Tiger                NaN  1998.0   \n",
+      "14                Operation Wolf                NaN  1987.0   \n",
+      "15              Operation Wolf 3                NaN  1994.0   \n",
+      "16                         Orbit                NaN  1978.0   \n",
+      "17                        Ordyne                NaN  1988.0   \n",
+      "18               Oriental Legend                NaN  1997.0   \n",
+      "19                         Osman      Cannon Dancer  1996.0   \n",
+      "20                     Otomedius                NaN  2007.0   \n",
+      "21                Outfoxies, The                NaN  1995.0   \n",
+      "22                        Outlaw                NaN  1976.0   \n",
+      "23                        OutRun                NaN  1986.0   \n",
+      "24                      Out Zone                NaN  1990.0   \n",
+      "25                      OutRun 2                NaN  2003.0   \n",
+      "26                    OutRunners                NaN  1993.0   \n",
+      "27                    Outtrigger                NaN  1999.0   \n",
+      "28                    Over Drive                NaN  1990.0   \n",
+      "29                      Over Rev                NaN  1997.0   \n",
+      "30                      Over Top                NaN  1996.0   \n",
+      "31                     Ozma Wars                NaN  1978.0   \n",
+      "\n",
+      "                 Manufacturer                     Genre(s)  Max. Players  \n",
+      "0                        Sega             Shooting gallery           2.0  \n",
+      "1                      Midway                       Racing           1.0  \n",
+      "2                      Midway                       Racing           1.0  \n",
+      "3                 Atari Games                     Breakout           2.0  \n",
+      "4                       Atlus                       Puzzle           2.0  \n",
+      "5                     Sunsoft                       Puzzle           2.0  \n",
+      "6                        Irem                          NaN           2.0  \n",
+      "7                    Smilebit                          NaN           NaN  \n",
+      "8                         UPL            Scrolling shooter           2.0  \n",
+      "9                      Midway     Multidirectional shooter           1.0  \n",
+      "10                   Playmark             Shooting gallery           2.0  \n",
+      "11                      Taito                          NaN           2.0  \n",
+      "12                      Taito             Shooting gallery           2.0  \n",
+      "13                      Taito             Shooting gallery           2.0  \n",
+      "14                      Taito             Shooting gallery           2.0  \n",
+      "15                      Taito             Shooting gallery           2.0  \n",
+      "16                      Atari    Multi-directional shooter           2.0  \n",
+      "17                      Namco            Scrolling shooter           2.0  \n",
+      "18  International Game System                  Beat 'em up           4.0  \n",
+      "19       Mitchell Corporation                   Platformer           1.0  \n",
+      "20                     Konami            Scrolling shooter           NaN  \n",
+      "21                      Namco  Shoot'em up/\\nFighting game           2.0  \n",
+      "22                      Atari                      Shooter           1.0  \n",
+      "23                   Sega AM2                       Racing           1.0  \n",
+      "24                    Toaplan            Scrolling shooter           2.0  \n",
+      "25                   Sega AM2                       Racing           1.0  \n",
+      "26                   Sega AM1                       Racing           2.0  \n",
+      "27                   Sega AM2         First Person Shooter           NaN  \n",
+      "28                     Konami                       Racing           1.0  \n",
+      "29                     Jaleco                       Racing           2.0  \n",
+      "30               Alpha Denshi                       Racing           2.0  \n",
+      "31                        SNK                Fixed shooter           2.0  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 10/20 (Индекс в train: 1679) ===\n",
+      "Оригинальная таблица: csv/204-csv/530.csv\n",
+      "Размер: 28 строк, 5 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "    Type  Stage                     Cyclist                     Team  \\\n",
+      "0   DNF      2                Rémi Pauriol                  Cofidis   \n",
+      "1   DNS      3  José Ángel Gómez Marchante         Cervélo TestTeam   \n",
+      "2   DNS      3               Daniel Martin        Garmin-Slipstream   \n",
+      "3   DNS      3              Joost Posthuma                 Rabobank   \n",
+      "4   DNF      3                 Matteo Bono               Lampre-NGC   \n",
+      "5   DNF      3            Anthony Charteau         Caisse d'Epargne   \n",
+      "6   DNS      4             Sylvain Calzati                Agritubel   \n",
+      "7   DNS      4             Bradley Wiggins        Garmin-Slipstream   \n",
+      "8   DNF      4             Jussi Veikkanen       Française des Jeux   \n",
+      "9   DNS      5                Íñigo Cuesta         Cervélo TestTeam   \n",
+      "10  DNS      5              Enrico Franzoi                 Liquigas   \n",
+      "11  DNF      5                Steven Cozza        Garmin-Slipstream   \n",
+      "12  DNF      5            Philippe Gilbert            Silence-Lotto   \n",
+      "13  DNF      5              Brian Vandborg                 Liquigas   \n",
+      "14  DNS      6             Jelle Vanendert            Silence-Lotto   \n",
+      "15  DNF      6           Jose Luis Arrieta         Ag2r-La Mondiale   \n",
+      "16  DNF      6          Sébastien Chavanel       Française des Jeux   \n",
+      "17  DNF      6                Simon Spilak               Lampre-NGC   \n",
+      "18  DNF      6             Thomas Voeckler    Bbox Bouygues Telecom   \n",
+      "19  DNS      7         Sebastian Langeveld                 Rabobank   \n",
+      "20  DNF      7              Samuel Sánchez        Euskaltel-Euskadi   \n",
+      "21  DNF      7              Mickael Cherel       Française des Jeux   \n",
+      "22  DNF      7               Thomas Fothen              Team Milram   \n",
+      "23  DNF      7              Marcel Sieberg  Team Columbia-High Road   \n",
+      "24  DNF      7                 Tom Veelers             Skil-Shimano   \n",
+      "25  DNF      7              Mickael Buffaz                  Cofidis   \n",
+      "26  DNF      7            Javier Aramendia        Euskaltel-Euskadi   \n",
+      "27  DNF      7               Romain Feillu                Agritubel   \n",
+      "\n",
+      "                                        Reason  \n",
+      "0                            Broken collarbone  \n",
+      "1   Broken arm sustained from crash in Stage 2  \n",
+      "2                                      Illness  \n",
+      "3                                      Illness  \n",
+      "4                                          NaN  \n",
+      "5                                          NaN  \n",
+      "6                                          NaN  \n",
+      "7                          Death in the family  \n",
+      "8                                          NaN  \n",
+      "9                                          NaN  \n",
+      "10                                         NaN  \n",
+      "11                                         NaN  \n",
+      "12                                         NaN  \n",
+      "13                                         NaN  \n",
+      "14                                         NaN  \n",
+      "15                                         NaN  \n",
+      "16                                         NaN  \n",
+      "17                                         NaN  \n",
+      "18        Shoulder injury sustained from crash  \n",
+      "19                                         NaN  \n",
+      "20                                         NaN  \n",
+      "21                                         NaN  \n",
+      "22                                         NaN  \n",
+      "23                                         NaN  \n",
+      "24                                         NaN  \n",
+      "25                                         NaN  \n",
+      "26                                         NaN  \n",
+      "27                                         NaN  \n",
+      "Очищенная таблица:\n",
+      "    Type  Stage                     Cyclist                     Team  \\\n",
+      "0   DNF      2                Rémi Pauriol                  Cofidis   \n",
+      "1   DNS      3  José Ángel Gómez Marchante         Cervélo TestTeam   \n",
+      "2   DNS      3               Daniel Martin        Garmin-Slipstream   \n",
+      "3   DNS      3              Joost Posthuma                 Rabobank   \n",
+      "4   DNF      3                 Matteo Bono               Lampre-NGC   \n",
+      "5   DNF      3            Anthony Charteau         Caisse d'Epargne   \n",
+      "6   DNS      4             Sylvain Calzati                Agritubel   \n",
+      "7   DNS      4             Bradley Wiggins        Garmin-Slipstream   \n",
+      "8   DNF      4             Jussi Veikkanen       Française des Jeux   \n",
+      "9   DNS      5                Íñigo Cuesta         Cervélo TestTeam   \n",
+      "10  DNS      5              Enrico Franzoi                 Liquigas   \n",
+      "11  DNF      5                Steven Cozza        Garmin-Slipstream   \n",
+      "12  DNF      5            Philippe Gilbert            Silence-Lotto   \n",
+      "13  DNF      5              Brian Vandborg                 Liquigas   \n",
+      "14  DNS      6             Jelle Vanendert            Silence-Lotto   \n",
+      "15  DNF      6           Jose Luis Arrieta         Ag2r-La Mondiale   \n",
+      "16  DNF      6          Sébastien Chavanel       Française des Jeux   \n",
+      "17  DNF      6                Simon Spilak               Lampre-NGC   \n",
+      "18  DNF      6             Thomas Voeckler    Bbox Bouygues Telecom   \n",
+      "19  DNS      7         Sebastian Langeveld                 Rabobank   \n",
+      "20  DNF      7              Samuel Sánchez        Euskaltel-Euskadi   \n",
+      "21  DNF      7              Mickael Cherel       Française des Jeux   \n",
+      "22  DNF      7               Thomas Fothen              Team Milram   \n",
+      "23  DNF      7              Marcel Sieberg  Team Columbia-High Road   \n",
+      "24  DNF      7                 Tom Veelers             Skil-Shimano   \n",
+      "25  DNF      7              Mickael Buffaz                  Cofidis   \n",
+      "26  DNF      7            Javier Aramendia        Euskaltel-Euskadi   \n",
+      "27  DNF      7               Romain Feillu                Agritubel   \n",
+      "\n",
+      "                                        Reason  \n",
+      "0                            Broken collarbone  \n",
+      "1   Broken arm sustained from crash in Stage 2  \n",
+      "2                                      Illness  \n",
+      "3                                      Illness  \n",
+      "4                                          NaN  \n",
+      "5                                          NaN  \n",
+      "6                                          NaN  \n",
+      "7                          Death in the family  \n",
+      "8                                          NaN  \n",
+      "9                                          NaN  \n",
+      "10                                         NaN  \n",
+      "11                                         NaN  \n",
+      "12                                         NaN  \n",
+      "13                                         NaN  \n",
+      "14                                         NaN  \n",
+      "15                                         NaN  \n",
+      "16                                         NaN  \n",
+      "17                                         NaN  \n",
+      "18        Shoulder injury sustained from crash  \n",
+      "19                                         NaN  \n",
+      "20                                         NaN  \n",
+      "21                                         NaN  \n",
+      "22                                         NaN  \n",
+      "23                                         NaN  \n",
+      "24                                         NaN  \n",
+      "25                                         NaN  \n",
+      "26                                         NaN  \n",
+      "27                                         NaN  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 11/20 (Индекс в train: 11087) ===\n",
+      "Оригинальная таблица: csv/203-csv/608.csv\n",
+      "Размер: 11 строк, 6 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "     Rank                Nation  Gold  Silver  Bronze  Total\n",
+      "0      1  Chinese Taipei (TPE)     2       0       0      2\n",
+      "1      1          Russia (RUS)     2       0       0      2\n",
+      "2      3   Great Britain (GBR)     1       0       0      1\n",
+      "3      4        Slovakia (SVK)     0       2       2      4\n",
+      "4      5           China (CHN)     0       2       1      3\n",
+      "5      6          Mexico (MEX)     0       1       1      2\n",
+      "6      7         Germany (GER)     0       0       2      2\n",
+      "7      8     South Korea (KOR)     0       0       1      1\n",
+      "8      8     Switzerland (SUI)     0       0       1      1\n",
+      "9      8        Thailand (THA)     0       0       1      1\n",
+      "10     8      Uzbekistan (UZB)     0       0       1      1\n",
+      "Очищенная таблица:\n",
+      "     Rank                Nation  Gold  Silver  Bronze  Total     Nation_base  \\\n",
+      "0      1  Chinese Taipei (TPE)     2       0       0      2  Chinese Taipei   \n",
+      "1      1          Russia (RUS)     2       0       0      2          Russia   \n",
+      "2      3   Great Britain (GBR)     1       0       0      1   Great Britain   \n",
+      "3      4        Slovakia (SVK)     0       2       2      4        Slovakia   \n",
+      "4      5           China (CHN)     0       2       1      3           China   \n",
+      "5      6          Mexico (MEX)     0       1       1      2          Mexico   \n",
+      "6      7         Germany (GER)     0       0       2      2         Germany   \n",
+      "7      8     South Korea (KOR)     0       0       1      1     South Korea   \n",
+      "8      8     Switzerland (SUI)     0       0       1      1     Switzerland   \n",
+      "9      8        Thailand (THA)     0       0       1      1        Thailand   \n",
+      "10     8      Uzbekistan (UZB)     0       0       1      1      Uzbekistan   \n",
+      "\n",
+      "   Nation_meta  \n",
+      "0          TPE  \n",
+      "1          RUS  \n",
+      "2          GBR  \n",
+      "3          SVK  \n",
+      "4          CHN  \n",
+      "5          MEX  \n",
+      "6          GER  \n",
+      "7          KOR  \n",
+      "8          SUI  \n",
+      "9          THA  \n",
+      "10         UZB  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 12/20 (Индекс в train: 12135) ===\n",
+      "Оригинальная таблица: csv/203-csv/281.csv\n",
+      "Размер: 52 строк, 6 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "     Season             Pitcher Decision Final\\nscore               Opponent  \\\n",
+      "0     1962        Bobby Shantz        W         11–2           Chicago Cubs   \n",
+      "1     1963        Turk Farrell        L          2–9   San Francisco Giants   \n",
+      "2     1964         Ken Johnson        W          6–3        Cincinnati Reds   \n",
+      "3     1965           Bob Bruce        L          0–2  Philadelphia Phillies   \n",
+      "4     1966       Robin Roberts        L          2–3    Los Angeles Dodgers   \n",
+      "5     1967        Mike Cuellar        W          6–1         Atlanta Braves   \n",
+      "6     1968       Larry Dierker        W          5–4     Pittsburgh Pirates   \n",
+      "7     1969          Don Wilson        L          1–2       San Diego Padres   \n",
+      "8     1970   Larry Dierker (2)        W          8–5   San Francisco Giants   \n",
+      "9     1971   Larry Dierker (3)        W          5–2    Los Angeles Dodgers   \n",
+      "10    1972      Don Wilson (2)        L          0–5   San Francisco Giants   \n",
+      "11    1973        Dave Roberts   ND (W)          2–1         Atlanta Braves   \n",
+      "12    1974    Dave Roberts (2)        L          1–5   San Francisco Giants   \n",
+      "13    1975   Larry Dierker (4)        W          6–2         Atlanta Braves   \n",
+      "14    1976        J.R. Richard        L         5–11        Cincinnati Reds   \n",
+      "15    1977    J.R. Richard (2)   ND (W)          3–2         Atlanta Braves   \n",
+      "16    1978    J.R. Richard (3)        L         9–11        Cincinnati Reds   \n",
+      "17    1979    J.R. Richard (4)        W          2–1         Atlanta Braves   \n",
+      "18   1980*    J.R. Richard (5)        W          3–2    Los Angeles Dodgers   \n",
+      "19   1981*          Joe Niekro        L          0–2    Los Angeles Dodgers   \n",
+      "20    1982          Nolan Ryan        L         3–14    St. Louis Cardinals   \n",
+      "21    1983      Joe Niekro (2)   ND (L)         7–16    Los Angeles Dodgers   \n",
+      "22    1984      Joe Niekro (3)        L          2–4         Montreal Expos   \n",
+      "23    1985      Nolan Ryan (2)        W          2–1    Los Angeles Dodgers   \n",
+      "24   1986*      Nolan Ryan (3)        L          3–8   San Francisco Giants   \n",
+      "25    1987          Mike Scott        W          4–3    Los Angeles Dodgers   \n",
+      "26    1988      Mike Scott (2)        W          6–3       San Diego Padres   \n",
+      "27    1989      Mike Scott (3)        W         10–3         Atlanta Braves   \n",
+      "28    1990      Mike Scott (4)   ND (L)          4–8        Cincinnati Reds   \n",
+      "29    1991      Mike Scott (5)        L          2–6        Cincinnati Reds   \n",
+      "30    1992       Pete Harnisch        L          0–2         Atlanta Braves   \n",
+      "31    1993         Doug Drabek        L          1–3  Philadelphia Phillies   \n",
+      "32    1994   Pete Harnisch (2)   ND (W)          6–5         Montreal Expos   \n",
+      "33    1995     Doug Drabek (2)        W         10–2       San Diego Padres   \n",
+      "34    1996      Shane Reynolds        L          3–4    Los Angeles Dodgers   \n",
+      "35   1997*  Shane Reynolds (2)        W          2–1         Atlanta Braves   \n",
+      "36   1998*  Shane Reynolds (3)   ND (L)          4–9   San Francisco Giants   \n",
+      "37   1999*  Shane Reynolds (4)        W          4–2           Chicago Cubs   \n",
+      "38    2000  Shane Reynolds (5)        W          5–2     Pittsburgh Pirates   \n",
+      "39   2001*       Scott Elarton        W         11–3      Milwaukee Brewers   \n",
+      "40    2002         Wade Miller        L          3–9      Milwaukee Brewers   \n",
+      "41    2003          Roy Oswalt        W         10–4       Colorado Rockies   \n",
+      "42   2004*      Roy Oswalt (2)   ND (L)          4–5   San Francisco Giants   \n",
+      "43  2005**      Roy Oswalt (3)        L          3–7    St. Louis Cardinals   \n",
+      "44    2006      Roy Oswalt (4)        W          1–0        Florida Marlins   \n",
+      "45    2007      Roy Oswalt (5)   ND (L)          2–4     Pittsburgh Pirates   \n",
+      "46    2008      Roy Oswalt (6)        L          0–4       San Diego Padres   \n",
+      "47    2009      Roy Oswalt (7)        L          2–4           Chicago Cubs   \n",
+      "48    2010      Roy Oswalt (8)        L          2–5   San Francisco Giants   \n",
+      "49    2011         Brett Myers   ND (L)          4–5  Philadelphia Phillies   \n",
+      "50    2012     Wandy Rodriguez   ND (L)          4–5       Colorado Rockies   \n",
+      "51    2013          Bud Norris        W          8–2          Texas Rangers   \n",
+      "\n",
+      "                         Location  \n",
+      "0                    Colt Stadium  \n",
+      "1                    Colt Stadium  \n",
+      "2                   Crosley Field  \n",
+      "3                       Astrodome  \n",
+      "4                  Dodger Stadium  \n",
+      "5                       Astrodome  \n",
+      "6                       Astrodome  \n",
+      "7               San Diego Stadium  \n",
+      "8                Candlestick Park  \n",
+      "9                       Astrodome  \n",
+      "10                      Astrodome  \n",
+      "11  Atlanta-Fulton County Stadium  \n",
+      "12               Candlestick Park  \n",
+      "13                      Astrodome  \n",
+      "14             Riverfront Stadium  \n",
+      "15                      Astrodome  \n",
+      "16             Riverfront Stadium  \n",
+      "17                      Astrodome  \n",
+      "18                      Astrodome  \n",
+      "19                 Dodger Stadium  \n",
+      "20                      Astrodome  \n",
+      "21                      Astrodome  \n",
+      "22                      Astrodome  \n",
+      "23                      Astrodome  \n",
+      "24                      Astrodome  \n",
+      "25                      Astrodome  \n",
+      "26                      Astrodome  \n",
+      "27                      Astrodome  \n",
+      "28                      Astrodome  \n",
+      "29             Riverfront Stadium  \n",
+      "30                      Astrodome  \n",
+      "31                      Astrodome  \n",
+      "32                      Astrodome  \n",
+      "33            Jack Murphy Stadium  \n",
+      "34                      Astrodome  \n",
+      "35                      Astrodome  \n",
+      "36                      Astrodome  \n",
+      "37                      Astrodome  \n",
+      "38           Three Rivers Stadium  \n",
+      "39                    Enron Field  \n",
+      "40                   Astros Field  \n",
+      "41               Minute Maid Park  \n",
+      "42               Minute Maid Park  \n",
+      "43               Minute Maid Park  \n",
+      "44               Minute Maid Park  \n",
+      "45               Minute Maid Park  \n",
+      "46                     Petco Park  \n",
+      "47               Minute Maid Park  \n",
+      "48               Minute Maid Park  \n",
+      "49             Citizens Bank Park  \n",
+      "50               Minute Maid Park  \n",
+      "51               Minute Maid Park  \n",
+      "Очищенная таблица:\n",
+      "     Season             Pitcher Decision Final score               Opponent  \\\n",
+      "0   1962.0        Bobby Shantz        W        11–2           Chicago Cubs   \n",
+      "1   1963.0        Turk Farrell        L         2–9   San Francisco Giants   \n",
+      "2   1964.0         Ken Johnson        W         6–3        Cincinnati Reds   \n",
+      "3   1965.0           Bob Bruce        L         0–2  Philadelphia Phillies   \n",
+      "4   1966.0       Robin Roberts        L         2–3    Los Angeles Dodgers   \n",
+      "5   1967.0        Mike Cuellar        W         6–1         Atlanta Braves   \n",
+      "6   1968.0       Larry Dierker        W         5–4     Pittsburgh Pirates   \n",
+      "7   1969.0          Don Wilson        L         1–2       San Diego Padres   \n",
+      "8   1970.0   Larry Dierker (2)        W         8–5   San Francisco Giants   \n",
+      "9   1971.0   Larry Dierker (3)        W         5–2    Los Angeles Dodgers   \n",
+      "10  1972.0      Don Wilson (2)        L         0–5   San Francisco Giants   \n",
+      "11  1973.0        Dave Roberts   ND (W)         2–1         Atlanta Braves   \n",
+      "12  1974.0    Dave Roberts (2)        L         1–5   San Francisco Giants   \n",
+      "13  1975.0   Larry Dierker (4)        W         6–2         Atlanta Braves   \n",
+      "14  1976.0        J.R. Richard        L        5–11        Cincinnati Reds   \n",
+      "15  1977.0    J.R. Richard (2)   ND (W)         3–2         Atlanta Braves   \n",
+      "16  1978.0    J.R. Richard (3)        L        9–11        Cincinnati Reds   \n",
+      "17  1979.0    J.R. Richard (4)        W         2–1         Atlanta Braves   \n",
+      "18     NaN    J.R. Richard (5)        W         3–2    Los Angeles Dodgers   \n",
+      "19     NaN          Joe Niekro        L         0–2    Los Angeles Dodgers   \n",
+      "20  1982.0          Nolan Ryan        L        3–14    St. Louis Cardinals   \n",
+      "21  1983.0      Joe Niekro (2)   ND (L)        7–16    Los Angeles Dodgers   \n",
+      "22  1984.0      Joe Niekro (3)        L         2–4         Montreal Expos   \n",
+      "23  1985.0      Nolan Ryan (2)        W         2–1    Los Angeles Dodgers   \n",
+      "24     NaN      Nolan Ryan (3)        L         3–8   San Francisco Giants   \n",
+      "25  1987.0          Mike Scott        W         4–3    Los Angeles Dodgers   \n",
+      "26  1988.0      Mike Scott (2)        W         6–3       San Diego Padres   \n",
+      "27  1989.0      Mike Scott (3)        W        10–3         Atlanta Braves   \n",
+      "28  1990.0      Mike Scott (4)   ND (L)         4–8        Cincinnati Reds   \n",
+      "29  1991.0      Mike Scott (5)        L         2–6        Cincinnati Reds   \n",
+      "30  1992.0       Pete Harnisch        L         0–2         Atlanta Braves   \n",
+      "31  1993.0         Doug Drabek        L         1–3  Philadelphia Phillies   \n",
+      "32  1994.0   Pete Harnisch (2)   ND (W)         6–5         Montreal Expos   \n",
+      "33  1995.0     Doug Drabek (2)        W        10–2       San Diego Padres   \n",
+      "34  1996.0      Shane Reynolds        L         3–4    Los Angeles Dodgers   \n",
+      "35     NaN  Shane Reynolds (2)        W         2–1         Atlanta Braves   \n",
+      "36     NaN  Shane Reynolds (3)   ND (L)         4–9   San Francisco Giants   \n",
+      "37     NaN  Shane Reynolds (4)        W         4–2           Chicago Cubs   \n",
+      "38  2000.0  Shane Reynolds (5)        W         5–2     Pittsburgh Pirates   \n",
+      "39     NaN       Scott Elarton        W        11–3      Milwaukee Brewers   \n",
+      "40  2002.0         Wade Miller        L         3–9      Milwaukee Brewers   \n",
+      "41  2003.0          Roy Oswalt        W        10–4       Colorado Rockies   \n",
+      "42     NaN      Roy Oswalt (2)   ND (L)         4–5   San Francisco Giants   \n",
+      "43     NaN      Roy Oswalt (3)        L         3–7    St. Louis Cardinals   \n",
+      "44  2006.0      Roy Oswalt (4)        W         1–0        Florida Marlins   \n",
+      "45  2007.0      Roy Oswalt (5)   ND (L)         2–4     Pittsburgh Pirates   \n",
+      "46  2008.0      Roy Oswalt (6)        L         0–4       San Diego Padres   \n",
+      "47  2009.0      Roy Oswalt (7)        L         2–4           Chicago Cubs   \n",
+      "48  2010.0      Roy Oswalt (8)        L         2–5   San Francisco Giants   \n",
+      "49  2011.0         Brett Myers   ND (L)         4–5  Philadelphia Phillies   \n",
+      "50  2012.0     Wandy Rodriguez   ND (L)         4–5       Colorado Rockies   \n",
+      "51  2013.0          Bud Norris        W         8–2          Texas Rangers   \n",
+      "\n",
+      "                         Location    Pitcher_base Pitcher_meta  \\\n",
+      "0                    Colt Stadium             NaN          NaN   \n",
+      "1                    Colt Stadium             NaN          NaN   \n",
+      "2                   Crosley Field             NaN          NaN   \n",
+      "3                       Astrodome             NaN          NaN   \n",
+      "4                  Dodger Stadium             NaN          NaN   \n",
+      "5                       Astrodome             NaN          NaN   \n",
+      "6                       Astrodome             NaN          NaN   \n",
+      "7               San Diego Stadium             NaN          NaN   \n",
+      "8                Candlestick Park   Larry Dierker            2   \n",
+      "9                       Astrodome   Larry Dierker            3   \n",
+      "10                      Astrodome      Don Wilson            2   \n",
+      "11  Atlanta-Fulton County Stadium             NaN          NaN   \n",
+      "12               Candlestick Park    Dave Roberts            2   \n",
+      "13                      Astrodome   Larry Dierker            4   \n",
+      "14             Riverfront Stadium             NaN          NaN   \n",
+      "15                      Astrodome    J.R. Richard            2   \n",
+      "16             Riverfront Stadium    J.R. Richard            3   \n",
+      "17                      Astrodome    J.R. Richard            4   \n",
+      "18                      Astrodome    J.R. Richard            5   \n",
+      "19                 Dodger Stadium             NaN          NaN   \n",
+      "20                      Astrodome             NaN          NaN   \n",
+      "21                      Astrodome      Joe Niekro            2   \n",
+      "22                      Astrodome      Joe Niekro            3   \n",
+      "23                      Astrodome      Nolan Ryan            2   \n",
+      "24                      Astrodome      Nolan Ryan            3   \n",
+      "25                      Astrodome             NaN          NaN   \n",
+      "26                      Astrodome      Mike Scott            2   \n",
+      "27                      Astrodome      Mike Scott            3   \n",
+      "28                      Astrodome      Mike Scott            4   \n",
+      "29             Riverfront Stadium      Mike Scott            5   \n",
+      "30                      Astrodome             NaN          NaN   \n",
+      "31                      Astrodome             NaN          NaN   \n",
+      "32                      Astrodome   Pete Harnisch            2   \n",
+      "33            Jack Murphy Stadium     Doug Drabek            2   \n",
+      "34                      Astrodome             NaN          NaN   \n",
+      "35                      Astrodome  Shane Reynolds            2   \n",
+      "36                      Astrodome  Shane Reynolds            3   \n",
+      "37                      Astrodome  Shane Reynolds            4   \n",
+      "38           Three Rivers Stadium  Shane Reynolds            5   \n",
+      "39                    Enron Field             NaN          NaN   \n",
+      "40                   Astros Field             NaN          NaN   \n",
+      "41               Minute Maid Park             NaN          NaN   \n",
+      "42               Minute Maid Park      Roy Oswalt            2   \n",
+      "43               Minute Maid Park      Roy Oswalt            3   \n",
+      "44               Minute Maid Park      Roy Oswalt            4   \n",
+      "45               Minute Maid Park      Roy Oswalt            5   \n",
+      "46                     Petco Park      Roy Oswalt            6   \n",
+      "47               Minute Maid Park      Roy Oswalt            7   \n",
+      "48               Minute Maid Park      Roy Oswalt            8   \n",
+      "49             Citizens Bank Park             NaN          NaN   \n",
+      "50               Minute Maid Park             NaN          NaN   \n",
+      "51               Minute Maid Park             NaN          NaN   \n",
+      "\n",
+      "    Final score_score1  Final score_score2  \n",
+      "0                   11                   2  \n",
+      "1                    2                   9  \n",
+      "2                    6                   3  \n",
+      "3                    0                   2  \n",
+      "4                    2                   3  \n",
+      "5                    6                   1  \n",
+      "6                    5                   4  \n",
+      "7                    1                   2  \n",
+      "8                    8                   5  \n",
+      "9                    5                   2  \n",
+      "10                   0                   5  \n",
+      "11                   2                   1  \n",
+      "12                   1                   5  \n",
+      "13                   6                   2  \n",
+      "14                   5                  11  \n",
+      "15                   3                   2  \n",
+      "16                   9                  11  \n",
+      "17                   2                   1  \n",
+      "18                   3                   2  \n",
+      "19                   0                   2  \n",
+      "20                   3                  14  \n",
+      "21                   7                  16  \n",
+      "22                   2                   4  \n",
+      "23                   2                   1  \n",
+      "24                   3                   8  \n",
+      "25                   4                   3  \n",
+      "26                   6                   3  \n",
+      "27                  10                   3  \n",
+      "28                   4                   8  \n",
+      "29                   2                   6  \n",
+      "30                   0                   2  \n",
+      "31                   1                   3  \n",
+      "32                   6                   5  \n",
+      "33                  10                   2  \n",
+      "34                   3                   4  \n",
+      "35                   2                   1  \n",
+      "36                   4                   9  \n",
+      "37                   4                   2  \n",
+      "38                   5                   2  \n",
+      "39                  11                   3  \n",
+      "40                   3                   9  \n",
+      "41                  10                   4  \n",
+      "42                   4                   5  \n",
+      "43                   3                   7  \n",
+      "44                   1                   0  \n",
+      "45                   2                   4  \n",
+      "46                   0                   4  \n",
+      "47                   2                   4  \n",
+      "48                   2                   5  \n",
+      "49                   4                   5  \n",
+      "50                   4                   5  \n",
+      "51                   8                   2  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 13/20 (Индекс в train: 8935) ===\n",
+      "Оригинальная таблица: csv/203-csv/268.csv\n",
+      "Размер: 16 строк, 5 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "                 Date               Name     Nationality Tonnage\\n(GRT)  \\\n",
+      "0     7 October 1941         Svend Foyn  United Kingdom         14,795   \n",
+      "1   16 February 1942            Monagas       Venezuela          2,650   \n",
+      "2   16 February 1942       San Nicholas  United Kingdom          2,391   \n",
+      "3   16 February 1942          Tia Juana  United Kingdom          2,395   \n",
+      "4   22 February 1942            J.N.Pew   United States          9,033   \n",
+      "5   23 February 1942                Sun   United States          9,002   \n",
+      "6   23 February 1942             Thalia          Panama          8,329   \n",
+      "7        11 May 1942  Cape of Good Hope  United Kingdom          4,963   \n",
+      "8        24 May 1942     Gonçalves Dias          Brazil          4,996   \n",
+      "9        28 May 1942      Alcoa Pilgrim   United States          6,759   \n",
+      "10       3 June 1942       M.F. Ellliot   United States          6,940   \n",
+      "11       9 June 1942          Bruxelles         Belgium          5,085   \n",
+      "12       9 June 1942   Franklin K. Lane   United States          6,589   \n",
+      "13      15 June 1942        Cold Harbor          Panama          5,010   \n",
+      "14      15 June 1942         Scottsburg   United States          8,010   \n",
+      "15      15 June 1942      West Hardaway   United States          5,702   \n",
+      "\n",
+      "       Fate  \n",
+      "0   Damaged  \n",
+      "1      Sunk  \n",
+      "2      Sunk  \n",
+      "3      Sunk  \n",
+      "4      Sunk  \n",
+      "5   Damaged  \n",
+      "6      Sunk  \n",
+      "7      Sunk  \n",
+      "8      Sunk  \n",
+      "9      Sunk  \n",
+      "10     Sunk  \n",
+      "11     Sunk  \n",
+      "12     Sunk  \n",
+      "13     Sunk  \n",
+      "14     Sunk  \n",
+      "15     Sunk  \n",
+      "Очищенная таблица:\n",
+      "                 Date               Name     Nationality  Tonnage (GRT)  \\\n",
+      "0     7 October 1941         Svend Foyn  United Kingdom          14795   \n",
+      "1   16 February 1942            Monagas       Venezuela           2650   \n",
+      "2   16 February 1942       San Nicholas  United Kingdom           2391   \n",
+      "3   16 February 1942          Tia Juana  United Kingdom           2395   \n",
+      "4   22 February 1942            J.N.Pew   United States           9033   \n",
+      "5   23 February 1942                Sun   United States           9002   \n",
+      "6   23 February 1942             Thalia          Panama           8329   \n",
+      "7        11 May 1942  Cape of Good Hope  United Kingdom           4963   \n",
+      "8        24 May 1942     Gonçalves Dias          Brazil           4996   \n",
+      "9        28 May 1942      Alcoa Pilgrim   United States           6759   \n",
+      "10       3 June 1942       M.F. Ellliot   United States           6940   \n",
+      "11       9 June 1942          Bruxelles         Belgium           5085   \n",
+      "12       9 June 1942   Franklin K. Lane   United States           6589   \n",
+      "13      15 June 1942        Cold Harbor          Panama           5010   \n",
+      "14      15 June 1942         Scottsburg   United States           8010   \n",
+      "15      15 June 1942      West Hardaway   United States           5702   \n",
+      "\n",
+      "       Fate Date_datetime  \n",
+      "0   Damaged    1941-10-07  \n",
+      "1      Sunk    1942-02-16  \n",
+      "2      Sunk    1942-02-16  \n",
+      "3      Sunk    1942-02-16  \n",
+      "4      Sunk    1942-02-22  \n",
+      "5   Damaged    1942-02-23  \n",
+      "6      Sunk    1942-02-23  \n",
+      "7      Sunk    1942-05-11  \n",
+      "8      Sunk    1942-05-24  \n",
+      "9      Sunk    1942-05-28  \n",
+      "10     Sunk    1942-06-03  \n",
+      "11     Sunk    1942-06-09  \n",
+      "12     Sunk    1942-06-09  \n",
+      "13     Sunk    1942-06-15  \n",
+      "14     Sunk    1942-06-15  \n",
+      "15     Sunk    1942-06-15  \n",
+      "\n",
+      "==================================================\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\PC\\MyProjects\\Semtab\\WTQ\\Qwen\\normalize.py:112: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
+      "  clean_date_attempt = df[col].str.replace(r'\\*$', '', regex=True)\n",
+      "C:\\Users\\PC\\MyProjects\\Semtab\\WTQ\\Qwen\\normalize.py:112: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
+      "  clean_date_attempt = df[col].str.replace(r'\\*$', '', regex=True)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "=== Таблица 14/20 (Индекс в train: 1424) ===\n",
+      "Оригинальная таблица: csv/204-csv/539.csv\n",
+      "Размер: 128 строк, 5 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "                Date              Name         Moving from  \\\n",
+      "0      3 March 2009  Silvestre Varela  Estrela da Amadora   \n",
+      "1     14 April 2009      Mario Rondón       Pontassolense   \n",
+      "2     18 April 2009            Patric         São Caetano   \n",
+      "3     23 April 2009        Orlando Sá               Braga   \n",
+      "4        8 May 2009       Kamani Hill           Wolfsburg   \n",
+      "..              ...               ...                 ...   \n",
+      "123  31 August 2009     Milan Purović         Sporting CP   \n",
+      "124  31 August 2009     Nuno Frechaut               Braga   \n",
+      "125  31 August 2009         Ivo Pinto               Porto   \n",
+      "126  31 August 2009            Patric             Benfica   \n",
+      "127  31 August 2009       Tiago Pinto         Sporting CP   \n",
+      "\n",
+      "                Moving to              Fee  \n",
+      "0                   Porto             Free  \n",
+      "1                Nacional             Free  \n",
+      "2                 Benfica  Undisclosed Fee  \n",
+      "3                   Porto  Undisclosed Fee  \n",
+      "4    Vitória de Guimarães             Free  \n",
+      "..                    ...              ...  \n",
+      "123              Videoton             Loan  \n",
+      "124                  Metz             Free  \n",
+      "125    Vitória de Setúbal             Loan  \n",
+      "126              Cruzeiro             Loan  \n",
+      "127                 Braga             Free  \n",
+      "\n",
+      "[128 rows x 5 columns]\n",
+      "Очищенная таблица:\n",
+      "                Date              Name         Moving from  \\\n",
+      "0      3 March 2009  Silvestre Varela  Estrela da Amadora   \n",
+      "1     14 April 2009      Mario Rondón       Pontassolense   \n",
+      "2     18 April 2009            Patric         São Caetano   \n",
+      "3     23 April 2009        Orlando Sá               Braga   \n",
+      "4        8 May 2009       Kamani Hill           Wolfsburg   \n",
+      "..              ...               ...                 ...   \n",
+      "123  31 August 2009     Milan Purović         Sporting CP   \n",
+      "124  31 August 2009     Nuno Frechaut               Braga   \n",
+      "125  31 August 2009         Ivo Pinto               Porto   \n",
+      "126  31 August 2009            Patric             Benfica   \n",
+      "127  31 August 2009       Tiago Pinto         Sporting CP   \n",
+      "\n",
+      "                Moving to              Fee Date_datetime  \n",
+      "0                   Porto             Free    2009-03-03  \n",
+      "1                Nacional             Free    2009-04-14  \n",
+      "2                 Benfica  Undisclosed Fee    2009-04-18  \n",
+      "3                   Porto  Undisclosed Fee    2009-04-23  \n",
+      "4    Vitória de Guimarães             Free    2009-05-08  \n",
+      "..                    ...              ...           ...  \n",
+      "123              Videoton             Loan    2009-08-31  \n",
+      "124                  Metz             Free    2009-08-31  \n",
+      "125    Vitória de Setúbal             Loan    2009-08-31  \n",
+      "126              Cruzeiro             Loan    2009-08-31  \n",
+      "127                 Braga             Free    2009-08-31  \n",
+      "\n",
+      "[128 rows x 6 columns]\n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 15/20 (Индекс в train: 9674) ===\n",
+      "Оригинальная таблица: csv/203-csv/271.csv\n",
+      "Размер: 12 строк, 8 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "       Date                       Series                         Circuit  \\\n",
+      "0   23 Feb                 ATCC Round 1                     Amaroo Park   \n",
+      "1    8 Mar                 ATCC Round 2   Sandown International Raceway   \n",
+      "2   15 Mar                 ATCC Round 3          Symmons Plains Raceway   \n",
+      "3    5 Apr                 ATCC Round 4            Winton Motor Raceway   \n",
+      "4    3 May                 ATCC Round 5  Lakeside International Raceway   \n",
+      "5   24 May                 ATCC Round 6           Eastern Creek Raceway   \n",
+      "6   31 May                 ATCC Round 7        Mallala Motor Sport Park   \n",
+      "7    7 Jun                 ATCC Round 8              Barbagallo Raceway   \n",
+      "8   21 Jun                 ATCC Round 9               Oran Park Raceway   \n",
+      "9   13 Sep      Drink/Drive Sandown 500   Sandown International Raceway   \n",
+      "10   4 Oct                 Tooheys 1000          Mount Panorama Circuit   \n",
+      "11   8 Nov  Clarke Shoes Group A Finale         Adelaide Street Circuit   \n",
+      "\n",
+      "                 City / State                           Winner  \\\n",
+      "0     Sydney, New South Wales                      Mark Skaife   \n",
+      "1         Melbourne, Victoria                        John Bowe   \n",
+      "2        Launceston, Tasmania                      Glenn Seton   \n",
+      "3           Benalla, Victoria                      Mark Skaife   \n",
+      "4        Brisbane, Queensland                   Tony Longhurst   \n",
+      "5     Sydney, New South Wales                        John Bowe   \n",
+      "6    Mallala, South Australia                      Mark Skaife   \n",
+      "7    Perth, Western Australia                        John Bowe   \n",
+      "8     Sydney, New South Wales                      Mark Skaife   \n",
+      "9         Melbourne, Victoria  Larry Perkins\\nSteve Harrington   \n",
+      "10  Bathurst, New South Wales        Mark Skaife\\nJim Richards   \n",
+      "11  Adelaide, South Australia                     Jim Richards   \n",
+      "\n",
+      "                       Team                                Car  Report  \n",
+      "0      Winfield Team Nissan            Nissan Skyline R32 GT-R     NaN  \n",
+      "1   Shell Ultra-High Racing                  Ford Sierra RS500     NaN  \n",
+      "2      Peter Jackson Racing                  Ford Sierra RS500     NaN  \n",
+      "3      Winfield Team Nissan            Nissan Skyline R32 GT-R     NaN  \n",
+      "4    Benson & Hedges Racing                   BMW M3 Evolution     NaN  \n",
+      "5   Shell Ultra-High Racing                  Ford Sierra RS500     NaN  \n",
+      "6      Winfield Team Nissan            Nissan Skyline R32 GT-R     NaN  \n",
+      "7   Shell Ultra-High Racing                  Ford Sierra RS500     NaN  \n",
+      "8      Winfield Team Nissan            Nissan Skyline R32 GT-R     NaN  \n",
+      "9   Bob Jane T-Marts Racing  Holden VL Commodore SS Group A SV  report  \n",
+      "10     Winfield Team Nissan            Nissan Skyline R32 GT-R  report  \n",
+      "11     Winfield Team Nissan            Nissan Skyline R32 GT-R     NaN  \n",
+      "Очищенная таблица:\n",
+      "       Date                       Series                         Circuit  \\\n",
+      "0   23 Feb                 ATCC Round 1                     Amaroo Park   \n",
+      "1    8 Mar                 ATCC Round 2   Sandown International Raceway   \n",
+      "2   15 Mar                 ATCC Round 3          Symmons Plains Raceway   \n",
+      "3    5 Apr                 ATCC Round 4            Winton Motor Raceway   \n",
+      "4    3 May                 ATCC Round 5  Lakeside International Raceway   \n",
+      "5   24 May                 ATCC Round 6           Eastern Creek Raceway   \n",
+      "6   31 May                 ATCC Round 7        Mallala Motor Sport Park   \n",
+      "7    7 Jun                 ATCC Round 8              Barbagallo Raceway   \n",
+      "8   21 Jun                 ATCC Round 9               Oran Park Raceway   \n",
+      "9   13 Sep      Drink/Drive Sandown 500   Sandown International Raceway   \n",
+      "10   4 Oct                 Tooheys 1000          Mount Panorama Circuit   \n",
+      "11   8 Nov  Clarke Shoes Group A Finale         Adelaide Street Circuit   \n",
+      "\n",
+      "                 City / State                           Winner  \\\n",
+      "0     Sydney, New South Wales                      Mark Skaife   \n",
+      "1         Melbourne, Victoria                        John Bowe   \n",
+      "2        Launceston, Tasmania                      Glenn Seton   \n",
+      "3           Benalla, Victoria                      Mark Skaife   \n",
+      "4        Brisbane, Queensland                   Tony Longhurst   \n",
+      "5     Sydney, New South Wales                        John Bowe   \n",
+      "6    Mallala, South Australia                      Mark Skaife   \n",
+      "7    Perth, Western Australia                        John Bowe   \n",
+      "8     Sydney, New South Wales                      Mark Skaife   \n",
+      "9         Melbourne, Victoria  Larry Perkins\\nSteve Harrington   \n",
+      "10  Bathurst, New South Wales        Mark Skaife\\nJim Richards   \n",
+      "11  Adelaide, South Australia                     Jim Richards   \n",
+      "\n",
+      "                       Team                                Car  Report  \\\n",
+      "0      Winfield Team Nissan            Nissan Skyline R32 GT-R     NaN   \n",
+      "1   Shell Ultra-High Racing                  Ford Sierra RS500     NaN   \n",
+      "2      Peter Jackson Racing                  Ford Sierra RS500     NaN   \n",
+      "3      Winfield Team Nissan            Nissan Skyline R32 GT-R     NaN   \n",
+      "4    Benson & Hedges Racing                   BMW M3 Evolution     NaN   \n",
+      "5   Shell Ultra-High Racing                  Ford Sierra RS500     NaN   \n",
+      "6      Winfield Team Nissan            Nissan Skyline R32 GT-R     NaN   \n",
+      "7   Shell Ultra-High Racing                  Ford Sierra RS500     NaN   \n",
+      "8      Winfield Team Nissan            Nissan Skyline R32 GT-R     NaN   \n",
+      "9   Bob Jane T-Marts Racing  Holden VL Commodore SS Group A SV  report   \n",
+      "10     Winfield Team Nissan            Nissan Skyline R32 GT-R  report   \n",
+      "11     Winfield Team Nissan            Nissan Skyline R32 GT-R     NaN   \n",
+      "\n",
+      "   Date_datetime  \n",
+      "0        1-02-23  \n",
+      "1        1-03-08  \n",
+      "2        1-03-15  \n",
+      "3        1-04-05  \n",
+      "4        1-05-03  \n",
+      "5        1-05-24  \n",
+      "6        1-05-31  \n",
+      "7        1-06-07  \n",
+      "8        1-06-21  \n",
+      "9        1-09-13  \n",
+      "10       1-10-04  \n",
+      "11       1-11-08  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 16/20 (Индекс в train: 6912) ===\n",
+      "Оригинальная таблица: csv/204-csv/443.csv\n",
+      "Размер: 17 строк, 6 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "     Week                Date                 Opponent        Result  \\\n",
+      "0      1   September 3, 1995        at Miami Dolphins       L 52–14   \n",
+      "1      2  September 10, 1995       Indianapolis Colts  L 27–24 (OT)   \n",
+      "2      3  September 17, 1995     Jacksonville Jaguars       W 27–10   \n",
+      "3      4  September 24, 1995       at Atlanta Falcons        L 13–3   \n",
+      "4      5     October 1, 1995          Oakland Raiders       L 47–10   \n",
+      "5      6     October 8, 1995         at Buffalo Bills       L 29–10   \n",
+      "6      7    October 15, 1995     at Carolina Panthers       L 26–15   \n",
+      "7      8    October 22, 1995           Miami Dolphins       W 17–16   \n",
+      "8      9    October 29, 1995    at Indianapolis Colts       L 17–10   \n",
+      "9     10    November 5, 1995     New England Patriots        L 20–7   \n",
+      "10    11                 Bye                      Bye           Bye   \n",
+      "11    12   November 19, 1995            Buffalo Bills       L 28–26   \n",
+      "12    13   November 26, 1995      at Seattle Seahawks       W 16–10   \n",
+      "13    14    December 3, 1995           St. Louis Rams       L 23–20   \n",
+      "14    15   December 10, 1995  at New England Patriots       L 31–28   \n",
+      "15    16   December 17, 1995        at Houston Oilers        L 23–6   \n",
+      "16    17   December 24, 1995       New Orleans Saints        L 12–0   \n",
+      "\n",
+      "             Game site Attendance  \n",
+      "0   Joe Robbie Stadium     71,317  \n",
+      "1      The Meadowlands     65,134  \n",
+      "2      The Meadowlands     49,970  \n",
+      "3         Georgia Dome     40,778  \n",
+      "4      The Meadowlands     68,941  \n",
+      "5         Rich Stadium     79,485  \n",
+      "6     Memorial Stadium     52,613  \n",
+      "7      The Meadowlands     67,228  \n",
+      "8             RCA Dome     49,250  \n",
+      "9      The Meadowlands     61,462  \n",
+      "10                 Bye        Bye  \n",
+      "11     The Meadowlands     54,436  \n",
+      "12            Kingdome     41,160  \n",
+      "13     The Meadowlands     52,023  \n",
+      "14     Foxboro Stadium     46,617  \n",
+      "15           Astrodome     35,873  \n",
+      "16     The Meadowlands     28,885  \n",
+      "Очищенная таблица:\n",
+      "     Week                Date                 Opponent        Result  \\\n",
+      "0      1   September 3, 1995        at Miami Dolphins       L 52–14   \n",
+      "1      2  September 10, 1995       Indianapolis Colts  L 27–24 (OT)   \n",
+      "2      3  September 17, 1995     Jacksonville Jaguars       W 27–10   \n",
+      "3      4  September 24, 1995       at Atlanta Falcons        L 13–3   \n",
+      "4      5     October 1, 1995          Oakland Raiders       L 47–10   \n",
+      "5      6     October 8, 1995         at Buffalo Bills       L 29–10   \n",
+      "6      7    October 15, 1995     at Carolina Panthers       L 26–15   \n",
+      "7      8    October 22, 1995           Miami Dolphins       W 17–16   \n",
+      "8      9    October 29, 1995    at Indianapolis Colts       L 17–10   \n",
+      "9     10    November 5, 1995     New England Patriots        L 20–7   \n",
+      "10    11                 Bye                      Bye           Bye   \n",
+      "11    12   November 19, 1995            Buffalo Bills       L 28–26   \n",
+      "12    13   November 26, 1995      at Seattle Seahawks       W 16–10   \n",
+      "13    14    December 3, 1995           St. Louis Rams       L 23–20   \n",
+      "14    15   December 10, 1995  at New England Patriots       L 31–28   \n",
+      "15    16   December 17, 1995        at Houston Oilers        L 23–6   \n",
+      "16    17   December 24, 1995       New Orleans Saints        L 12–0   \n",
+      "\n",
+      "             Game site  Attendance Date_datetime  Result_score1  Result_score2  \n",
+      "0   Joe Robbie Stadium     71317.0    1995-09-03           52.0           14.0  \n",
+      "1      The Meadowlands     65134.0    1995-09-10           27.0           24.0  \n",
+      "2      The Meadowlands     49970.0    1995-09-17           27.0           10.0  \n",
+      "3         Georgia Dome     40778.0    1995-09-24           13.0            3.0  \n",
+      "4      The Meadowlands     68941.0    1995-10-01           47.0           10.0  \n",
+      "5         Rich Stadium     79485.0    1995-10-08           29.0           10.0  \n",
+      "6     Memorial Stadium     52613.0    1995-10-15           26.0           15.0  \n",
+      "7      The Meadowlands     67228.0    1995-10-22           17.0           16.0  \n",
+      "8             RCA Dome     49250.0    1995-10-29           17.0           10.0  \n",
+      "9      The Meadowlands     61462.0    1995-11-05           20.0            7.0  \n",
+      "10                 Bye         NaN           NaT            NaN            NaN  \n",
+      "11     The Meadowlands     54436.0    1995-11-19           28.0           26.0  \n",
+      "12            Kingdome     41160.0    1995-11-26           16.0           10.0  \n",
+      "13     The Meadowlands     52023.0    1995-12-03           23.0           20.0  \n",
+      "14     Foxboro Stadium     46617.0    1995-12-10           31.0           28.0  \n",
+      "15           Astrodome     35873.0    1995-12-17           23.0            6.0  \n",
+      "16     The Meadowlands     28885.0    1995-12-24           12.0            0.0  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 17/20 (Индекс в train: 520) ===\n",
+      "Оригинальная таблица: csv/204-csv/517.csv\n",
+      "Размер: 34 строк, 6 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "                        Name      Date of birth               Club  \\\n",
+      "0       Francis Bosschaerts    15 October 1956              Heist   \n",
+      "1                Peter Maes        1 June 1964            Lokeren   \n",
+      "2       Hein Vanhaezebrouck   16 February 1964           Kortrijk   \n",
+      "3      Frederik Vanderbiest    10 October 1977           Oostende   \n",
+      "4           Arnauld Mercier        4 June 1972        Boussu Dour   \n",
+      "5              Frank Defays    23 January 1974             Virton   \n",
+      "6      Serhiy Serebrennikov   1 September 1976          Roeselare   \n",
+      "7            Regi Van Acker      25 April 1955        Hoogstraten   \n",
+      "8              Francky Dury    11 October 1957      Zulte Waregem   \n",
+      "9              Dante Brogno         2 May 1966             Tubize   \n",
+      "10             Eric Franken                NaN           ASV Geel   \n",
+      "11        John van den Brom     4 October 1966         Anderlecht   \n",
+      "12           Tintín Márquez     7 January 1962              Eupen   \n",
+      "13         Lorenzo Staelens      30 April 1964      Cercle Brugge   \n",
+      "14          Dennis van Wijk   16 December 1962           Westerlo   \n",
+      "15            Stanley Menzo    15 October 1963             Lierse   \n",
+      "16          Yannick Ferrera  24 September 1980       Sint-Truiden   \n",
+      "17                Guy Luzon      7 August 1975     Standard Liège   \n",
+      "18  Jimmy Floyd Hasselbaink      27 March 1972            Antwerp   \n",
+      "19          Philippe Médery                NaN               Visé   \n",
+      "20             Felice Mazzu      12 March 1966          Charleroi   \n",
+      "21             Stijn Vreven       18 July 1973      Lommel United   \n",
+      "22       Michel Preud'homme    24 January 1959        Club Brugge   \n",
+      "23               Lionel Bah    2 February 1980        WS Brussels   \n",
+      "24           Guido Brepoels        7 June 1961       Dessel Sport   \n",
+      "25         Čedomir Janevski        3 July 1961               Mons   \n",
+      "26            Mircea Rednic       9 April 1962               Gent   \n",
+      "27              Bob Peeters    10 January 1974   Waasland-Beveren   \n",
+      "28            Rachid Chihab                NaN  Mouscron-Péruwelz   \n",
+      "29       Franky Vercauteren    28 October 1956           Mechelen   \n",
+      "30        Jean-Guy Wallemme     10 August 1967      RWDM Brussels   \n",
+      "31           René Desaeyere  14 September 1947              Aalst   \n",
+      "32           Emilio Ferrera       19 June 1967               Genk   \n",
+      "33                Ivan Leko    7 February 1978          OH Leuven   \n",
+      "\n",
+      "                   Division          Appointed    Time as manager  \n",
+      "0   Belgian Second Division        1 June 1999  15 years, 25 days  \n",
+      "1        Belgian Pro League        20 May 2010   4 years, 37 days  \n",
+      "2        Belgian Pro League        6 June 2010   4 years, 20 days  \n",
+      "3        Belgian Pro League   15 February 2011  3 years, 131 days  \n",
+      "4   Belgian Second Division      21 April 2011   3 years, 66 days  \n",
+      "5   Belgian Second Division        6 June 2011   3 years, 20 days  \n",
+      "6   Belgian Second Division       30 June 2011  2 years, 361 days  \n",
+      "7   Belgian Second Division   23 November 2011  2 years, 215 days  \n",
+      "8        Belgian Pro League   30 December 2011  2 years, 178 days  \n",
+      "9   Belgian Second Division   26 February 2012  2 years, 120 days  \n",
+      "10  Belgian Second Division      20 March 2012   2 years, 98 days  \n",
+      "11       Belgian Pro League        30 May 2012   2 years, 27 days  \n",
+      "12  Belgian Second Division        6 July 2012   1 year, 355 days  \n",
+      "13       Belgian Pro League       2 April 2013    1 year, 85 days  \n",
+      "14  Belgian Second Division      29 April 2013    1 year, 58 days  \n",
+      "15       Belgian Pro League        14 May 2013    1 year, 43 days  \n",
+      "16  Belgian Second Division        24 May 2013    1 year, 33 days  \n",
+      "17       Belgian Pro League        27 May 2013    1 year, 30 days  \n",
+      "18  Belgian Second Division        29 May 2013    1 year, 28 days  \n",
+      "19  Belgian Second Division        31 May 2013    1 year, 26 days  \n",
+      "20       Belgian Pro League        1 June 2013    1 year, 25 days  \n",
+      "21  Belgian Second Division        1 June 2013    1 year, 25 days  \n",
+      "22       Belgian Pro League  21 September 2013  0 years, 278 days  \n",
+      "23  Belgian Second Division  21 September 2013  0 years, 278 days  \n",
+      "24  Belgian Second Division  24 September 2013  0 years, 275 days  \n",
+      "25       Belgian Pro League  27 September 2013  0 years, 272 days  \n",
+      "26       Belgian Pro League     1 October 2013  0 years, 268 days  \n",
+      "27       Belgian Pro League    5 November 2013  0 years, 233 days  \n",
+      "28  Belgian Second Division   19 December 2013  0 years, 189 days  \n",
+      "29       Belgian Pro League     5 January 2014  0 years, 172 days  \n",
+      "30  Belgian Second Division    30 January 2014  0 years, 147 days  \n",
+      "31  Belgian Second Division    5 February 2014  0 years, 141 days  \n",
+      "32       Belgian Pro League   24 February 2014  0 years, 122 days  \n",
+      "33       Belgian Pro League   25 February 2014  0 years, 121 days  \n",
+      "Очищенная таблица:\n",
+      "                        Name      Date of birth               Club  \\\n",
+      "0       Francis Bosschaerts    15 October 1956              Heist   \n",
+      "1                Peter Maes        1 June 1964            Lokeren   \n",
+      "2       Hein Vanhaezebrouck   16 February 1964           Kortrijk   \n",
+      "3      Frederik Vanderbiest    10 October 1977           Oostende   \n",
+      "4           Arnauld Mercier        4 June 1972        Boussu Dour   \n",
+      "5              Frank Defays    23 January 1974             Virton   \n",
+      "6      Serhiy Serebrennikov   1 September 1976          Roeselare   \n",
+      "7            Regi Van Acker      25 April 1955        Hoogstraten   \n",
+      "8              Francky Dury    11 October 1957      Zulte Waregem   \n",
+      "9              Dante Brogno         2 May 1966             Tubize   \n",
+      "10             Eric Franken                NaN           ASV Geel   \n",
+      "11        John van den Brom     4 October 1966         Anderlecht   \n",
+      "12           Tintín Márquez     7 January 1962              Eupen   \n",
+      "13         Lorenzo Staelens      30 April 1964      Cercle Brugge   \n",
+      "14          Dennis van Wijk   16 December 1962           Westerlo   \n",
+      "15            Stanley Menzo    15 October 1963             Lierse   \n",
+      "16          Yannick Ferrera  24 September 1980       Sint-Truiden   \n",
+      "17                Guy Luzon      7 August 1975     Standard Liège   \n",
+      "18  Jimmy Floyd Hasselbaink      27 March 1972            Antwerp   \n",
+      "19          Philippe Médery                NaN               Visé   \n",
+      "20             Felice Mazzu      12 March 1966          Charleroi   \n",
+      "21             Stijn Vreven       18 July 1973      Lommel United   \n",
+      "22       Michel Preud'homme    24 January 1959        Club Brugge   \n",
+      "23               Lionel Bah    2 February 1980        WS Brussels   \n",
+      "24           Guido Brepoels        7 June 1961       Dessel Sport   \n",
+      "25         Čedomir Janevski        3 July 1961               Mons   \n",
+      "26            Mircea Rednic       9 April 1962               Gent   \n",
+      "27              Bob Peeters    10 January 1974   Waasland-Beveren   \n",
+      "28            Rachid Chihab                NaN  Mouscron-Péruwelz   \n",
+      "29       Franky Vercauteren    28 October 1956           Mechelen   \n",
+      "30        Jean-Guy Wallemme     10 August 1967      RWDM Brussels   \n",
+      "31           René Desaeyere  14 September 1947              Aalst   \n",
+      "32           Emilio Ferrera       19 June 1967               Genk   \n",
+      "33                Ivan Leko    7 February 1978          OH Leuven   \n",
+      "\n",
+      "                   Division          Appointed    Time as manager  \\\n",
+      "0   Belgian Second Division        1 June 1999  15 years, 25 days   \n",
+      "1        Belgian Pro League        20 May 2010   4 years, 37 days   \n",
+      "2        Belgian Pro League        6 June 2010   4 years, 20 days   \n",
+      "3        Belgian Pro League   15 February 2011  3 years, 131 days   \n",
+      "4   Belgian Second Division      21 April 2011   3 years, 66 days   \n",
+      "5   Belgian Second Division        6 June 2011   3 years, 20 days   \n",
+      "6   Belgian Second Division       30 June 2011  2 years, 361 days   \n",
+      "7   Belgian Second Division   23 November 2011  2 years, 215 days   \n",
+      "8        Belgian Pro League   30 December 2011  2 years, 178 days   \n",
+      "9   Belgian Second Division   26 February 2012  2 years, 120 days   \n",
+      "10  Belgian Second Division      20 March 2012   2 years, 98 days   \n",
+      "11       Belgian Pro League        30 May 2012   2 years, 27 days   \n",
+      "12  Belgian Second Division        6 July 2012   1 year, 355 days   \n",
+      "13       Belgian Pro League       2 April 2013    1 year, 85 days   \n",
+      "14  Belgian Second Division      29 April 2013    1 year, 58 days   \n",
+      "15       Belgian Pro League        14 May 2013    1 year, 43 days   \n",
+      "16  Belgian Second Division        24 May 2013    1 year, 33 days   \n",
+      "17       Belgian Pro League        27 May 2013    1 year, 30 days   \n",
+      "18  Belgian Second Division        29 May 2013    1 year, 28 days   \n",
+      "19  Belgian Second Division        31 May 2013    1 year, 26 days   \n",
+      "20       Belgian Pro League        1 June 2013    1 year, 25 days   \n",
+      "21  Belgian Second Division        1 June 2013    1 year, 25 days   \n",
+      "22       Belgian Pro League  21 September 2013  0 years, 278 days   \n",
+      "23  Belgian Second Division  21 September 2013  0 years, 278 days   \n",
+      "24  Belgian Second Division  24 September 2013  0 years, 275 days   \n",
+      "25       Belgian Pro League  27 September 2013  0 years, 272 days   \n",
+      "26       Belgian Pro League     1 October 2013  0 years, 268 days   \n",
+      "27       Belgian Pro League    5 November 2013  0 years, 233 days   \n",
+      "28  Belgian Second Division   19 December 2013  0 years, 189 days   \n",
+      "29       Belgian Pro League     5 January 2014  0 years, 172 days   \n",
+      "30  Belgian Second Division    30 January 2014  0 years, 147 days   \n",
+      "31  Belgian Second Division    5 February 2014  0 years, 141 days   \n",
+      "32       Belgian Pro League   24 February 2014  0 years, 122 days   \n",
+      "33       Belgian Pro League   25 February 2014  0 years, 121 days   \n",
+      "\n",
+      "   Date of birth_datetime  \n",
+      "0              1956-10-15  \n",
+      "1              1964-06-01  \n",
+      "2              1964-02-16  \n",
+      "3              1977-10-10  \n",
+      "4              1972-06-04  \n",
+      "5              1974-01-23  \n",
+      "6              1976-09-01  \n",
+      "7              1955-04-25  \n",
+      "8              1957-10-11  \n",
+      "9              1966-05-02  \n",
+      "10                    NaT  \n",
+      "11             1966-10-04  \n",
+      "12             1962-01-07  \n",
+      "13             1964-04-30  \n",
+      "14             1962-12-16  \n",
+      "15             1963-10-15  \n",
+      "16             1980-09-24  \n",
+      "17             1975-08-07  \n",
+      "18             1972-03-27  \n",
+      "19                    NaT  \n",
+      "20             1966-03-12  \n",
+      "21             1973-07-18  \n",
+      "22             1959-01-24  \n",
+      "23             1980-02-02  \n",
+      "24             1961-06-07  \n",
+      "25             1961-07-03  \n",
+      "26             1962-04-09  \n",
+      "27             1974-01-10  \n",
+      "28                    NaT  \n",
+      "29             1956-10-28  \n",
+      "30             1967-08-10  \n",
+      "31             1947-09-14  \n",
+      "32             1967-06-19  \n",
+      "33             1978-02-07  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 18/20 (Индекс в train: 488) ===\n",
+      "Оригинальная таблица: csv/203-csv/857.csv\n",
+      "Размер: 7 строк, 12 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "        Denomination   1870   1880   1890   1900   1910   1920   1930   1941  \\\n",
+      "0    Roman Catholic  72.3%  69.4%  64.7%  60.7%  59.8%  59.1%  60.7%  63.1%   \n",
+      "1         Calvinist   4.8%   6.1%   7.4%   8.9%   9.9%  10.9%  12.1%  13.6%   \n",
+      "2          Lutheran   5.3%   5.5%   5.6%   5.3%   4.9%   4.8%     5%   5.3%   \n",
+      "3            Jewish  16.6%  19.7%    21%  23.6%  23.1%  23.2%  20.3%  15.8%   \n",
+      "4            Others     1%   1.3%   1.3%   1.5%   2.2%     2%   1.9%   1.6%   \n",
+      "5  Without religion     0%     0%     0%     0%     0%     0%     0%     0%   \n",
+      "6         No answer     0%     0%     0%     0%     0%     0%     0%     0%   \n",
+      "\n",
+      "    1949   2001   2011  \n",
+      "0  69.8%  45.8%  28.9%  \n",
+      "1  15.5%  12.6%   8.5%  \n",
+      "2   5.4%   2.6%   1.7%  \n",
+      "3   6.4%   0.5%   0.4%  \n",
+      "4   1.4%   3.9%   3.5%  \n",
+      "5     0%  19.5%  22.9%  \n",
+      "6     0%  15.1%  34.1%  \n",
+      "Очищенная таблица:\n",
+      "        Denomination   1870   1880   1890   1900   1910   1920   1930   1941  \\\n",
+      "0    Roman Catholic  72.3%  69.4%  64.7%  60.7%  59.8%  59.1%  60.7%  63.1%   \n",
+      "1         Calvinist   4.8%   6.1%   7.4%   8.9%   9.9%  10.9%  12.1%  13.6%   \n",
+      "2          Lutheran   5.3%   5.5%   5.6%   5.3%   4.9%   4.8%     5%   5.3%   \n",
+      "3            Jewish  16.6%  19.7%    21%  23.6%  23.1%  23.2%  20.3%  15.8%   \n",
+      "4            Others     1%   1.3%   1.3%   1.5%   2.2%     2%   1.9%   1.6%   \n",
+      "5  Without religion     0%     0%     0%     0%     0%     0%     0%     0%   \n",
+      "6         No answer     0%     0%     0%     0%     0%     0%     0%     0%   \n",
+      "\n",
+      "    1949   2001   2011  \n",
+      "0  69.8%  45.8%  28.9%  \n",
+      "1  15.5%  12.6%   8.5%  \n",
+      "2   5.4%   2.6%   1.7%  \n",
+      "3   6.4%   0.5%   0.4%  \n",
+      "4   1.4%   3.9%   3.5%  \n",
+      "5     0%  19.5%  22.9%  \n",
+      "6     0%  15.1%  34.1%  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 19/20 (Индекс в train: 1535) ===\n",
+      "Оригинальная таблица: csv/204-csv/301.csv\n",
+      "Размер: 8 строк, 4 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "   Nationality                  Name             Term as a Deputy Judge  \\\n",
+      "0      Norway    Frederik Beichmann  30 January 1920 — 6 December 1930   \n",
+      "1       China       Wang Ch'ung-hui  30 January 1920 — 6 December 1930   \n",
+      "2     Finland          Rafael Erich  15 January 1931 — 1 February 1936   \n",
+      "3    Portugal  Jose Caeiro da Matta  15 January 1931 — 1 February 1936   \n",
+      "4     Romania     Demetre Negulesco  30 January 1920 — 6 December 1930   \n",
+      "5  Yugoslavia      Mileta Novaković  15 January 1931 — 1 February 1936   \n",
+      "6     Austria         Josef Redlich  15 January 1931 — 1 February 1936   \n",
+      "7  Yugoslavia     Mihajlo Jovanović  30 January 1920 — 6 December 1930   \n",
+      "\n",
+      "  Reason for termination  \n",
+      "0         Not re-elected  \n",
+      "1         Not re-elected  \n",
+      "2         Post abolished  \n",
+      "3         Post abolished  \n",
+      "4         Not re-elected  \n",
+      "5         Post abolished  \n",
+      "6         Post abolished  \n",
+      "7         Not re-elected  \n",
+      "Очищенная таблица:\n",
+      "   Nationality                  Name             Term as a Deputy Judge  \\\n",
+      "0      Norway    Frederik Beichmann  30 January 1920 — 6 December 1930   \n",
+      "1       China       Wang Ch'ung-hui  30 January 1920 — 6 December 1930   \n",
+      "2     Finland          Rafael Erich  15 January 1931 — 1 February 1936   \n",
+      "3    Portugal  Jose Caeiro da Matta  15 January 1931 — 1 February 1936   \n",
+      "4     Romania     Demetre Negulesco  30 January 1920 — 6 December 1930   \n",
+      "5  Yugoslavia      Mileta Novaković  15 January 1931 — 1 February 1936   \n",
+      "6     Austria         Josef Redlich  15 January 1931 — 1 February 1936   \n",
+      "7  Yugoslavia     Mihajlo Jovanović  30 January 1920 — 6 December 1930   \n",
+      "\n",
+      "  Reason for termination  \n",
+      "0         Not re-elected  \n",
+      "1         Not re-elected  \n",
+      "2         Post abolished  \n",
+      "3         Post abolished  \n",
+      "4         Not re-elected  \n",
+      "5         Post abolished  \n",
+      "6         Post abolished  \n",
+      "7         Not re-elected  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 20/20 (Индекс в train: 3582) ===\n",
+      "Оригинальная таблица: csv/204-csv/425.csv\n",
+      "Размер: 154 строк, 5 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "                            Name   Lifetime Nationality  \\\n",
+      "0    Jacques d'Adelswärd-Fersen  1880–1923      French   \n",
+      "1     Charles Coypeau d'Assoucy  1605-1677      French   \n",
+      "2                Torstein Dahle    b. 1947   Norwegian   \n",
+      "3                  Eva Dahlgren    b. 1960     Swedish   \n",
+      "4                Jeffrey Dahmer  1960–1994    American   \n",
+      "..                          ...        ...         ...   \n",
+      "149               Eleonora Duse  1859–1924     Italian   \n",
+      "150            Guillaume Dustan  1965–2005      French   \n",
+      "151              Andrea Dworkin  1946–2005    American   \n",
+      "152                Deborah Dyer    b. 1967     English   \n",
+      "153             Elana Dykewomon    b. 1949    American   \n",
+      "\n",
+      "                         Notable as Notes  \n",
+      "0             Aristocrat and writer     G  \n",
+      "1       Musician and burlesque poet     G  \n",
+      "2                        Politician     G  \n",
+      "3                      Pop musician     L  \n",
+      "4                     Serial killer     G  \n",
+      "..                              ...   ...  \n",
+      "149                           Actor     B  \n",
+      "150                          Writer     G  \n",
+      "151  Feminist, LGBT rights activist     L  \n",
+      "152                   Rock musician     B  \n",
+      "153                Activist, writer     L  \n",
+      "\n",
+      "[154 rows x 5 columns]\n",
+      "Очищенная таблица:\n",
+      "                            Name   Lifetime Nationality  \\\n",
+      "0    Jacques d'Adelswärd-Fersen  1880–1923      French   \n",
+      "1     Charles Coypeau d'Assoucy  1605-1677      French   \n",
+      "2                Torstein Dahle    b. 1947   Norwegian   \n",
+      "3                  Eva Dahlgren    b. 1960     Swedish   \n",
+      "4                Jeffrey Dahmer  1960–1994    American   \n",
+      "..                          ...        ...         ...   \n",
+      "149               Eleonora Duse  1859–1924     Italian   \n",
+      "150            Guillaume Dustan  1965–2005      French   \n",
+      "151              Andrea Dworkin  1946–2005    American   \n",
+      "152                Deborah Dyer    b. 1967     English   \n",
+      "153             Elana Dykewomon    b. 1949    American   \n",
+      "\n",
+      "                         Notable as Notes  \n",
+      "0             Aristocrat and writer     G  \n",
+      "1       Musician and burlesque poet     G  \n",
+      "2                        Politician     G  \n",
+      "3                      Pop musician     L  \n",
+      "4                     Serial killer     G  \n",
+      "..                              ...   ...  \n",
+      "149                           Actor     B  \n",
+      "150                          Writer     G  \n",
+      "151  Feminist, LGBT rights activist     L  \n",
+      "152                   Rock musician     B  \n",
+      "153                Activist, writer     L  \n",
+      "\n",
+      "[154 rows x 5 columns]\n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 21/20 (Индекс в train: 3811) ===\n",
+      "Оригинальная таблица: csv/203-csv/589.csv\n",
+      "Размер: 13 строк, 6 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "                 Protein              Natural Host  \\\n",
+      "0                 Ure2p  Saccharomyces cerevisiae   \n",
+      "1                Sup35p  Saccharomyces cerevisiae   \n",
+      "2                 HET-S        Podospora anserina   \n",
+      "3   vacuolar protease B  Saccharomyces cerevisiae   \n",
+      "4           MAP kinases        Podospora anserina   \n",
+      "5                 Rnq1p  Saccharomyces cerevisiae   \n",
+      "6                 Mca1*  Saccharomyces cerevisiae   \n",
+      "7                  Swi1  Saccharomyces cerevisiae   \n",
+      "8                  Cyc8  Saccharomyces cerevisiae   \n",
+      "9                  Mot3  Saccharomyces cerevisiae   \n",
+      "10            Pma1+Std1  Saccharomyces cerevisiae   \n",
+      "11                 Sfp1  Saccharomyces cerevisiae   \n",
+      "12                 Mod5  Saccharomyces cerevisiae   \n",
+      "\n",
+      "                                      Normal Function    Prion State  \\\n",
+      "0                       Nitrogen catabolite repressor         [URE3]   \n",
+      "1                      Translation termination factor         [PSI+]   \n",
+      "2              Regulates heterokaryon incompatibility        [Het-s]   \n",
+      "3       death in stationary phase, failure in meiosis            [β]   \n",
+      "4                      increased pigment, slow growth            [C]   \n",
+      "5                             Protein template factor  [RNQ+],[PIN+]   \n",
+      "6                              Putative Yeast Caspase         [MCA+]   \n",
+      "7                                Chromatin remodeling         [SWI+]   \n",
+      "8                           Transcriptional repressor         [OCT+]   \n",
+      "9                        Nuclear transcription factor        [MOT3+]   \n",
+      "10  Pma1 = major plasma membrane proton pump, Std1...         [GAR+]   \n",
+      "11                   Global transcriptional regulator         [ISP+]   \n",
+      "12                                                NaN         [MOD+]   \n",
+      "\n",
+      "                                      Prion Phenotype  Year Identified  \n",
+      "0                     Growth on poor nitrogen sources             1994  \n",
+      "1            Increased levels of nonsense suppression             1994  \n",
+      "2   Heterokaryon formation between incompatible st...             1997  \n",
+      "3   failure to degrade cellular proteins under N s...             2003  \n",
+      "4                                                 NaN             2006  \n",
+      "5                Promotes aggregation of other prions             2008  \n",
+      "6                                             Unknown             2008  \n",
+      "7                  Poor growth on some carbon sources             2008  \n",
+      "8      Transcriptional derepression of multiple genes             2009  \n",
+      "9     Transcriptional derepression of anaerobic genes             2009  \n",
+      "10         Resistant to glucose-associated repression             2009  \n",
+      "11          Antisuppressor of certain sup35 mutations             2010  \n",
+      "12                                                NaN             2012  \n",
+      "Очищенная таблица:\n",
+      "                 Protein              Natural Host  \\\n",
+      "0                 Ure2p  Saccharomyces cerevisiae   \n",
+      "1                Sup35p  Saccharomyces cerevisiae   \n",
+      "2                 HET-S        Podospora anserina   \n",
+      "3   vacuolar protease B  Saccharomyces cerevisiae   \n",
+      "4           MAP kinases        Podospora anserina   \n",
+      "5                 Rnq1p  Saccharomyces cerevisiae   \n",
+      "6                 Mca1*  Saccharomyces cerevisiae   \n",
+      "7                  Swi1  Saccharomyces cerevisiae   \n",
+      "8                  Cyc8  Saccharomyces cerevisiae   \n",
+      "9                  Mot3  Saccharomyces cerevisiae   \n",
+      "10            Pma1+Std1  Saccharomyces cerevisiae   \n",
+      "11                 Sfp1  Saccharomyces cerevisiae   \n",
+      "12                 Mod5  Saccharomyces cerevisiae   \n",
+      "\n",
+      "                                      Normal Function    Prion State  \\\n",
+      "0                       Nitrogen catabolite repressor         [URE3]   \n",
+      "1                      Translation termination factor         [PSI+]   \n",
+      "2              Regulates heterokaryon incompatibility        [Het-s]   \n",
+      "3       death in stationary phase, failure in meiosis            [β]   \n",
+      "4                      increased pigment, slow growth            [C]   \n",
+      "5                             Protein template factor  [RNQ+],[PIN+]   \n",
+      "6                              Putative Yeast Caspase         [MCA+]   \n",
+      "7                                Chromatin remodeling         [SWI+]   \n",
+      "8                           Transcriptional repressor         [OCT+]   \n",
+      "9                        Nuclear transcription factor        [MOT3+]   \n",
+      "10  Pma1 = major plasma membrane proton pump, Std1...         [GAR+]   \n",
+      "11                   Global transcriptional regulator         [ISP+]   \n",
+      "12                                                NaN         [MOD+]   \n",
+      "\n",
+      "                                      Prion Phenotype  Year Identified  \n",
+      "0                     Growth on poor nitrogen sources             1994  \n",
+      "1            Increased levels of nonsense suppression             1994  \n",
+      "2   Heterokaryon formation between incompatible st...             1997  \n",
+      "3   failure to degrade cellular proteins under N s...             2003  \n",
+      "4                                                 NaN             2006  \n",
+      "5                Promotes aggregation of other prions             2008  \n",
+      "6                                             Unknown             2008  \n",
+      "7                  Poor growth on some carbon sources             2008  \n",
+      "8      Transcriptional derepression of multiple genes             2009  \n",
+      "9     Transcriptional derepression of anaerobic genes             2009  \n",
+      "10         Resistant to glucose-associated repression             2009  \n",
+      "11          Antisuppressor of certain sup35 mutations             2010  \n",
+      "12                                                NaN             2012  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 22/20 (Индекс в train: 8279) ===\n",
+      "Оригинальная таблица: csv/203-csv/580.csv\n",
+      "Размер: 36 строк, 7 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "                                      Title  Release  \\\n",
+      "0                          Bionicle Heroes     2006   \n",
+      "1             Bionicle: Matoran Adventures     2002   \n",
+      "2                Bionicle: Maze of Shadows     2005   \n",
+      "3           Bionicle: Tales of the Tohunga     2001   \n",
+      "4                       Bionicle: The Game     2003   \n",
+      "5                             Drome Racers     2002   \n",
+      "6                     Island Xtreme Stunts     2002   \n",
+      "7                          Lego Alpha Team     2000   \n",
+      "8                             Lego Battles     2009   \n",
+      "9                    Lego Battles: Ninjago     2011   \n",
+      "10                              Lego Chess     1998   \n",
+      "11                    Lego City Undercover     2013   \n",
+      "12  Lego City Undercover: The Chase Begins     2013   \n",
+      "13                        Lego Creationary     2011   \n",
+      "14                            Lego Creator     1998   \n",
+      "15           Lego Creator: Knights Kingdom     2000   \n",
+      "16                            Lego Friends     2013   \n",
+      "17                             Lego Island     1997   \n",
+      "18   Lego Island 2 The Brickster's Revenge     2001   \n",
+      "19                   Lego Knights' Kingdom     2004   \n",
+      "20            Lego Legends of Chima Online     2014   \n",
+      "21  Lego Legends of Chima: Laval's Journey     2013   \n",
+      "22         Lego Legends of Chima: Speedorz     2013   \n",
+      "23                               Lego Loco     1998   \n",
+      "24                 Lego Minifigures Online     2014   \n",
+      "25              Lego My Style Kindergarten     2000   \n",
+      "26                 Lego My Style Preschool     2000   \n",
+      "27                  Lego Ninjago Nindroids     2014   \n",
+      "28          Lego Ninjago: The Final Battle     2013   \n",
+      "29                             Lego Racers     1999   \n",
+      "30                           Lego Racers 2     2001   \n",
+      "31                       Lego Rock Raiders     1999   \n",
+      "32                       Lego Soccer Mania     2002   \n",
+      "33                        Lego Stunt Rally     2000   \n",
+      "34                           Lego Universe     2010   \n",
+      "35                                Legoland     1999   \n",
+      "\n",
+      "                                     Genre         Computer  \\\n",
+      "0                     Third-person shooter          Windows   \n",
+      "1                               Platformer                —   \n",
+      "2                           Turn Based RPG                —   \n",
+      "3                                Adventure                —   \n",
+      "4                                Adventure    Windows, OS X   \n",
+      "5                                   Racing          Windows   \n",
+      "6                         Action-adventure          Windows   \n",
+      "7                                   Action          Windows   \n",
+      "8                       Real-time strategy                —   \n",
+      "9                       Real-time strategy                —   \n",
+      "10                                Strategy          Windows   \n",
+      "11               Open world, Platform game                —   \n",
+      "12               Open world, Platform game                —   \n",
+      "13                                  Puzzle                —   \n",
+      "14  Construction and management simulation          Windows   \n",
+      "15  Construction and management simulation          Windows   \n",
+      "16                           Miscellaneous                —   \n",
+      "17                        Action-adventure          Windows   \n",
+      "18                        Action-adventure          Windows   \n",
+      "19                        Action-adventure                —   \n",
+      "20      Massively multiplayer online (MMO)          Windows   \n",
+      "21                        Action-adventure                —   \n",
+      "22                                  Racing          Windows   \n",
+      "23                           Virtual world          Windows   \n",
+      "24      Massively multiplayer online (MMO)          Windows   \n",
+      "25                             Educational  Windows, Mac OS   \n",
+      "26                             Educational  Windows, Mac OS   \n",
+      "27                        Action-adventure                —   \n",
+      "28                              Platformer          Windows   \n",
+      "29                                  Racing          Windows   \n",
+      "30                                  Racing          Windows   \n",
+      "31              Real-time strategy, Action          Windows   \n",
+      "32                                   Sport          Windows   \n",
+      "33                                  Racing          Windows   \n",
+      "34      Massively multiplayer online (MMO)    Windows, OS X   \n",
+      "35                     Simulation strategy          Windows   \n",
+      "\n",
+      "                                         Console  \\\n",
+      "0   PlayStation 2, GameCube, Xbox, Xbox 360, Wii   \n",
+      "1                                              —   \n",
+      "2                                              —   \n",
+      "3                                              —   \n",
+      "4                  PlayStation 2, GameCube, Xbox   \n",
+      "5                  PlayStation 2, GameCube, Xbox   \n",
+      "6                                  PlayStation 2   \n",
+      "7                                              —   \n",
+      "8                                              —   \n",
+      "9                                              —   \n",
+      "10                                             —   \n",
+      "11                                         Wii U   \n",
+      "12                                             —   \n",
+      "13                                             —   \n",
+      "14                                             —   \n",
+      "15                                             —   \n",
+      "16                                             —   \n",
+      "17                                             —   \n",
+      "18                                   PlayStation   \n",
+      "19                                             —   \n",
+      "20                                             —   \n",
+      "21                                             —   \n",
+      "22                                             —   \n",
+      "23                                             —   \n",
+      "24                                             —   \n",
+      "25                                             —   \n",
+      "26                                             —   \n",
+      "27                                             —   \n",
+      "28                                             —   \n",
+      "29                      PlayStation, Nintendo 64   \n",
+      "30                                 PlayStation 2   \n",
+      "31                                   PlayStation   \n",
+      "32                                 PlayStation 2   \n",
+      "33                                             —   \n",
+      "34                                             —   \n",
+      "35                                             —   \n",
+      "\n",
+      "                                       Handheld    Smartphone  \n",
+      "0                                   Nintendo DS             —  \n",
+      "1                              Game Boy Advance             —  \n",
+      "2                              Game Boy Advance             —  \n",
+      "3                              Game Boy Advance             —  \n",
+      "4                              Game Boy Advance             —  \n",
+      "5                              Game Boy Advance             —  \n",
+      "6                              Game Boy Advance             —  \n",
+      "7                                Game Boy Color             —  \n",
+      "8                                   Nintendo DS             —  \n",
+      "9                                   Nintendo DS           iOS  \n",
+      "10                                            —             —  \n",
+      "11                                            —             —  \n",
+      "12                                 Nintendo 3DS             —  \n",
+      "13                                            —  iOS, Android  \n",
+      "14                                            —             —  \n",
+      "15                                            —             —  \n",
+      "16                    Nintendo DS, Nintendo 3DS             —  \n",
+      "17                                            —             —  \n",
+      "18             Game Boy Color, Game Boy Advance             —  \n",
+      "19                             Game Boy Advance             —  \n",
+      "20                                            —             —  \n",
+      "21  Nintendo DS, Nintendo 3DS, PlayStation Vita             —  \n",
+      "22                                            —           iOS  \n",
+      "23                                            —             —  \n",
+      "24                                            —  iOS, Android  \n",
+      "25                                            —             —  \n",
+      "26                                            —             —  \n",
+      "27               Nintendo 3DS, PlayStation Vita             —  \n",
+      "28                                            —             —  \n",
+      "29                               Game Boy Color             —  \n",
+      "30                             Game Boy Advance             —  \n",
+      "31                                            —             —  \n",
+      "32                             Game Boy Advance             —  \n",
+      "33                               Game Boy Color             —  \n",
+      "34                                            —             —  \n",
+      "35                                            —             —  \n",
+      "Очищенная таблица:\n",
+      "                                      Title  Release  \\\n",
+      "0                          Bionicle Heroes     2006   \n",
+      "1             Bionicle: Matoran Adventures     2002   \n",
+      "2                Bionicle: Maze of Shadows     2005   \n",
+      "3           Bionicle: Tales of the Tohunga     2001   \n",
+      "4                       Bionicle: The Game     2003   \n",
+      "5                             Drome Racers     2002   \n",
+      "6                     Island Xtreme Stunts     2002   \n",
+      "7                          Lego Alpha Team     2000   \n",
+      "8                             Lego Battles     2009   \n",
+      "9                    Lego Battles: Ninjago     2011   \n",
+      "10                              Lego Chess     1998   \n",
+      "11                    Lego City Undercover     2013   \n",
+      "12  Lego City Undercover: The Chase Begins     2013   \n",
+      "13                        Lego Creationary     2011   \n",
+      "14                            Lego Creator     1998   \n",
+      "15           Lego Creator: Knights Kingdom     2000   \n",
+      "16                            Lego Friends     2013   \n",
+      "17                             Lego Island     1997   \n",
+      "18   Lego Island 2 The Brickster's Revenge     2001   \n",
+      "19                   Lego Knights' Kingdom     2004   \n",
+      "20            Lego Legends of Chima Online     2014   \n",
+      "21  Lego Legends of Chima: Laval's Journey     2013   \n",
+      "22         Lego Legends of Chima: Speedorz     2013   \n",
+      "23                               Lego Loco     1998   \n",
+      "24                 Lego Minifigures Online     2014   \n",
+      "25              Lego My Style Kindergarten     2000   \n",
+      "26                 Lego My Style Preschool     2000   \n",
+      "27                  Lego Ninjago Nindroids     2014   \n",
+      "28          Lego Ninjago: The Final Battle     2013   \n",
+      "29                             Lego Racers     1999   \n",
+      "30                           Lego Racers 2     2001   \n",
+      "31                       Lego Rock Raiders     1999   \n",
+      "32                       Lego Soccer Mania     2002   \n",
+      "33                        Lego Stunt Rally     2000   \n",
+      "34                           Lego Universe     2010   \n",
+      "35                                Legoland     1999   \n",
+      "\n",
+      "                                     Genre         Computer  \\\n",
+      "0                     Third-person shooter          Windows   \n",
+      "1                               Platformer              NaN   \n",
+      "2                           Turn Based RPG              NaN   \n",
+      "3                                Adventure              NaN   \n",
+      "4                                Adventure    Windows, OS X   \n",
+      "5                                   Racing          Windows   \n",
+      "6                         Action-adventure          Windows   \n",
+      "7                                   Action          Windows   \n",
+      "8                       Real-time strategy              NaN   \n",
+      "9                       Real-time strategy              NaN   \n",
+      "10                                Strategy          Windows   \n",
+      "11               Open world, Platform game              NaN   \n",
+      "12               Open world, Platform game              NaN   \n",
+      "13                                  Puzzle              NaN   \n",
+      "14  Construction and management simulation          Windows   \n",
+      "15  Construction and management simulation          Windows   \n",
+      "16                           Miscellaneous              NaN   \n",
+      "17                        Action-adventure          Windows   \n",
+      "18                        Action-adventure          Windows   \n",
+      "19                        Action-adventure              NaN   \n",
+      "20      Massively multiplayer online (MMO)          Windows   \n",
+      "21                        Action-adventure              NaN   \n",
+      "22                                  Racing          Windows   \n",
+      "23                           Virtual world          Windows   \n",
+      "24      Massively multiplayer online (MMO)          Windows   \n",
+      "25                             Educational  Windows, Mac OS   \n",
+      "26                             Educational  Windows, Mac OS   \n",
+      "27                        Action-adventure              NaN   \n",
+      "28                              Platformer          Windows   \n",
+      "29                                  Racing          Windows   \n",
+      "30                                  Racing          Windows   \n",
+      "31              Real-time strategy, Action          Windows   \n",
+      "32                                   Sport          Windows   \n",
+      "33                                  Racing          Windows   \n",
+      "34      Massively multiplayer online (MMO)    Windows, OS X   \n",
+      "35                     Simulation strategy          Windows   \n",
+      "\n",
+      "                                         Console  \\\n",
+      "0   PlayStation 2, GameCube, Xbox, Xbox 360, Wii   \n",
+      "1                                            NaN   \n",
+      "2                                            NaN   \n",
+      "3                                            NaN   \n",
+      "4                  PlayStation 2, GameCube, Xbox   \n",
+      "5                  PlayStation 2, GameCube, Xbox   \n",
+      "6                                  PlayStation 2   \n",
+      "7                                            NaN   \n",
+      "8                                            NaN   \n",
+      "9                                            NaN   \n",
+      "10                                           NaN   \n",
+      "11                                         Wii U   \n",
+      "12                                           NaN   \n",
+      "13                                           NaN   \n",
+      "14                                           NaN   \n",
+      "15                                           NaN   \n",
+      "16                                           NaN   \n",
+      "17                                           NaN   \n",
+      "18                                   PlayStation   \n",
+      "19                                           NaN   \n",
+      "20                                           NaN   \n",
+      "21                                           NaN   \n",
+      "22                                           NaN   \n",
+      "23                                           NaN   \n",
+      "24                                           NaN   \n",
+      "25                                           NaN   \n",
+      "26                                           NaN   \n",
+      "27                                           NaN   \n",
+      "28                                           NaN   \n",
+      "29                      PlayStation, Nintendo 64   \n",
+      "30                                 PlayStation 2   \n",
+      "31                                   PlayStation   \n",
+      "32                                 PlayStation 2   \n",
+      "33                                           NaN   \n",
+      "34                                           NaN   \n",
+      "35                                           NaN   \n",
+      "\n",
+      "                                       Handheld    Smartphone  \n",
+      "0                                   Nintendo DS           NaN  \n",
+      "1                              Game Boy Advance           NaN  \n",
+      "2                              Game Boy Advance           NaN  \n",
+      "3                              Game Boy Advance           NaN  \n",
+      "4                              Game Boy Advance           NaN  \n",
+      "5                              Game Boy Advance           NaN  \n",
+      "6                              Game Boy Advance           NaN  \n",
+      "7                                Game Boy Color           NaN  \n",
+      "8                                   Nintendo DS           NaN  \n",
+      "9                                   Nintendo DS           iOS  \n",
+      "10                                          NaN           NaN  \n",
+      "11                                          NaN           NaN  \n",
+      "12                                 Nintendo 3DS           NaN  \n",
+      "13                                          NaN  iOS, Android  \n",
+      "14                                          NaN           NaN  \n",
+      "15                                          NaN           NaN  \n",
+      "16                    Nintendo DS, Nintendo 3DS           NaN  \n",
+      "17                                          NaN           NaN  \n",
+      "18             Game Boy Color, Game Boy Advance           NaN  \n",
+      "19                             Game Boy Advance           NaN  \n",
+      "20                                          NaN           NaN  \n",
+      "21  Nintendo DS, Nintendo 3DS, PlayStation Vita           NaN  \n",
+      "22                                          NaN           iOS  \n",
+      "23                                          NaN           NaN  \n",
+      "24                                          NaN  iOS, Android  \n",
+      "25                                          NaN           NaN  \n",
+      "26                                          NaN           NaN  \n",
+      "27               Nintendo 3DS, PlayStation Vita           NaN  \n",
+      "28                                          NaN           NaN  \n",
+      "29                               Game Boy Color           NaN  \n",
+      "30                             Game Boy Advance           NaN  \n",
+      "31                                          NaN           NaN  \n",
+      "32                             Game Boy Advance           NaN  \n",
+      "33                               Game Boy Color           NaN  \n",
+      "34                                          NaN           NaN  \n",
+      "35                                          NaN           NaN  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 23/20 (Индекс в train: 9863) ===\n",
+      "Оригинальная таблица: csv/203-csv/139.csv\n",
+      "Размер: 16 строк, 6 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "                                                  Name Abbr.  \\\n",
+      "0   Serbian Progressive Party\\nСрпска напредна стр...   SNS   \n",
+      "1   Socialist Party of Serbia\\nСоцијалистичка парт...   SPS   \n",
+      "2   Democratic Party\\nДемократска странка / Demokr...    DS   \n",
+      "3   Party of United Pensioners of Serbia\\nПартија ...  PUPS   \n",
+      "4   New Democratic Party\\nНова демократска странка...   NDS   \n",
+      "5   Social Democratic Party of Serbia\\nСоцијалдемо...  SDPS   \n",
+      "6   United Serbia\\nЈединствена Србија/ Jedinstvena...    JS   \n",
+      "7   League of Social Democrats of Vojvodina\\nЛига ...   LSV   \n",
+      "8                New Serbia\\nНова Србија/ Nova Srbija    NS   \n",
+      "9   Alliance of Vojvodina Hungarians\\nСавез војвођ...   SVM   \n",
+      "10  Serbian Renewal Movement\\nСрпски покрет обнове...   SPO   \n",
+      "11  Movement of Socialists\\nПокрет социјалиста/ Po...    PS   \n",
+      "12  Party of Democratic Action of Sandžak\\nСтранка...   SDA   \n",
+      "13  Together for Serbia\\nЗаједно за Србију / Zajed...   ZZS   \n",
+      "14             New Party\\nНова странка / Nova stranka  NOVA   \n",
+      "15  Party for Democratic Action\\nПартија за демокр...   PDD   \n",
+      "\n",
+      "               Leader                          Ideology  \\\n",
+      "0    Aleksandar Vučić                      Conservatism   \n",
+      "1         Ivica Dačić                         Socialism   \n",
+      "2        Dragan Đilas       Social democracy, Third Way   \n",
+      "3     Jovan Krkobabić             Pensioners' interests   \n",
+      "4         Boris Tadić  Social democracy, Green politics   \n",
+      "5        Rasim Ljajić                  Social democracy   \n",
+      "6     Dragan Marković                          Populism   \n",
+      "7         Nenad Čanak     Social democracy, Regionalism   \n",
+      "8        Velimir Ilić                          Populism   \n",
+      "9      István Pásztor       Hungarian minority politics   \n",
+      "10      Vuk Drašković       Monarchism, Pro-Europeanism   \n",
+      "11   Aleksandar Vulin                Socialism, Marxism   \n",
+      "12  Sulejman Ugljanin         Bosniak minority politics   \n",
+      "13     Dušan Petrović                  Social democracy   \n",
+      "14     Zoran Živković       Liberalism, Pro-Europeanism   \n",
+      "15        Riza Halimi        Albanian minority politics   \n",
+      "\n",
+      "          Political position        MPs  \n",
+      "0               Centre-right  134 / 250  \n",
+      "1   Centre-left to Left-wing   25 / 250  \n",
+      "2      Centre-left to Centre   17 / 250  \n",
+      "3                  Left-wing   12 / 250  \n",
+      "4                Centre-left   10 / 250  \n",
+      "5                Centre-left   10 / 250  \n",
+      "6                 Right-wing    7 / 250  \n",
+      "7                Centre-left    6 / 250  \n",
+      "8               Centre-right    6 / 250  \n",
+      "9          Minority politics    6 / 250  \n",
+      "10              Centre-right    5 / 250  \n",
+      "11     Left-wing to Far-left    3 / 250  \n",
+      "12         Minority politics    3 / 250  \n",
+      "13               Centre-left    2 / 250  \n",
+      "14                    Centre    2 / 250  \n",
+      "15         Minority politics    2 / 250  \n",
+      "Очищенная таблица:\n",
+      "                                                  Name Abbr.  \\\n",
+      "0   Serbian Progressive Party\\nСрпска напредна стр...   SNS   \n",
+      "1   Socialist Party of Serbia\\nСоцијалистичка парт...   SPS   \n",
+      "2   Democratic Party\\nДемократска странка / Demokr...    DS   \n",
+      "3   Party of United Pensioners of Serbia\\nПартија ...  PUPS   \n",
+      "4   New Democratic Party\\nНова демократска странка...   NDS   \n",
+      "5   Social Democratic Party of Serbia\\nСоцијалдемо...  SDPS   \n",
+      "6   United Serbia\\nЈединствена Србија/ Jedinstvena...    JS   \n",
+      "7   League of Social Democrats of Vojvodina\\nЛига ...   LSV   \n",
+      "8                New Serbia\\nНова Србија/ Nova Srbija    NS   \n",
+      "9   Alliance of Vojvodina Hungarians\\nСавез војвођ...   SVM   \n",
+      "10  Serbian Renewal Movement\\nСрпски покрет обнове...   SPO   \n",
+      "11  Movement of Socialists\\nПокрет социјалиста/ Po...    PS   \n",
+      "12  Party of Democratic Action of Sandžak\\nСтранка...   SDA   \n",
+      "13  Together for Serbia\\nЗаједно за Србију / Zajed...   ZZS   \n",
+      "14             New Party\\nНова странка / Nova stranka  NOVA   \n",
+      "15  Party for Democratic Action\\nПартија за демокр...   PDD   \n",
+      "\n",
+      "               Leader                          Ideology  \\\n",
+      "0    Aleksandar Vučić                      Conservatism   \n",
+      "1         Ivica Dačić                         Socialism   \n",
+      "2        Dragan Đilas       Social democracy, Third Way   \n",
+      "3     Jovan Krkobabić             Pensioners' interests   \n",
+      "4         Boris Tadić  Social democracy, Green politics   \n",
+      "5        Rasim Ljajić                  Social democracy   \n",
+      "6     Dragan Marković                          Populism   \n",
+      "7         Nenad Čanak     Social democracy, Regionalism   \n",
+      "8        Velimir Ilić                          Populism   \n",
+      "9      István Pásztor       Hungarian minority politics   \n",
+      "10      Vuk Drašković       Monarchism, Pro-Europeanism   \n",
+      "11   Aleksandar Vulin                Socialism, Marxism   \n",
+      "12  Sulejman Ugljanin         Bosniak minority politics   \n",
+      "13     Dušan Petrović                  Social democracy   \n",
+      "14     Zoran Živković       Liberalism, Pro-Europeanism   \n",
+      "15        Riza Halimi        Albanian minority politics   \n",
+      "\n",
+      "          Political position        MPs  \n",
+      "0               Centre-right  134 / 250  \n",
+      "1   Centre-left to Left-wing   25 / 250  \n",
+      "2      Centre-left to Centre   17 / 250  \n",
+      "3                  Left-wing   12 / 250  \n",
+      "4                Centre-left   10 / 250  \n",
+      "5                Centre-left   10 / 250  \n",
+      "6                 Right-wing    7 / 250  \n",
+      "7                Centre-left    6 / 250  \n",
+      "8               Centre-right    6 / 250  \n",
+      "9          Minority politics    6 / 250  \n",
+      "10              Centre-right    5 / 250  \n",
+      "11     Left-wing to Far-left    3 / 250  \n",
+      "12         Minority politics    3 / 250  \n",
+      "13               Centre-left    2 / 250  \n",
+      "14                    Centre    2 / 250  \n",
+      "15         Minority politics    2 / 250  \n",
+      "\n",
+      "==================================================\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\PC\\MyProjects\\Semtab\\WTQ\\Qwen\\normalize.py:112: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
+      "  clean_date_attempt = df[col].str.replace(r'\\*$', '', regex=True)\n",
+      "C:\\Users\\PC\\MyProjects\\Semtab\\WTQ\\Qwen\\normalize.py:112: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
+      "  clean_date_attempt = df[col].str.replace(r'\\*$', '', regex=True)\n",
+      "C:\\Users\\PC\\MyProjects\\Semtab\\WTQ\\Qwen\\normalize.py:112: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
+      "  clean_date_attempt = df[col].str.replace(r'\\*$', '', regex=True)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "=== Таблица 24/20 (Индекс в train: 434) ===\n",
+      "Оригинальная таблица: csv/203-csv/336.csv\n",
+      "Размер: 27 строк, 9 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "       #     Date     Opponent       Score               Win              Loss  \\\n",
+      "0    74   July 1     Mariners       4 - 3       Perry (6-7)        Leal (5-6)   \n",
+      "1    75   July 2      @ Twins       9 - 4      Murray (4-3)      Havens (3-6)   \n",
+      "2    76   July 3      @ Twins       2 - 1    O'Connor (1-2)      Clancy (7-5)   \n",
+      "3    77   July 4      @ Twins       4 - 3      Little (1-0)      Stieb (6-10)   \n",
+      "4    78   July 5    @ Rangers       3 - 2     Matlack (4-5)        Leal (5-7)   \n",
+      "5    79   July 6    @ Rangers       4 - 3      Murray (5-3)     Tanana (4-10)   \n",
+      "6    80   July 7     @ Royals       3 - 1       Gura (10-4)      Clancy (7-6)   \n",
+      "7    81   July 8     @ Royals       5 - 4      Stieb (7-10)   Armstrong (2-3)   \n",
+      "8    82   July 9    White Sox       7 - 6      Murray (6-3)     Dotson (3-10)   \n",
+      "9    83  July 10    White Sox       6 - 5   Escárrega (1-1)        Gott (1-5)   \n",
+      "10   84  July 11    White Sox      16 - 7       Burns (9-4)      Clancy (7-7)   \n",
+      "11   85  July 15      Rangers       5 - 1      Stieb (8-10)  Honeycutt (4-10)   \n",
+      "12   86  July 16      Rangers       6 - 0      Clancy (8-7)       Hough (7-8)   \n",
+      "13   87  July 17      Rangers      11 - 3     Jackson (3-6)     Butcher (0-1)   \n",
+      "14   88  July 18      Rangers  5 - 4 (10)  McLaughlin (8-3)      Darwin (6-4)   \n",
+      "15   89  July 19       Royals       4 - 2        Leal (6-7)       Black (3-3)   \n",
+      "16   90  July 20       Royals       9 - 2      Stieb (9-10)       Gura (10-7)   \n",
+      "17   91  July 21       Royals       9 - 7        Blue (7-7)      Clancy (8-8)   \n",
+      "18   92  July 22  @ White Sox       3 - 2      Burns (10-4)  McLaughlin (8-4)   \n",
+      "19   93  July 23  @ White Sox       7 - 1        Leal (7-7)      Barnes (0-2)   \n",
+      "20   94  July 24  @ White Sox       8 - 1     Stieb (10-10)        Lamp (7-5)   \n",
+      "21   95  July 25  @ White Sox       5 - 3       Hoyt (12-9)      Clancy (8-9)   \n",
+      "22   96  July 26    @ Red Sox       3 - 2  Eckersley (11-8)        Gott (1-6)   \n",
+      "23   97  July 27    @ Red Sox       3 - 1        Leal (8-7)       Tudor (6-8)   \n",
+      "24   98  July 28    @ Red Sox       9 - 7       Ojeda (4-5)     Jackson (3-7)   \n",
+      "25   99  July 30       Tigers  6 - 5 (12)      Murray (7-3)       James (0-2)   \n",
+      "26  100  July 31       Tigers  1 - 0 (10)        Gott (2-6)      Rucker (1-1)   \n",
+      "\n",
+      "                Save Attendance Record  \n",
+      "0       Caudill (14)     21,004  33-41  \n",
+      "1     McLaughlin (3)      7,503  34-41  \n",
+      "2                NaN      9,591  34-42  \n",
+      "3                NaN      6,532  34-43  \n",
+      "4         Darwin (4)     29,126  34-44  \n",
+      "5                NaN      9,657  35-44  \n",
+      "6                NaN     22,217  35-45  \n",
+      "7     McLaughlin (4)     24,409  36-45  \n",
+      "8     McLaughlin (5)     15,131  37-45  \n",
+      "9         Hickey (4)     17,035  37-46  \n",
+      "10               NaN     16,169  37-47  \n",
+      "11               NaN     14,123  38-47  \n",
+      "12               NaN     13,359  39-47  \n",
+      "13               NaN     17,080  40-47  \n",
+      "14               NaN     15,512  41-47  \n",
+      "15               NaN     16,466  42-47  \n",
+      "16               NaN     18,552  43-47  \n",
+      "17  Quisenberry (23)     19,152  43-48  \n",
+      "18               NaN     21,875  43-49  \n",
+      "19       Jackson (5)     27,770  44-49  \n",
+      "20        Murray (1)     21,821  45-49  \n",
+      "21               NaN     17,452  45-50  \n",
+      "22               NaN     22,261  45-51  \n",
+      "23               NaN     27,077  46-51  \n",
+      "24       Stanley (8)     18,627  46-52  \n",
+      "25               NaN     18,262  47-52  \n",
+      "26               NaN     21,007  48-52  \n",
+      "Очищенная таблица:\n",
+      "       #     Date     Opponent       Score               Win              Loss  \\\n",
+      "0    74   July 1     Mariners       4 - 3       Perry (6-7)        Leal (5-6)   \n",
+      "1    75   July 2      @ Twins       9 - 4      Murray (4-3)      Havens (3-6)   \n",
+      "2    76   July 3      @ Twins       2 - 1    O'Connor (1-2)      Clancy (7-5)   \n",
+      "3    77   July 4      @ Twins       4 - 3      Little (1-0)      Stieb (6-10)   \n",
+      "4    78   July 5    @ Rangers       3 - 2     Matlack (4-5)        Leal (5-7)   \n",
+      "5    79   July 6    @ Rangers       4 - 3      Murray (5-3)     Tanana (4-10)   \n",
+      "6    80   July 7     @ Royals       3 - 1       Gura (10-4)      Clancy (7-6)   \n",
+      "7    81   July 8     @ Royals       5 - 4      Stieb (7-10)   Armstrong (2-3)   \n",
+      "8    82   July 9    White Sox       7 - 6      Murray (6-3)     Dotson (3-10)   \n",
+      "9    83  July 10    White Sox       6 - 5   Escárrega (1-1)        Gott (1-5)   \n",
+      "10   84  July 11    White Sox      16 - 7       Burns (9-4)      Clancy (7-7)   \n",
+      "11   85  July 15      Rangers       5 - 1      Stieb (8-10)  Honeycutt (4-10)   \n",
+      "12   86  July 16      Rangers       6 - 0      Clancy (8-7)       Hough (7-8)   \n",
+      "13   87  July 17      Rangers      11 - 3     Jackson (3-6)     Butcher (0-1)   \n",
+      "14   88  July 18      Rangers  5 - 4 (10)  McLaughlin (8-3)      Darwin (6-4)   \n",
+      "15   89  July 19       Royals       4 - 2        Leal (6-7)       Black (3-3)   \n",
+      "16   90  July 20       Royals       9 - 2      Stieb (9-10)       Gura (10-7)   \n",
+      "17   91  July 21       Royals       9 - 7        Blue (7-7)      Clancy (8-8)   \n",
+      "18   92  July 22  @ White Sox       3 - 2      Burns (10-4)  McLaughlin (8-4)   \n",
+      "19   93  July 23  @ White Sox       7 - 1        Leal (7-7)      Barnes (0-2)   \n",
+      "20   94  July 24  @ White Sox       8 - 1     Stieb (10-10)        Lamp (7-5)   \n",
+      "21   95  July 25  @ White Sox       5 - 3       Hoyt (12-9)      Clancy (8-9)   \n",
+      "22   96  July 26    @ Red Sox       3 - 2  Eckersley (11-8)        Gott (1-6)   \n",
+      "23   97  July 27    @ Red Sox       3 - 1        Leal (8-7)       Tudor (6-8)   \n",
+      "24   98  July 28    @ Red Sox       9 - 7       Ojeda (4-5)     Jackson (3-7)   \n",
+      "25   99  July 30       Tigers  6 - 5 (12)      Murray (7-3)       James (0-2)   \n",
+      "26  100  July 31       Tigers  1 - 0 (10)        Gott (2-6)      Rucker (1-1)   \n",
+      "\n",
+      "                Save  Attendance Record Date_datetime    Win_base Win_meta  \\\n",
+      "0       Caudill (14)       21004  33-41       1-07-01       Perry      6-7   \n",
+      "1     McLaughlin (3)        7503  34-41       1-07-02      Murray      4-3   \n",
+      "2                NaN        9591  34-42       1-07-03    O'Connor      1-2   \n",
+      "3                NaN        6532  34-43       1-07-04      Little      1-0   \n",
+      "4         Darwin (4)       29126  34-44       1-07-05     Matlack      4-5   \n",
+      "5                NaN        9657  35-44       1-07-06      Murray      5-3   \n",
+      "6                NaN       22217  35-45       1-07-07        Gura     10-4   \n",
+      "7     McLaughlin (4)       24409  36-45       1-07-08       Stieb     7-10   \n",
+      "8     McLaughlin (5)       15131  37-45       1-07-09      Murray      6-3   \n",
+      "9         Hickey (4)       17035  37-46       1-07-10   Escárrega      1-1   \n",
+      "10               NaN       16169  37-47       1-07-11       Burns      9-4   \n",
+      "11               NaN       14123  38-47       1-07-15       Stieb     8-10   \n",
+      "12               NaN       13359  39-47       1-07-16      Clancy      8-7   \n",
+      "13               NaN       17080  40-47       1-07-17     Jackson      3-6   \n",
+      "14               NaN       15512  41-47       1-07-18  McLaughlin      8-3   \n",
+      "15               NaN       16466  42-47       1-07-19        Leal      6-7   \n",
+      "16               NaN       18552  43-47       1-07-20       Stieb     9-10   \n",
+      "17  Quisenberry (23)       19152  43-48       1-07-21        Blue      7-7   \n",
+      "18               NaN       21875  43-49       1-07-22       Burns     10-4   \n",
+      "19       Jackson (5)       27770  44-49       1-07-23        Leal      7-7   \n",
+      "20        Murray (1)       21821  45-49       1-07-24       Stieb    10-10   \n",
+      "21               NaN       17452  45-50       1-07-25        Hoyt     12-9   \n",
+      "22               NaN       22261  45-51       1-07-26   Eckersley     11-8   \n",
+      "23               NaN       27077  46-51       1-07-27        Leal      8-7   \n",
+      "24       Stanley (8)       18627  46-52       1-07-28       Ojeda      4-5   \n",
+      "25               NaN       18262  47-52       1-07-30      Murray      7-3   \n",
+      "26               NaN       21007  48-52       1-07-31        Gott      2-6   \n",
+      "\n",
+      "     Loss_base Loss_meta    Save_base Save_meta  Record_score1  Record_score2  \n",
+      "0         Leal       5-6      Caudill        14             33             41  \n",
+      "1       Havens       3-6   McLaughlin         3             34             41  \n",
+      "2       Clancy       7-5          NaN       NaN             34             42  \n",
+      "3        Stieb      6-10          NaN       NaN             34             43  \n",
+      "4         Leal       5-7       Darwin         4             34             44  \n",
+      "5       Tanana      4-10          NaN       NaN             35             44  \n",
+      "6       Clancy       7-6          NaN       NaN             35             45  \n",
+      "7    Armstrong       2-3   McLaughlin         4             36             45  \n",
+      "8       Dotson      3-10   McLaughlin         5             37             45  \n",
+      "9         Gott       1-5       Hickey         4             37             46  \n",
+      "10      Clancy       7-7          NaN       NaN             37             47  \n",
+      "11   Honeycutt      4-10          NaN       NaN             38             47  \n",
+      "12       Hough       7-8          NaN       NaN             39             47  \n",
+      "13     Butcher       0-1          NaN       NaN             40             47  \n",
+      "14      Darwin       6-4          NaN       NaN             41             47  \n",
+      "15       Black       3-3          NaN       NaN             42             47  \n",
+      "16        Gura      10-7          NaN       NaN             43             47  \n",
+      "17      Clancy       8-8  Quisenberry        23             43             48  \n",
+      "18  McLaughlin       8-4          NaN       NaN             43             49  \n",
+      "19      Barnes       0-2      Jackson         5             44             49  \n",
+      "20        Lamp       7-5       Murray         1             45             49  \n",
+      "21      Clancy       8-9          NaN       NaN             45             50  \n",
+      "22        Gott       1-6          NaN       NaN             45             51  \n",
+      "23       Tudor       6-8          NaN       NaN             46             51  \n",
+      "24     Jackson       3-7      Stanley         8             46             52  \n",
+      "25       James       0-2          NaN       NaN             47             52  \n",
+      "26      Rucker       1-1          NaN       NaN             48             52  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 25/20 (Индекс в train: 9195) ===\n",
+      "Оригинальная таблица: csv/202-csv/38.csv\n",
+      "Размер: 15 строк, 4 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "                                                                                                      Year  \\\n",
+      "1995 New York Undercover           Herself                             \\Private Enemy No. 1\\\" (episode 14   \n",
+      "1998 The Jamie Foxx Show           Ola Mae                               \\Papa Don't Preach\\\" (episode 14   \n",
+      "1999 Moesha                        Herself                                 \\Good Vibrations?\\\" (episode 1   \n",
+      "2001 Angel: One More Road to Cross Guardian Angel                                           Direct to DVD   \n",
+      "     Prison Song                   Mrs. Butler                                                  Main Role   \n",
+      "     Strong Medicine               Simone Fellows                                   \\History\\\" (episode 4   \n",
+      "2007 Ghost Whisperer               Jackie Boyd                                  \\Mean Ghost\\\" (episode 15   \n",
+      "     Entourage                     Herself                                      \\Gary's Desk\\\" (episode 8   \n",
+      "2009 I Can Do Bad All By Myself    Tanya                                                  Supporting Role   \n",
+      "     30 Rock                       Herself                                                          Guest   \n",
+      "2010 American Idol                 Guest judge/Herself  Auditions were held in Atlanta, Georgia at the...   \n",
+      "2012 Rock of Ages                  Justice Charlier                                                   NaN   \n",
+      "2013 Betty and Coretta             Dr. Betty Shabazz                           An original Lifetime movie   \n",
+      "     The X Factor                  Guest judge/herself  Blige assisted Nicole Scherzinger at her judge...   \n",
+      "     Black Nativity                Platinum Fro                                                       NaN   \n",
+      "\n",
+      "                                                              Title  \\\n",
+      "1995 New York Undercover           Herself                season 1)   \n",
+      "1998 The Jamie Foxx Show           Ola Mae               season 2)\"   \n",
+      "1999 Moesha                        Herself               season 5)\"   \n",
+      "2001 Angel: One More Road to Cross Guardian Angel               NaN   \n",
+      "     Prison Song                   Mrs. Butler                  NaN   \n",
+      "     Strong Medicine               Simone Fellows        season 2)\"   \n",
+      "2007 Ghost Whisperer               Jackie Boyd           season 2)\"   \n",
+      "     Entourage                     Herself               season 4)\"   \n",
+      "2009 I Can Do Bad All By Myself    Tanya                        NaN   \n",
+      "     30 Rock                       Herself                      NaN   \n",
+      "2010 American Idol                 Guest judge/Herself          NaN   \n",
+      "2012 Rock of Ages                  Justice Charlier             NaN   \n",
+      "2013 Betty and Coretta             Dr. Betty Shabazz            NaN   \n",
+      "     The X Factor                  Guest judge/herself          NaN   \n",
+      "     Black Nativity                Platinum Fro                 NaN   \n",
+      "\n",
+      "                                                                                   Role  \\\n",
+      "1995 New York Undercover           Herself               \\\"Tag You're Dead\\\" (episode 2   \n",
+      "1998 The Jamie Foxx Show           Ola Mae                                          NaN   \n",
+      "1999 Moesha                        Herself                                          NaN   \n",
+      "2001 Angel: One More Road to Cross Guardian Angel                                   NaN   \n",
+      "     Prison Song                   Mrs. Butler                                      NaN   \n",
+      "     Strong Medicine               Simone Fellows                                   NaN   \n",
+      "2007 Ghost Whisperer               Jackie Boyd                                      NaN   \n",
+      "     Entourage                     Herself                                          NaN   \n",
+      "2009 I Can Do Bad All By Myself    Tanya                                            NaN   \n",
+      "     30 Rock                       Herself                                          NaN   \n",
+      "2010 American Idol                 Guest judge/Herself                              NaN   \n",
+      "2012 Rock of Ages                  Justice Charlier                                 NaN   \n",
+      "2013 Betty and Coretta             Dr. Betty Shabazz                                NaN   \n",
+      "     The X Factor                  Guest judge/herself                              NaN   \n",
+      "     Black Nativity                Platinum Fro                                     NaN   \n",
+      "\n",
+      "                                                                                  Notes  \n",
+      "1995 New York Undercover           Herself               season 2) [music performance]\"  \n",
+      "1998 The Jamie Foxx Show           Ola Mae                                          NaN  \n",
+      "1999 Moesha                        Herself                                          NaN  \n",
+      "2001 Angel: One More Road to Cross Guardian Angel                                   NaN  \n",
+      "     Prison Song                   Mrs. Butler                                      NaN  \n",
+      "     Strong Medicine               Simone Fellows                                   NaN  \n",
+      "2007 Ghost Whisperer               Jackie Boyd                                      NaN  \n",
+      "     Entourage                     Herself                                          NaN  \n",
+      "2009 I Can Do Bad All By Myself    Tanya                                            NaN  \n",
+      "     30 Rock                       Herself                                          NaN  \n",
+      "2010 American Idol                 Guest judge/Herself                              NaN  \n",
+      "2012 Rock of Ages                  Justice Charlier                                 NaN  \n",
+      "2013 Betty and Coretta             Dr. Betty Shabazz                                NaN  \n",
+      "     The X Factor                  Guest judge/herself                              NaN  \n",
+      "     Black Nativity                Platinum Fro                                     NaN  \n",
+      "Очищенная таблица:\n",
+      "                                                                                                      Year  \\\n",
+      "1995 New York Undercover           Herself                             \\Private Enemy No. 1\\\" (episode 14   \n",
+      "1998 The Jamie Foxx Show           Ola Mae                               \\Papa Don't Preach\\\" (episode 14   \n",
+      "1999 Moesha                        Herself                                 \\Good Vibrations?\\\" (episode 1   \n",
+      "2001 Angel: One More Road to Cross Guardian Angel                                           Direct to DVD   \n",
+      "     Prison Song                   Mrs. Butler                                                  Main Role   \n",
+      "     Strong Medicine               Simone Fellows                                   \\History\\\" (episode 4   \n",
+      "2007 Ghost Whisperer               Jackie Boyd                                  \\Mean Ghost\\\" (episode 15   \n",
+      "     Entourage                     Herself                                      \\Gary's Desk\\\" (episode 8   \n",
+      "2009 I Can Do Bad All By Myself    Tanya                                                  Supporting Role   \n",
+      "     30 Rock                       Herself                                                          Guest   \n",
+      "2010 American Idol                 Guest judge/Herself  Auditions were held in Atlanta, Georgia at the...   \n",
+      "2012 Rock of Ages                  Justice Charlier                                                   NaN   \n",
+      "2013 Betty and Coretta             Dr. Betty Shabazz                           An original Lifetime movie   \n",
+      "     The X Factor                  Guest judge/herself  Blige assisted Nicole Scherzinger at her judge...   \n",
+      "     Black Nativity                Platinum Fro                                                       NaN   \n",
+      "\n",
+      "                                                              Title  \\\n",
+      "1995 New York Undercover           Herself                season 1)   \n",
+      "1998 The Jamie Foxx Show           Ola Mae               season 2)\"   \n",
+      "1999 Moesha                        Herself               season 5)\"   \n",
+      "2001 Angel: One More Road to Cross Guardian Angel               NaN   \n",
+      "     Prison Song                   Mrs. Butler                  NaN   \n",
+      "     Strong Medicine               Simone Fellows        season 2)\"   \n",
+      "2007 Ghost Whisperer               Jackie Boyd           season 2)\"   \n",
+      "     Entourage                     Herself               season 4)\"   \n",
+      "2009 I Can Do Bad All By Myself    Tanya                        NaN   \n",
+      "     30 Rock                       Herself                      NaN   \n",
+      "2010 American Idol                 Guest judge/Herself          NaN   \n",
+      "2012 Rock of Ages                  Justice Charlier             NaN   \n",
+      "2013 Betty and Coretta             Dr. Betty Shabazz            NaN   \n",
+      "     The X Factor                  Guest judge/herself          NaN   \n",
+      "     Black Nativity                Platinum Fro                 NaN   \n",
+      "\n",
+      "                                                                                   Role  \\\n",
+      "1995 New York Undercover           Herself               \\\"Tag You're Dead\\\" (episode 2   \n",
+      "1998 The Jamie Foxx Show           Ola Mae                                          NaN   \n",
+      "1999 Moesha                        Herself                                          NaN   \n",
+      "2001 Angel: One More Road to Cross Guardian Angel                                   NaN   \n",
+      "     Prison Song                   Mrs. Butler                                      NaN   \n",
+      "     Strong Medicine               Simone Fellows                                   NaN   \n",
+      "2007 Ghost Whisperer               Jackie Boyd                                      NaN   \n",
+      "     Entourage                     Herself                                          NaN   \n",
+      "2009 I Can Do Bad All By Myself    Tanya                                            NaN   \n",
+      "     30 Rock                       Herself                                          NaN   \n",
+      "2010 American Idol                 Guest judge/Herself                              NaN   \n",
+      "2012 Rock of Ages                  Justice Charlier                                 NaN   \n",
+      "2013 Betty and Coretta             Dr. Betty Shabazz                                NaN   \n",
+      "     The X Factor                  Guest judge/herself                              NaN   \n",
+      "     Black Nativity                Platinum Fro                                     NaN   \n",
+      "\n",
+      "                                                                                  Notes  \n",
+      "1995 New York Undercover           Herself               season 2) [music performance]\"  \n",
+      "1998 The Jamie Foxx Show           Ola Mae                                          NaN  \n",
+      "1999 Moesha                        Herself                                          NaN  \n",
+      "2001 Angel: One More Road to Cross Guardian Angel                                   NaN  \n",
+      "     Prison Song                   Mrs. Butler                                      NaN  \n",
+      "     Strong Medicine               Simone Fellows                                   NaN  \n",
+      "2007 Ghost Whisperer               Jackie Boyd                                      NaN  \n",
+      "     Entourage                     Herself                                          NaN  \n",
+      "2009 I Can Do Bad All By Myself    Tanya                                            NaN  \n",
+      "     30 Rock                       Herself                                          NaN  \n",
+      "2010 American Idol                 Guest judge/Herself                              NaN  \n",
+      "2012 Rock of Ages                  Justice Charlier                                 NaN  \n",
+      "2013 Betty and Coretta             Dr. Betty Shabazz                                NaN  \n",
+      "     The X Factor                  Guest judge/herself                              NaN  \n",
+      "     Black Nativity                Platinum Fro                                     NaN  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 26/20 (Индекс в train: 3257) ===\n",
+      "Оригинальная таблица: csv/204-csv/617.csv\n",
+      "Размер: 12 строк, 7 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "             Date          Opponent# Rank#  \\\n",
+      "0   September 18               SMU*   #10   \n",
+      "1   September 25     at Pittsburgh*   #11   \n",
+      "2      October 2           #17 USC*    #8   \n",
+      "3      October 9      vs. #3 Texas*    #8   \n",
+      "4     October 16        #6 Colorado    #2   \n",
+      "5     October 23    at Kansas State    #2   \n",
+      "6     October 30         Iowa State    #2   \n",
+      "7     November 6        at Missouri    #2   \n",
+      "8    November 13             Kansas    #2   \n",
+      "9    November 25        #1 Nebraska    #2   \n",
+      "10    December 4  at Oklahoma State    #3   \n",
+      "11     January 1     vs. #5 Auburn*    #3   \n",
+      "\n",
+      "                                                Site   TV   Result Attendance  \n",
+      "0             Oklahoma Memorial Stadium • Norman, OK  NaN   W 30–0     53,545  \n",
+      "1                      Pitt Stadium • Pittsburgh, PA  NaN  W 55–29     34,916  \n",
+      "2             Oklahoma Memorial Stadium • Norman, OK  NaN  W 33–20     62,351  \n",
+      "3      Cotton Bowl • Dallas, TX (Red River Shootout)  CBS  W 48–27     72,032  \n",
+      "4             Oklahoma Memorial Stadium • Norman, OK  NaN  W 45–17     62,501  \n",
+      "5                        KSU Stadium • Manhattan, KS  NaN  W 75–28     37,198  \n",
+      "6             Oklahoma Memorial Stadium • Norman, OK  NaN   W 39–7     60,477  \n",
+      "7                    Memorial Stadium • Columbia, MO  NaN   W 20–3     55,098  \n",
+      "8             Oklahoma Memorial Stadium • Norman, OK  ABC  W 56–10     54,347  \n",
+      "9   Oklahoma Memorial Stadium • Norman, OK (Rivalry)  ABC  L 31–35     62,884  \n",
+      "10      Lewis Field • Stillwater, OK (Bedlam Series)  NaN  W 58–14     36,571  \n",
+      "11     Tulane Stadium • New Orleans, LA (Sugar Bowl)  ABC  W 40–22     84,031  \n",
+      "Очищенная таблица:\n",
+      "             Date          Opponent# Rank#  \\\n",
+      "0   September 18               SMU*   #10   \n",
+      "1   September 25     at Pittsburgh*   #11   \n",
+      "2      October 2           #17 USC*    #8   \n",
+      "3      October 9      vs. #3 Texas*    #8   \n",
+      "4     October 16        #6 Colorado    #2   \n",
+      "5     October 23    at Kansas State    #2   \n",
+      "6     October 30         Iowa State    #2   \n",
+      "7     November 6        at Missouri    #2   \n",
+      "8    November 13             Kansas    #2   \n",
+      "9    November 25        #1 Nebraska    #2   \n",
+      "10    December 4  at Oklahoma State    #3   \n",
+      "11     January 1     vs. #5 Auburn*    #3   \n",
+      "\n",
+      "                                                Site   TV   Result  \\\n",
+      "0             Oklahoma Memorial Stadium • Norman, OK  NaN   W 30–0   \n",
+      "1                      Pitt Stadium • Pittsburgh, PA  NaN  W 55–29   \n",
+      "2             Oklahoma Memorial Stadium • Norman, OK  NaN  W 33–20   \n",
+      "3      Cotton Bowl • Dallas, TX (Red River Shootout)  CBS  W 48–27   \n",
+      "4             Oklahoma Memorial Stadium • Norman, OK  NaN  W 45–17   \n",
+      "5                        KSU Stadium • Manhattan, KS  NaN  W 75–28   \n",
+      "6             Oklahoma Memorial Stadium • Norman, OK  NaN   W 39–7   \n",
+      "7                    Memorial Stadium • Columbia, MO  NaN   W 20–3   \n",
+      "8             Oklahoma Memorial Stadium • Norman, OK  ABC  W 56–10   \n",
+      "9   Oklahoma Memorial Stadium • Norman, OK (Rivalry)  ABC  L 31–35   \n",
+      "10      Lewis Field • Stillwater, OK (Bedlam Series)  NaN  W 58–14   \n",
+      "11     Tulane Stadium • New Orleans, LA (Sugar Bowl)  ABC  W 40–22   \n",
+      "\n",
+      "    Attendance Date_datetime  Result_score1  Result_score2  \n",
+      "0        53545       1-09-18             30              0  \n",
+      "1        34916       1-09-25             55             29  \n",
+      "2        62351       1-10-02             33             20  \n",
+      "3        72032       1-10-09             48             27  \n",
+      "4        62501       1-10-16             45             17  \n",
+      "5        37198       1-10-23             75             28  \n",
+      "6        60477       1-10-30             39              7  \n",
+      "7        55098       1-11-06             20              3  \n",
+      "8        54347       1-11-13             56             10  \n",
+      "9        62884       1-11-25             31             35  \n",
+      "10       36571       1-12-04             58             14  \n",
+      "11       84031       1-01-01             40             22  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 27/20 (Индекс в train: 11731) ===\n",
+      "Оригинальная таблица: csv/204-csv/100.csv\n",
+      "Размер: 13 строк, 5 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "               Date              Name of ship     Nationality Tonnage  \\\n",
+      "0      5 June 1940                SS Stancor  United Kingdom     798   \n",
+      "1      7 June 1940         SS Frances Massey  United Kingdom   4,212   \n",
+      "2      7 June 1940                   SS Eros  United Kingdom   5,888   \n",
+      "3     11 June 1940  SS Violando N Goulandris          Greece   2,375   \n",
+      "4     19 June 1940                  MV Tudor          Norway   6,607   \n",
+      "5     19 June 1940          SS Baron Loudoun  United Kingdom   3,164   \n",
+      "6     19 June 1940        SS British Monarch  United Kingdom   5,661   \n",
+      "7     20 June 1940             MV Moerdrecht     Netherlands   7,493   \n",
+      "8   16 August 1940                 SS Hedrun          Sweden   2,325   \n",
+      "9   19 August 1940          SS Ville de Gand         Belgium   7,590   \n",
+      "10  24 August 1940                SS La Brea  United Kingdom   6,666   \n",
+      "11  25 August 1940          SS Empire Merlin  United Kingdom   5,763   \n",
+      "12  25 August 1940             MV Athelcrest  United Kingdom   6,825   \n",
+      "\n",
+      "                                               Fate  \n",
+      "0      Sunk at 58°48′N 08°45′W / 58.800°N 8.750°W  \n",
+      "1      Sunk at 55°33′N 08°26′W / 55.550°N 8.433°W  \n",
+      "2   Damaged at 55°33′N 08°26′W / 55.550°N 8.433°W  \n",
+      "3     Sunk at 44°04′N 12°30′W / 44.067°N 12.500°W  \n",
+      "4     Sunk at 45°10′N 11°50′W / 45.167°N 11.833°W  \n",
+      "5     Sunk at 45°00′N 11°21′W / 45.000°N 11.350°W  \n",
+      "6     Sunk at 45°00′N 11°21′W / 45.000°N 11.350°W  \n",
+      "7     Sunk at 43°34′N 14°20′W / 43.567°N 14.333°W  \n",
+      "8     Sunk at 57°10′N 16°37′W / 57.167°N 16.617°W  \n",
+      "9     Sunk at 55°28′N 15°10′W / 55.467°N 15.167°W  \n",
+      "10    Sunk at 57°24′N 11°21′W / 57.400°N 11.350°W  \n",
+      "11    Sunk at 58°30′N 10°15′W / 58.500°N 10.250°W  \n",
+      "12    Sunk at 58°24′N 11°25′W / 58.400°N 11.417°W  \n",
+      "Очищенная таблица:\n",
+      "               Date              Name of ship     Nationality  Tonnage  \\\n",
+      "0      5 June 1940                SS Stancor  United Kingdom      798   \n",
+      "1      7 June 1940         SS Frances Massey  United Kingdom     4212   \n",
+      "2      7 June 1940                   SS Eros  United Kingdom     5888   \n",
+      "3     11 June 1940  SS Violando N Goulandris          Greece     2375   \n",
+      "4     19 June 1940                  MV Tudor          Norway     6607   \n",
+      "5     19 June 1940          SS Baron Loudoun  United Kingdom     3164   \n",
+      "6     19 June 1940        SS British Monarch  United Kingdom     5661   \n",
+      "7     20 June 1940             MV Moerdrecht     Netherlands     7493   \n",
+      "8   16 August 1940                 SS Hedrun          Sweden     2325   \n",
+      "9   19 August 1940          SS Ville de Gand         Belgium     7590   \n",
+      "10  24 August 1940                SS La Brea  United Kingdom     6666   \n",
+      "11  25 August 1940          SS Empire Merlin  United Kingdom     5763   \n",
+      "12  25 August 1940             MV Athelcrest  United Kingdom     6825   \n",
+      "\n",
+      "                                               Fate Date_datetime  \n",
+      "0      Sunk at 58°48′N 08°45′W / 58.800°N 8.750°W    1940-06-05  \n",
+      "1      Sunk at 55°33′N 08°26′W / 55.550°N 8.433°W    1940-06-07  \n",
+      "2   Damaged at 55°33′N 08°26′W / 55.550°N 8.433°W    1940-06-07  \n",
+      "3     Sunk at 44°04′N 12°30′W / 44.067°N 12.500°W    1940-06-11  \n",
+      "4     Sunk at 45°10′N 11°50′W / 45.167°N 11.833°W    1940-06-19  \n",
+      "5     Sunk at 45°00′N 11°21′W / 45.000°N 11.350°W    1940-06-19  \n",
+      "6     Sunk at 45°00′N 11°21′W / 45.000°N 11.350°W    1940-06-19  \n",
+      "7     Sunk at 43°34′N 14°20′W / 43.567°N 14.333°W    1940-06-20  \n",
+      "8     Sunk at 57°10′N 16°37′W / 57.167°N 16.617°W    1940-08-16  \n",
+      "9     Sunk at 55°28′N 15°10′W / 55.467°N 15.167°W    1940-08-19  \n",
+      "10    Sunk at 57°24′N 11°21′W / 57.400°N 11.350°W    1940-08-24  \n",
+      "11    Sunk at 58°30′N 10°15′W / 58.500°N 10.250°W    1940-08-25  \n",
+      "12    Sunk at 58°24′N 11°25′W / 58.400°N 11.417°W    1940-08-25  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 28/20 (Индекс в train: 10647) ===\n",
+      "Оригинальная таблица: csv/204-csv/96.csv\n",
+      "Размер: 12 строк, 5 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "     Week                Date                Opponent   Result Attendance\n",
+      "0      1  September 28, 1952        at Dallas Texans   W 24–6     17,499\n",
+      "1      2     October 4, 1952  at Philadelphia Eagles   W 31–7     18,648\n",
+      "2      3    October 12, 1952     at Cleveland Browns   W 17–9     51,858\n",
+      "3      4    October 19, 1952       Chicago Cardinals  L 24–23     41,182\n",
+      "4      5    October 26, 1952     Philadelphia Eagles  L 14–10     21,458\n",
+      "5      6    November 2, 1952    at Chicago Cardinals   W 28–6     27,195\n",
+      "6      7    November 9, 1952     San Francisco 49ers  W 23–14     54,230\n",
+      "7      8   November 16, 1952       Green Bay Packers   L 17–3     26,723\n",
+      "8      9   November 23, 1952  at Washington Redskins  W 14–10     21,125\n",
+      "9     10   November 30, 1952  at Pittsburgh Steelers   L 63–7     15,140\n",
+      "10    11    December 7, 1952     Washington Redskins  L 27–17     21,237\n",
+      "11    12   December 14, 1952        Cleveland Browns  W 37–34     41,610\n",
+      "Очищенная таблица:\n",
+      "     Week                Date                Opponent   Result  Attendance  \\\n",
+      "0      1  September 28, 1952        at Dallas Texans   W 24–6       17499   \n",
+      "1      2     October 4, 1952  at Philadelphia Eagles   W 31–7       18648   \n",
+      "2      3    October 12, 1952     at Cleveland Browns   W 17–9       51858   \n",
+      "3      4    October 19, 1952       Chicago Cardinals  L 24–23       41182   \n",
+      "4      5    October 26, 1952     Philadelphia Eagles  L 14–10       21458   \n",
+      "5      6    November 2, 1952    at Chicago Cardinals   W 28–6       27195   \n",
+      "6      7    November 9, 1952     San Francisco 49ers  W 23–14       54230   \n",
+      "7      8   November 16, 1952       Green Bay Packers   L 17–3       26723   \n",
+      "8      9   November 23, 1952  at Washington Redskins  W 14–10       21125   \n",
+      "9     10   November 30, 1952  at Pittsburgh Steelers   L 63–7       15140   \n",
+      "10    11    December 7, 1952     Washington Redskins  L 27–17       21237   \n",
+      "11    12   December 14, 1952        Cleveland Browns  W 37–34       41610   \n",
+      "\n",
+      "   Date_datetime  Result_score1  Result_score2  \n",
+      "0     1952-09-28             24              6  \n",
+      "1     1952-10-04             31              7  \n",
+      "2     1952-10-12             17              9  \n",
+      "3     1952-10-19             24             23  \n",
+      "4     1952-10-26             14             10  \n",
+      "5     1952-11-02             28              6  \n",
+      "6     1952-11-09             23             14  \n",
+      "7     1952-11-16             17              3  \n",
+      "8     1952-11-23             14             10  \n",
+      "9     1952-11-30             63              7  \n",
+      "10    1952-12-07             27             17  \n",
+      "11    1952-12-14             37             34  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 29/20 (Индекс в train: 11490) ===\n",
+      "Оригинальная таблица: csv/204-csv/621.csv\n",
+      "Размер: 10 строк, 6 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "    No.          Date                    Tournament          Winning score  \\\n",
+      "0    1  May 27, 1956        Dallas Centennial Open  −12 (64-67-70-67=268)   \n",
+      "1    2  Feb 21, 1960      Tucson Open Invitational   −9 (67-67-68-69=271)   \n",
+      "2    3   Jul 9, 1961    St. Paul Open Invitational  −19 (66-71-68-64=269)   \n",
+      "3    4  Feb 17, 1963      Tucson Open Invitational  −22 (65-67-69-65=266)   \n",
+      "4    5  Aug 28, 1966     Philadelphia Golf Classic  −10 (69-69-68-71=278)   \n",
+      "5    6  Jul 24, 1967              PGA Championship   −7 (71-72-70-68=281)   \n",
+      "6    7  Apr 21, 1968       Tournament of Champions   −8 (70-68-69-69=276)   \n",
+      "7    8  Mar 23, 1970     Greater Jacksonville Open   −9 (68-75-70-66=279)   \n",
+      "8    9  Oct 19, 1975        San Antonio Texas Open  −13 (71-67-71-66=275)   \n",
+      "9   10  Apr 18, 1976  MONY Tournament of Champions  −11 (71-68-69-69=277)   \n",
+      "\n",
+      "  Margin\\nof victory                 Runner(s)-up  \n",
+      "0           1 stroke  Dow Finsterwald,  Doug Ford  \n",
+      "1          3 strokes                   Bob Harris  \n",
+      "2           1 stroke                 Buster Cupit  \n",
+      "3         11 strokes  Gene Littler,  Phil Rodgers  \n",
+      "4           1 stroke                Jack Nicklaus  \n",
+      "5            Playoff               Don Massengale  \n",
+      "6           1 stroke                 Julius Boros  \n",
+      "7            Playoff                Dale Douglass  \n",
+      "8            Playoff                 Larry Hinson  \n",
+      "9          5 strokes                 Hubert Green  \n",
+      "Очищенная таблица:\n",
+      "    No.          Date                    Tournament          Winning score  \\\n",
+      "0    1  May 27, 1956        Dallas Centennial Open  −12 (64-67-70-67=268)   \n",
+      "1    2  Feb 21, 1960      Tucson Open Invitational   −9 (67-67-68-69=271)   \n",
+      "2    3   Jul 9, 1961    St. Paul Open Invitational  −19 (66-71-68-64=269)   \n",
+      "3    4  Feb 17, 1963      Tucson Open Invitational  −22 (65-67-69-65=266)   \n",
+      "4    5  Aug 28, 1966     Philadelphia Golf Classic  −10 (69-69-68-71=278)   \n",
+      "5    6  Jul 24, 1967              PGA Championship   −7 (71-72-70-68=281)   \n",
+      "6    7  Apr 21, 1968       Tournament of Champions   −8 (70-68-69-69=276)   \n",
+      "7    8  Mar 23, 1970     Greater Jacksonville Open   −9 (68-75-70-66=279)   \n",
+      "8    9  Oct 19, 1975        San Antonio Texas Open  −13 (71-67-71-66=275)   \n",
+      "9   10  Apr 18, 1976  MONY Tournament of Champions  −11 (71-68-69-69=277)   \n",
+      "\n",
+      "  Margin of victory                 Runner(s)-up Winning score_base  \\\n",
+      "0          1 stroke  Dow Finsterwald,  Doug Ford                −12   \n",
+      "1         3 strokes                   Bob Harris                 −9   \n",
+      "2          1 stroke                 Buster Cupit                −19   \n",
+      "3        11 strokes  Gene Littler,  Phil Rodgers                −22   \n",
+      "4          1 stroke                Jack Nicklaus                −10   \n",
+      "5           Playoff               Don Massengale                 −7   \n",
+      "6          1 stroke                 Julius Boros                 −8   \n",
+      "7           Playoff                Dale Douglass                 −9   \n",
+      "8           Playoff                 Larry Hinson                −13   \n",
+      "9         5 strokes                 Hubert Green                −11   \n",
+      "\n",
+      "  Winning score_meta  \n",
+      "0    64-67-70-67=268  \n",
+      "1    67-67-68-69=271  \n",
+      "2    66-71-68-64=269  \n",
+      "3    65-67-69-65=266  \n",
+      "4    69-69-68-71=278  \n",
+      "5    71-72-70-68=281  \n",
+      "6    70-68-69-69=276  \n",
+      "7    68-75-70-66=279  \n",
+      "8    71-67-71-66=275  \n",
+      "9    71-68-69-69=277  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 30/20 (Индекс в train: 8928) ===\n",
+      "Оригинальная таблица: csv/203-csv/550.csv\n",
+      "Размер: 158 строк, 5 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "                     Name   Location           County                Order  \\\n",
+      "0         Abingdon Abbey   Abingdon      Oxfordshire          Benedictine   \n",
+      "1          Bardney Abbey    Bardney     Lincolnshire          Benedictine   \n",
+      "2          Bardsey Abbey  Aberdaron          Gwynedd        Canon Regular   \n",
+      "3          Barking Abbey    Barking   Greater London          Benedictine   \n",
+      "4       Basingwerk Abbey   Holywell       Flintshire           Cistercian   \n",
+      "..                   ...        ...              ...                  ...   \n",
+      "153       Whitland Abbey  Llanboidy  Carmarthenshire           Cistercian   \n",
+      "154         Woburn Abbey     Woburn     Bedfordshire           Cistercian   \n",
+      "155    Woodspring Priory   Kewstoke         Somerset          Augustinian   \n",
+      "156     Worcester Priory  Worcester   Worcestershire          Benedictine   \n",
+      "157  Yeaveley Preceptory   Yeaveley       Derbyshire  Knights Hospitaller   \n",
+      "\n",
+      "    Year dissolved  \n",
+      "0             1538  \n",
+      "1             1538  \n",
+      "2             1537  \n",
+      "3             1539  \n",
+      "4             1536  \n",
+      "..             ...  \n",
+      "153           1539  \n",
+      "154           1538  \n",
+      "155           1536  \n",
+      "156           1540  \n",
+      "157           1540  \n",
+      "\n",
+      "[158 rows x 5 columns]\n",
+      "Очищенная таблица:\n",
+      "                     Name   Location           County                Order  \\\n",
+      "0         Abingdon Abbey   Abingdon      Oxfordshire          Benedictine   \n",
+      "1          Bardney Abbey    Bardney     Lincolnshire          Benedictine   \n",
+      "2          Bardsey Abbey  Aberdaron          Gwynedd        Canon Regular   \n",
+      "3          Barking Abbey    Barking   Greater London          Benedictine   \n",
+      "4       Basingwerk Abbey   Holywell       Flintshire           Cistercian   \n",
+      "..                   ...        ...              ...                  ...   \n",
+      "153       Whitland Abbey  Llanboidy  Carmarthenshire           Cistercian   \n",
+      "154         Woburn Abbey     Woburn     Bedfordshire           Cistercian   \n",
+      "155    Woodspring Priory   Kewstoke         Somerset          Augustinian   \n",
+      "156     Worcester Priory  Worcester   Worcestershire          Benedictine   \n",
+      "157  Yeaveley Preceptory   Yeaveley       Derbyshire  Knights Hospitaller   \n",
+      "\n",
+      "     Year dissolved  \n",
+      "0            1538.0  \n",
+      "1            1538.0  \n",
+      "2            1537.0  \n",
+      "3            1539.0  \n",
+      "4            1536.0  \n",
+      "..              ...  \n",
+      "153          1539.0  \n",
+      "154          1538.0  \n",
+      "155          1536.0  \n",
+      "156          1540.0  \n",
+      "157          1540.0  \n",
+      "\n",
+      "[158 rows x 5 columns]\n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 31/20 (Индекс в train: 6873) ===\n",
+      "Оригинальная таблица: csv/204-csv/862.csv\n",
+      "Размер: 41 строк, 8 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "     Rank  Bib               Athlete         Country        Run 1        Run 2  \\\n",
+      "0    NaN    1            Felix Loch         Germany   48.133 (1)   48.242 (1)   \n",
+      "1    NaN    4        Andi Langenhan         Germany   48.316 (2)   48.434 (4)   \n",
+      "2    NaN    7       Johannes Ludwig         Germany   48.338 (3)   48.437 (5)   \n",
+      "3    4.0    2          David Möller         Germany   48.424 (4)   48.362 (3)   \n",
+      "4    5.0   16          Samuel Edney          Canada   48.446 (5)   48.350 (2)   \n",
+      "5    6.0   12         Chris Mazdzer   United States   48.581 (8)   48.543 (6)   \n",
+      "6    7.0    3    Albert Demtschenko          Russia   48.578 (7)   48.552 (7)   \n",
+      "7    8.0    5        Wolfgang Kindl         Austria   48.573 (6)  48.596 (10)   \n",
+      "8    9.0   10      Inars Kivlenieks          Latvia  48.622 (10)   48.559 (8)   \n",
+      "9   10.0   13        Daniel Pfister         Austria   48.602 (9)  48.654 (13)   \n",
+      "10  11.0   18  Jo Alexander Koppang          Norway  48.695 (13)  48.608 (11)   \n",
+      "11  12.0   19       Mārtiņš Rubenis          Latvia  48.675 (11)  48.653 (12)   \n",
+      "12  13.0   14      Gregory Carigiet     Switzerland  48.699 (14)  48.663 (14)   \n",
+      "13  14.0    8          Viktor Kneyb          Russia  48.692 (12)  48.752 (18)   \n",
+      "14  15.0   20           Jozef Ninis        Slovakia  48.757 (15)  48.692 (15)   \n",
+      "15  16.0   17   Dominik Fischnaller           Italy  48.918 (23)   48.576 (9)   \n",
+      "16  17.0   21         Taylor Morris   United States  48.763 (16)  48.780 (20)   \n",
+      "17  18.0    9            David Mair           Italy  48.793 (17)  48.771 (19)   \n",
+      "18  19.0   25          Ondřej Hyman  Czech Republic  48.894 (21)  48.709 (16)   \n",
+      "19  20.0   15        Manuel Pfister         Austria  48.889 (20)  48.780 (20)   \n",
+      "20  21.0   11        Reinhard Egger         Austria  48.965 (25)  48.712 (17)   \n",
+      "21  22.0   23     Thor Haug Norbech          Norway  48.869 (18)  48.855 (22)   \n",
+      "22  23.0   24            Adam Rosen   Great Britain  48.878 (19)  48.884 (23)   \n",
+      "23  24.0   28          John Fennell          Canada  48.915 (22)  48.968 (24)   \n",
+      "24  25.0   30         Mitchel Malyk          Canada  48.935 (24)  49.005 (25)   \n",
+      "25  26.0   22      Kristaps Maurins          Latvia  48.966 (26)          NaN   \n",
+      "26  27.0   29  Aleksandr Peretjagin          Russia  48.995 (27)          NaN   \n",
+      "27  28.0   27          Bruno Banani           Tonga  49.026 (28)          NaN   \n",
+      "28  29.0   34        Andriy Mandziy         Ukraine  49.075 (29)          NaN   \n",
+      "29  30.0   26       Maciej Kurowski          Poland  49.099 (30)          NaN   \n",
+      "30  31.0   31  Tonnes Stang Rolfsen          Norway  49.120 (31)          NaN   \n",
+      "31  32.0   32        Valentin Cretu         Romania  49.201 (32)          NaN   \n",
+      "32  32.0   33            Andriy Kis         Ukraine  49.201 (32)          NaN   \n",
+      "33  34.0   35         Danej Navrboc        Slovenia  49.307 (34)          NaN   \n",
+      "34  35.0   36     Hidenari Kanayama           Japan  49.584 (35)          NaN   \n",
+      "35  36.0   37         Pavel Angelov        Bulgaria  49.968 (36)          NaN   \n",
+      "36  37.0   38           Tilen Sirse        Slovenia  50.001 (37)          NaN   \n",
+      "37  38.0   39        Kim Dong-Hyeon     South Korea  50.375 (38)          NaN   \n",
+      "38  39.0   40      Stanislav Benyov        Bulgaria  50.590 (39)          NaN   \n",
+      "39  40.0    6     Semen Pavlichenko          Russia  51.791 (40)          NaN   \n",
+      "40  41.0   41            Imre Pulai         Hungary  52.512 (41)          NaN   \n",
+      "\n",
+      "       Total  Behind  \n",
+      "0   1:36.375     NaN  \n",
+      "1   1:36.750   0.375  \n",
+      "2   1:36.775   0.400  \n",
+      "3   1:36.786   0.411  \n",
+      "4   1:36.796   0.421  \n",
+      "5   1:37.124   0.749  \n",
+      "6   1:37.130   0.755  \n",
+      "7   1:37.169   0.794  \n",
+      "8   1:37.181   0.806  \n",
+      "9   1:37.256   0.881  \n",
+      "10  1:37.303   0.928  \n",
+      "11  1:37.328   0.953  \n",
+      "12  1:37.362   0.987  \n",
+      "13  1:37.444   1.069  \n",
+      "14  1:37.449   1.074  \n",
+      "15  1:37.494   1.119  \n",
+      "16  1:37.543   1.168  \n",
+      "17  1:37.564   1.189  \n",
+      "18  1:37.603   1.228  \n",
+      "19  1:37.669   1.294  \n",
+      "20  1:37.677   1.302  \n",
+      "21  1:37.724   1.349  \n",
+      "22  1:37.762   1.387  \n",
+      "23  1:37.883   1.508  \n",
+      "24  1:37.940   1.565  \n",
+      "25    48.966     NaN  \n",
+      "26    48.995     NaN  \n",
+      "27    49.026     NaN  \n",
+      "28    49.075     NaN  \n",
+      "29    49.099     NaN  \n",
+      "30    49.120     NaN  \n",
+      "31    49.201     NaN  \n",
+      "32    49.201     NaN  \n",
+      "33    49.307     NaN  \n",
+      "34    49.584     NaN  \n",
+      "35    49.968     NaN  \n",
+      "36    50.001     NaN  \n",
+      "37    50.375     NaN  \n",
+      "38    50.590     NaN  \n",
+      "39    51.791     NaN  \n",
+      "40    52.512     NaN  \n",
+      "Очищенная таблица:\n",
+      "     Rank  Bib               Athlete         Country        Run 1        Run 2  \\\n",
+      "0    NaN    1            Felix Loch         Germany   48.133 (1)   48.242 (1)   \n",
+      "1    NaN    4        Andi Langenhan         Germany   48.316 (2)   48.434 (4)   \n",
+      "2    NaN    7       Johannes Ludwig         Germany   48.338 (3)   48.437 (5)   \n",
+      "3    4.0    2          David Möller         Germany   48.424 (4)   48.362 (3)   \n",
+      "4    5.0   16          Samuel Edney          Canada   48.446 (5)   48.350 (2)   \n",
+      "5    6.0   12         Chris Mazdzer   United States   48.581 (8)   48.543 (6)   \n",
+      "6    7.0    3    Albert Demtschenko          Russia   48.578 (7)   48.552 (7)   \n",
+      "7    8.0    5        Wolfgang Kindl         Austria   48.573 (6)  48.596 (10)   \n",
+      "8    9.0   10      Inars Kivlenieks          Latvia  48.622 (10)   48.559 (8)   \n",
+      "9   10.0   13        Daniel Pfister         Austria   48.602 (9)  48.654 (13)   \n",
+      "10  11.0   18  Jo Alexander Koppang          Norway  48.695 (13)  48.608 (11)   \n",
+      "11  12.0   19       Mārtiņš Rubenis          Latvia  48.675 (11)  48.653 (12)   \n",
+      "12  13.0   14      Gregory Carigiet     Switzerland  48.699 (14)  48.663 (14)   \n",
+      "13  14.0    8          Viktor Kneyb          Russia  48.692 (12)  48.752 (18)   \n",
+      "14  15.0   20           Jozef Ninis        Slovakia  48.757 (15)  48.692 (15)   \n",
+      "15  16.0   17   Dominik Fischnaller           Italy  48.918 (23)   48.576 (9)   \n",
+      "16  17.0   21         Taylor Morris   United States  48.763 (16)  48.780 (20)   \n",
+      "17  18.0    9            David Mair           Italy  48.793 (17)  48.771 (19)   \n",
+      "18  19.0   25          Ondřej Hyman  Czech Republic  48.894 (21)  48.709 (16)   \n",
+      "19  20.0   15        Manuel Pfister         Austria  48.889 (20)  48.780 (20)   \n",
+      "20  21.0   11        Reinhard Egger         Austria  48.965 (25)  48.712 (17)   \n",
+      "21  22.0   23     Thor Haug Norbech          Norway  48.869 (18)  48.855 (22)   \n",
+      "22  23.0   24            Adam Rosen   Great Britain  48.878 (19)  48.884 (23)   \n",
+      "23  24.0   28          John Fennell          Canada  48.915 (22)  48.968 (24)   \n",
+      "24  25.0   30         Mitchel Malyk          Canada  48.935 (24)  49.005 (25)   \n",
+      "25  26.0   22      Kristaps Maurins          Latvia  48.966 (26)          NaN   \n",
+      "26  27.0   29  Aleksandr Peretjagin          Russia  48.995 (27)          NaN   \n",
+      "27  28.0   27          Bruno Banani           Tonga  49.026 (28)          NaN   \n",
+      "28  29.0   34        Andriy Mandziy         Ukraine  49.075 (29)          NaN   \n",
+      "29  30.0   26       Maciej Kurowski          Poland  49.099 (30)          NaN   \n",
+      "30  31.0   31  Tonnes Stang Rolfsen          Norway  49.120 (31)          NaN   \n",
+      "31  32.0   32        Valentin Cretu         Romania  49.201 (32)          NaN   \n",
+      "32  32.0   33            Andriy Kis         Ukraine  49.201 (32)          NaN   \n",
+      "33  34.0   35         Danej Navrboc        Slovenia  49.307 (34)          NaN   \n",
+      "34  35.0   36     Hidenari Kanayama           Japan  49.584 (35)          NaN   \n",
+      "35  36.0   37         Pavel Angelov        Bulgaria  49.968 (36)          NaN   \n",
+      "36  37.0   38           Tilen Sirse        Slovenia  50.001 (37)          NaN   \n",
+      "37  38.0   39        Kim Dong-Hyeon     South Korea  50.375 (38)          NaN   \n",
+      "38  39.0   40      Stanislav Benyov        Bulgaria  50.590 (39)          NaN   \n",
+      "39  40.0    6     Semen Pavlichenko          Russia  51.791 (40)          NaN   \n",
+      "40  41.0   41            Imre Pulai         Hungary  52.512 (41)          NaN   \n",
+      "\n",
+      "       Total  Behind Run 1_base Run 1_meta Run 2_base Run 2_meta  \\\n",
+      "0   1:36.375     NaN     48.133          1     48.242          1   \n",
+      "1   1:36.750   0.375     48.316          2     48.434          4   \n",
+      "2   1:36.775   0.400     48.338          3     48.437          5   \n",
+      "3   1:36.786   0.411     48.424          4     48.362          3   \n",
+      "4   1:36.796   0.421     48.446          5     48.350          2   \n",
+      "5   1:37.124   0.749     48.581          8     48.543          6   \n",
+      "6   1:37.130   0.755     48.578          7     48.552          7   \n",
+      "7   1:37.169   0.794     48.573          6     48.596         10   \n",
+      "8   1:37.181   0.806     48.622         10     48.559          8   \n",
+      "9   1:37.256   0.881     48.602          9     48.654         13   \n",
+      "10  1:37.303   0.928     48.695         13     48.608         11   \n",
+      "11  1:37.328   0.953     48.675         11     48.653         12   \n",
+      "12  1:37.362   0.987     48.699         14     48.663         14   \n",
+      "13  1:37.444   1.069     48.692         12     48.752         18   \n",
+      "14  1:37.449   1.074     48.757         15     48.692         15   \n",
+      "15  1:37.494   1.119     48.918         23     48.576          9   \n",
+      "16  1:37.543   1.168     48.763         16     48.780         20   \n",
+      "17  1:37.564   1.189     48.793         17     48.771         19   \n",
+      "18  1:37.603   1.228     48.894         21     48.709         16   \n",
+      "19  1:37.669   1.294     48.889         20     48.780         20   \n",
+      "20  1:37.677   1.302     48.965         25     48.712         17   \n",
+      "21  1:37.724   1.349     48.869         18     48.855         22   \n",
+      "22  1:37.762   1.387     48.878         19     48.884         23   \n",
+      "23  1:37.883   1.508     48.915         22     48.968         24   \n",
+      "24  1:37.940   1.565     48.935         24     49.005         25   \n",
+      "25    48.966     NaN     48.966         26        NaN        NaN   \n",
+      "26    48.995     NaN     48.995         27        NaN        NaN   \n",
+      "27    49.026     NaN     49.026         28        NaN        NaN   \n",
+      "28    49.075     NaN     49.075         29        NaN        NaN   \n",
+      "29    49.099     NaN     49.099         30        NaN        NaN   \n",
+      "30    49.120     NaN     49.120         31        NaN        NaN   \n",
+      "31    49.201     NaN     49.201         32        NaN        NaN   \n",
+      "32    49.201     NaN     49.201         32        NaN        NaN   \n",
+      "33    49.307     NaN     49.307         34        NaN        NaN   \n",
+      "34    49.584     NaN     49.584         35        NaN        NaN   \n",
+      "35    49.968     NaN     49.968         36        NaN        NaN   \n",
+      "36    50.001     NaN     50.001         37        NaN        NaN   \n",
+      "37    50.375     NaN     50.375         38        NaN        NaN   \n",
+      "38    50.590     NaN     50.590         39        NaN        NaN   \n",
+      "39    51.791     NaN     51.791         40        NaN        NaN   \n",
+      "40    52.512     NaN     52.512         41        NaN        NaN   \n",
+      "\n",
+      "    Total_score1  Total_score2  \n",
+      "0            1.0          36.0  \n",
+      "1            1.0          36.0  \n",
+      "2            1.0          36.0  \n",
+      "3            1.0          36.0  \n",
+      "4            1.0          36.0  \n",
+      "5            1.0          37.0  \n",
+      "6            1.0          37.0  \n",
+      "7            1.0          37.0  \n",
+      "8            1.0          37.0  \n",
+      "9            1.0          37.0  \n",
+      "10           1.0          37.0  \n",
+      "11           1.0          37.0  \n",
+      "12           1.0          37.0  \n",
+      "13           1.0          37.0  \n",
+      "14           1.0          37.0  \n",
+      "15           1.0          37.0  \n",
+      "16           1.0          37.0  \n",
+      "17           1.0          37.0  \n",
+      "18           1.0          37.0  \n",
+      "19           1.0          37.0  \n",
+      "20           1.0          37.0  \n",
+      "21           1.0          37.0  \n",
+      "22           1.0          37.0  \n",
+      "23           1.0          37.0  \n",
+      "24           1.0          37.0  \n",
+      "25           NaN           NaN  \n",
+      "26           NaN           NaN  \n",
+      "27           NaN           NaN  \n",
+      "28           NaN           NaN  \n",
+      "29           NaN           NaN  \n",
+      "30           NaN           NaN  \n",
+      "31           NaN           NaN  \n",
+      "32           NaN           NaN  \n",
+      "33           NaN           NaN  \n",
+      "34           NaN           NaN  \n",
+      "35           NaN           NaN  \n",
+      "36           NaN           NaN  \n",
+      "37           NaN           NaN  \n",
+      "38           NaN           NaN  \n",
+      "39           NaN           NaN  \n",
+      "40           NaN           NaN  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 32/20 (Индекс в train: 3611) ===\n",
+      "Оригинальная таблица: csv/203-csv/282.csv\n",
+      "Размер: 8 строк, 12 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "                  Date    Racecourse Distance Race Status  \\\n",
+      "0      April 10, 2004  Kempton Park       8f      Listed   \n",
+      "1      April 24, 2004  Sandown Park       8f     Group 2   \n",
+      "2        May 22, 2004       Curragh       8f     Group 2   \n",
+      "3       June 15, 2004   Royal Ascot       8f     Group 1   \n",
+      "4        July 6, 2004     Newmarket       8f     Group 1   \n",
+      "5       July 28, 2004      Goodwood       8f     Group 1   \n",
+      "6  September 11, 2004  Leopardstown       8f     Group 1   \n",
+      "7  September 25, 2004         Ascot       8f     Group 1   \n",
+      "\n",
+      "                      Race               Position Winning Distance (lengths)  \\\n",
+      "0  Snowdrop Fillies Stakes       2nd to Beneventa                          -   \n",
+      "1             Betfred Mile  3rd to Hurricane Alan                          -   \n",
+      "2   Ridgewood Pearl Stakes                    1st                          6   \n",
+      "3        Queen Anne Stakes  2nd to Refuse to Bend                          -   \n",
+      "4          Falmouth Stakes                    1st                         2½   \n",
+      "5            Sussex Stakes                    1st                         nk   \n",
+      "6            Matron Stakes                    1st                          ½   \n",
+      "7              QEII Stakes           6th to Rakti                          -   \n",
+      "\n",
+      "           Jockey Rating         Going    Odds  Prize Money  \n",
+      "0  Johnny Murtagh    114  Good to Soft   4/11F       £6,600  \n",
+      "1  Johnny Murtagh    114  Good to Soft    5/2F      £11,000  \n",
+      "2  Johnny Murtagh      -  Good to Firm  11/10F   £56,760.56  \n",
+      "3  Johnny Murtagh    114  Good to Firm     6/1      £55,000  \n",
+      "4  Johnny Murtagh    114  Good to Firm    11/4     £116,000  \n",
+      "5  Johnny Murtagh    115          Good     3/1     £174,000  \n",
+      "6  Johnny Murtagh      -  Good to Firm   8/13F  £119,014.08  \n",
+      "7  Johnny Murtagh    120  Good to Firm    5/2F       £3,750  \n",
+      "Очищенная таблица:\n",
+      "                  Date    Racecourse Distance Race Status  \\\n",
+      "0      April 10, 2004  Kempton Park       8f      Listed   \n",
+      "1      April 24, 2004  Sandown Park       8f     Group 2   \n",
+      "2        May 22, 2004       Curragh       8f     Group 2   \n",
+      "3       June 15, 2004   Royal Ascot       8f     Group 1   \n",
+      "4        July 6, 2004     Newmarket       8f     Group 1   \n",
+      "5       July 28, 2004      Goodwood       8f     Group 1   \n",
+      "6  September 11, 2004  Leopardstown       8f     Group 1   \n",
+      "7  September 25, 2004         Ascot       8f     Group 1   \n",
+      "\n",
+      "                      Race               Position Winning Distance (lengths)  \\\n",
+      "0  Snowdrop Fillies Stakes       2nd to Beneventa                          -   \n",
+      "1             Betfred Mile  3rd to Hurricane Alan                          -   \n",
+      "2   Ridgewood Pearl Stakes                    1st                          6   \n",
+      "3        Queen Anne Stakes  2nd to Refuse to Bend                          -   \n",
+      "4          Falmouth Stakes                    1st                         2½   \n",
+      "5            Sussex Stakes                    1st                         nk   \n",
+      "6            Matron Stakes                    1st                          ½   \n",
+      "7              QEII Stakes           6th to Rakti                          -   \n",
+      "\n",
+      "           Jockey Rating         Going    Odds  Prize Money Date_datetime  \n",
+      "0  Johnny Murtagh    114  Good to Soft   4/11F       £6,600    2004-04-10  \n",
+      "1  Johnny Murtagh    114  Good to Soft    5/2F      £11,000    2004-04-24  \n",
+      "2  Johnny Murtagh      -  Good to Firm  11/10F   £56,760.56    2004-05-22  \n",
+      "3  Johnny Murtagh    114  Good to Firm     6/1      £55,000    2004-06-15  \n",
+      "4  Johnny Murtagh    114  Good to Firm    11/4     £116,000    2004-07-06  \n",
+      "5  Johnny Murtagh    115          Good     3/1     £174,000    2004-07-28  \n",
+      "6  Johnny Murtagh      -  Good to Firm   8/13F  £119,014.08    2004-09-11  \n",
+      "7  Johnny Murtagh    120  Good to Firm    5/2F       £3,750    2004-09-25  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 33/20 (Индекс в train: 7359) ===\n",
+      "Оригинальная таблица: csv/203-csv/385.csv\n",
+      "Размер: 11 строк, 8 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "               Material                      Formula  \\\n",
+      "0              Diamond                            C   \n",
+      "1              Glasses  Silica with Pb, Al, &/or Tl   \n",
+      "2       White Sapphire                        Al2O3   \n",
+      "3               Spinel                    MgO·Al2O3   \n",
+      "4               Rutile                         TiO2   \n",
+      "5   Strontium titanate                       SrTiO3   \n",
+      "6                  YAG                     Y3Al5O12   \n",
+      "7                  GGG                    Gd3Ga5O12   \n",
+      "8       Cubic Zirconia          ZrO2(+ rare earths)   \n",
+      "9           Moissanite                          SiC   \n",
+      "10              Quartz                       Silica   \n",
+      "\n",
+      "   Refractive\\nindex(es)\\n589.3 nm Dispersion\\n431 – 687 nm  \\\n",
+      "0                            2.417                    0.044   \n",
+      "1                            ~ 1.6                  > 0.020   \n",
+      "2                    1.762 – 1.770                    0.018   \n",
+      "3                            1.727                    0.020   \n",
+      "4                       2.62 – 2.9                     0.33   \n",
+      "5                             2.41                     0.19   \n",
+      "6                             1.83                    0.028   \n",
+      "7                             1.97                    0.045   \n",
+      "8                            ~ 2.2                   ~ 0.06   \n",
+      "9                    2.648 – 2.691                    0.104   \n",
+      "10                   1.543 – 1.554                      NaN   \n",
+      "\n",
+      "   Hardness\\n(Mohs'\\nscale) Density\\n(g/cm3) Thermal\\nCond. State of\\nthe art  \n",
+      "0                        10             3.52      Excellent         (Natural)  \n",
+      "1                       < 6        2.4 – 4.2           Poor            1700 –  \n",
+      "2                         9             3.97           Poor         1900–1947  \n",
+      "3                         8            ~ 3.6           Poor         1920–1947  \n",
+      "4                       ~ 6             4.25           Poor         1947–1955  \n",
+      "5                       5.5             5.13           Poor         1955–1970  \n",
+      "6                      8.25      4.55 – 4.65           Poor         1970–1975  \n",
+      "7                         7             7.02           Poor         1973–1975  \n",
+      "8                     ~ 8.3            ~ 5.7           Poor            1976 –  \n",
+      "9                  8.5–9.25              3.2           High            1998 –  \n",
+      "10                       7-      2.50 – 2.65            NaN           Ancient  \n",
+      "Очищенная таблица:\n",
+      "               Material                      Formula  \\\n",
+      "0              Diamond                            C   \n",
+      "1              Glasses  Silica with Pb, Al, &/or Tl   \n",
+      "2       White Sapphire                        Al2O3   \n",
+      "3               Spinel                    MgO·Al2O3   \n",
+      "4               Rutile                         TiO2   \n",
+      "5   Strontium titanate                       SrTiO3   \n",
+      "6                  YAG                     Y3Al5O12   \n",
+      "7                  GGG                    Gd3Ga5O12   \n",
+      "8       Cubic Zirconia          ZrO2(+ rare earths)   \n",
+      "9           Moissanite                          SiC   \n",
+      "10              Quartz                       Silica   \n",
+      "\n",
+      "   Refractive index(es) 589.3 nm Dispersion 431 – 687 nm  \\\n",
+      "0                          2.417                   0.044   \n",
+      "1                          ~ 1.6                 > 0.020   \n",
+      "2                  1.762 – 1.770                   0.018   \n",
+      "3                          1.727                   0.020   \n",
+      "4                     2.62 – 2.9                    0.33   \n",
+      "5                           2.41                    0.19   \n",
+      "6                           1.83                   0.028   \n",
+      "7                           1.97                   0.045   \n",
+      "8                          ~ 2.2                  ~ 0.06   \n",
+      "9                  2.648 – 2.691                   0.104   \n",
+      "10                 1.543 – 1.554                     NaN   \n",
+      "\n",
+      "   Hardness (Mohs' scale) Density (g/cm3) Thermal Cond. State of the art  \\\n",
+      "0                      10            3.52     Excellent        (Natural)   \n",
+      "1                     < 6       2.4 – 4.2          Poor           1700 –   \n",
+      "2                       9            3.97          Poor        1900–1947   \n",
+      "3                       8           ~ 3.6          Poor        1920–1947   \n",
+      "4                     ~ 6            4.25          Poor        1947–1955   \n",
+      "5                     5.5            5.13          Poor        1955–1970   \n",
+      "6                    8.25     4.55 – 4.65          Poor        1970–1975   \n",
+      "7                       7            7.02          Poor        1973–1975   \n",
+      "8                   ~ 8.3           ~ 5.7          Poor           1976 –   \n",
+      "9                8.5–9.25             3.2          High           1998 –   \n",
+      "10                     7-     2.50 – 2.65           NaN          Ancient   \n",
+      "\n",
+      "    State of the art_score1  State of the art_score2  \n",
+      "0                       NaN                      NaN  \n",
+      "1                       NaN                      NaN  \n",
+      "2                    1900.0                   1947.0  \n",
+      "3                    1920.0                   1947.0  \n",
+      "4                    1947.0                   1955.0  \n",
+      "5                    1955.0                   1970.0  \n",
+      "6                    1970.0                   1975.0  \n",
+      "7                    1973.0                   1975.0  \n",
+      "8                       NaN                      NaN  \n",
+      "9                       NaN                      NaN  \n",
+      "10                      NaN                      NaN  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 34/20 (Индекс в train: 9654) ===\n",
+      "Оригинальная таблица: csv/204-csv/739.csv\n",
+      "Размер: 43 строк, 7 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "                        Districts  UBIGEO  Area\\n(km²) Population  \\\n",
+      "0                          Ancón  150102       299.22     29,419   \n",
+      "1                            Ate  150103        77.72    419,663   \n",
+      "2                       Barranco  150104         3.33     45,922   \n",
+      "3                          Breña  150105         3.22     94,808   \n",
+      "4                     Carabayllo  150106       346.88    188,764   \n",
+      "5                     Chaclacayo  150107        39.50     39,686   \n",
+      "6                     Chorrillos  150108        38.94    262,595   \n",
+      "7                    Cieneguilla  150109       240.33     15,784   \n",
+      "8                          Comas  150110        48.75    464,745   \n",
+      "9                    El Agustino  150111        12.54    165,425   \n",
+      "10                 Independencia  150112        14.56    197,308   \n",
+      "11                   Jesús María  150113         4.57     58,588   \n",
+      "12                     La Molina  150114        65.75    124,468   \n",
+      "13                   La Victoria  150115         8.74    190,218   \n",
+      "14                          Lima  150101        21.88    278,804   \n",
+      "15                         Lince  150116         3.03     52,123   \n",
+      "16                    Los Olivos  150117        18.25    286,549   \n",
+      "17                    Lurigancho  150118       236.47     90,594   \n",
+      "18                         Lurín  150119       181.12     55,953   \n",
+      "19             Magdalena del Mar  150120         3.61     48,445   \n",
+      "20                    Miraflores  150122         9.62     92,815   \n",
+      "21                    Pachacamac  150123       160.23     54,763   \n",
+      "22                      Pucusana  150124        37.83      9,231   \n",
+      "23                  Pueblo Libre  150121         4.38     71,892   \n",
+      "24                 Puente Piedra  150125        71.18    203,473   \n",
+      "25                 Punta Hermosa  150126       119.50      4,676   \n",
+      "26                   Punta Negra  150127       130.50      4,473   \n",
+      "27                         Rímac  150128        11.87    175,793   \n",
+      "28                   San Bartolo  150129        45.01      5,733   \n",
+      "29                     San Borja  150130         9.96    102,762   \n",
+      "30                    San Isidro  150131        11.10     55,309   \n",
+      "31        San Juan de Lurigancho  150132       131.25    812,656   \n",
+      "32        San Juan de Miraflores  150133        23.98    335,237   \n",
+      "33                      San Luis  150134         3.49     46,258   \n",
+      "34          San Martín de Porres  150135        36.91    525,155   \n",
+      "35                    San Miguel  150136        10.72    124,904   \n",
+      "36                   Santa Anita  150137        10.69    160,777   \n",
+      "37  Santa María del Mar District  150138         9.81         88   \n",
+      "38                    Santa Rosa  150139        21.50      9,379   \n",
+      "39             Santiago de Surco  150140        34.75    272,690   \n",
+      "40                     Surquillo  150141         3.46     84,202   \n",
+      "41             Villa El Salvador  150142        35.46    367,436   \n",
+      "42       Villa María del Triunfo  150143        70.57    355,761   \n",
+      "\n",
+      "   Population density\\n(/km²)           Created  Postal\\ncode  \n",
+      "0                        98.3   29 October 1874             2  \n",
+      "1                     5,399.7    2 January 1857             3  \n",
+      "2                    13,790.4   26 October 1874             4  \n",
+      "3                    29,443.5      15 July 1949             5  \n",
+      "4                       544.2     4 August 1821             6  \n",
+      "5                     1,004.7     24 April 1940             8  \n",
+      "6                     6,743.6    2 January 1857             9  \n",
+      "7                        65.7      3 March 1970            40  \n",
+      "8                     9,533.2  12 December 1961             7  \n",
+      "9                    13,191.8    6 January 1965            10  \n",
+      "10                   13,551.4     16 March 1964            28  \n",
+      "11                   12,820.1  13 December 1963            11  \n",
+      "12                    1,893.0   6 February 1962            12  \n",
+      "13                   21,764.1    16 August 1921            13  \n",
+      "14                   13,187.2    2 January 1857             1  \n",
+      "15                   17,202.3       20 May 1936            14  \n",
+      "16                   15,701.3      7 April 1989            39  \n",
+      "17                      383.1    2 January 1857            15  \n",
+      "18                      308.9    2 January 1857            16  \n",
+      "19                   13,419.7       10 May 1920            17  \n",
+      "20                    9,648.1    2 January 1857            18  \n",
+      "21                      341.8    2 January 1857            19  \n",
+      "22                      244.0   22 January 1943            20  \n",
+      "23                   16,413.7    2 January 1857            21  \n",
+      "24                    2,858.6  14 February 1927            22  \n",
+      "25                       39.1      7 April 1954            24  \n",
+      "26                       34.3      7 April 1954            23  \n",
+      "27                   14,809.9    16 August 1921            25  \n",
+      "28                      127.4        5 May 1946            26  \n",
+      "29                   10,317.5       1 June 1983            41  \n",
+      "30                    6,165.6     24 April 1931            27  \n",
+      "31                    6,191.7   13 January 1967            36  \n",
+      "32                   13,979.9   12 January 1965            29  \n",
+      "33                   13,254.4       30 May 1968            30  \n",
+      "34                   14,228.0       22 May 1950            31  \n",
+      "35                   11,651.5       10 May 1920            32  \n",
+      "36                   15,039.9   26 October 1989            43  \n",
+      "37                        9.0   16 January 1962            37  \n",
+      "38                      436.2   7 February 1962            38  \n",
+      "39                    7,847.2  16 December 1929            33  \n",
+      "40                   24,335.8      15 July 1949            34  \n",
+      "41                   10,362.0       1 June 1983            42  \n",
+      "42                    5,041.2  28 December 1961            35  \n",
+      "Очищенная таблица:\n",
+      "                        Districts  UBIGEO  Area (km²)  Population  \\\n",
+      "0                          Ancón  150102      299.22       29419   \n",
+      "1                            Ate  150103       77.72      419663   \n",
+      "2                       Barranco  150104        3.33       45922   \n",
+      "3                          Breña  150105        3.22       94808   \n",
+      "4                     Carabayllo  150106      346.88      188764   \n",
+      "5                     Chaclacayo  150107       39.50       39686   \n",
+      "6                     Chorrillos  150108       38.94      262595   \n",
+      "7                    Cieneguilla  150109      240.33       15784   \n",
+      "8                          Comas  150110       48.75      464745   \n",
+      "9                    El Agustino  150111       12.54      165425   \n",
+      "10                 Independencia  150112       14.56      197308   \n",
+      "11                   Jesús María  150113        4.57       58588   \n",
+      "12                     La Molina  150114       65.75      124468   \n",
+      "13                   La Victoria  150115        8.74      190218   \n",
+      "14                          Lima  150101       21.88      278804   \n",
+      "15                         Lince  150116        3.03       52123   \n",
+      "16                    Los Olivos  150117       18.25      286549   \n",
+      "17                    Lurigancho  150118      236.47       90594   \n",
+      "18                         Lurín  150119      181.12       55953   \n",
+      "19             Magdalena del Mar  150120        3.61       48445   \n",
+      "20                    Miraflores  150122        9.62       92815   \n",
+      "21                    Pachacamac  150123      160.23       54763   \n",
+      "22                      Pucusana  150124       37.83        9231   \n",
+      "23                  Pueblo Libre  150121        4.38       71892   \n",
+      "24                 Puente Piedra  150125       71.18      203473   \n",
+      "25                 Punta Hermosa  150126      119.50        4676   \n",
+      "26                   Punta Negra  150127      130.50        4473   \n",
+      "27                         Rímac  150128       11.87      175793   \n",
+      "28                   San Bartolo  150129       45.01        5733   \n",
+      "29                     San Borja  150130        9.96      102762   \n",
+      "30                    San Isidro  150131       11.10       55309   \n",
+      "31        San Juan de Lurigancho  150132      131.25      812656   \n",
+      "32        San Juan de Miraflores  150133       23.98      335237   \n",
+      "33                      San Luis  150134        3.49       46258   \n",
+      "34          San Martín de Porres  150135       36.91      525155   \n",
+      "35                    San Miguel  150136       10.72      124904   \n",
+      "36                   Santa Anita  150137       10.69      160777   \n",
+      "37  Santa María del Mar District  150138        9.81          88   \n",
+      "38                    Santa Rosa  150139       21.50        9379   \n",
+      "39             Santiago de Surco  150140       34.75      272690   \n",
+      "40                     Surquillo  150141        3.46       84202   \n",
+      "41             Villa El Salvador  150142       35.46      367436   \n",
+      "42       Villa María del Triunfo  150143       70.57      355761   \n",
+      "\n",
+      "    Population density (/km²)           Created  Postal code  \n",
+      "0                        98.3   29 October 1874            2  \n",
+      "1                      5399.7    2 January 1857            3  \n",
+      "2                     13790.4   26 October 1874            4  \n",
+      "3                     29443.5      15 July 1949            5  \n",
+      "4                       544.2     4 August 1821            6  \n",
+      "5                      1004.7     24 April 1940            8  \n",
+      "6                      6743.6    2 January 1857            9  \n",
+      "7                        65.7      3 March 1970           40  \n",
+      "8                      9533.2  12 December 1961            7  \n",
+      "9                     13191.8    6 January 1965           10  \n",
+      "10                    13551.4     16 March 1964           28  \n",
+      "11                    12820.1  13 December 1963           11  \n",
+      "12                     1893.0   6 February 1962           12  \n",
+      "13                    21764.1    16 August 1921           13  \n",
+      "14                    13187.2    2 January 1857            1  \n",
+      "15                    17202.3       20 May 1936           14  \n",
+      "16                    15701.3      7 April 1989           39  \n",
+      "17                      383.1    2 January 1857           15  \n",
+      "18                      308.9    2 January 1857           16  \n",
+      "19                    13419.7       10 May 1920           17  \n",
+      "20                     9648.1    2 January 1857           18  \n",
+      "21                      341.8    2 January 1857           19  \n",
+      "22                      244.0   22 January 1943           20  \n",
+      "23                    16413.7    2 January 1857           21  \n",
+      "24                     2858.6  14 February 1927           22  \n",
+      "25                       39.1      7 April 1954           24  \n",
+      "26                       34.3      7 April 1954           23  \n",
+      "27                    14809.9    16 August 1921           25  \n",
+      "28                      127.4        5 May 1946           26  \n",
+      "29                    10317.5       1 June 1983           41  \n",
+      "30                     6165.6     24 April 1931           27  \n",
+      "31                     6191.7   13 January 1967           36  \n",
+      "32                    13979.9   12 January 1965           29  \n",
+      "33                    13254.4       30 May 1968           30  \n",
+      "34                    14228.0       22 May 1950           31  \n",
+      "35                    11651.5       10 May 1920           32  \n",
+      "36                    15039.9   26 October 1989           43  \n",
+      "37                        9.0   16 January 1962           37  \n",
+      "38                      436.2   7 February 1962           38  \n",
+      "39                     7847.2  16 December 1929           33  \n",
+      "40                    24335.8      15 July 1949           34  \n",
+      "41                    10362.0       1 June 1983           42  \n",
+      "42                     5041.2  28 December 1961           35  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 35/20 (Индекс в train: 4557) ===\n",
+      "Оригинальная таблица: csv/204-csv/776.csv\n",
+      "Размер: 59 строк, 5 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "                                                  Site  \\\n",
+      "0   Atwater Library of the Mechanics' Institute of...   \n",
+      "1                                    Bank of Montreal   \n",
+      "2   Battle of Rivière des Prairies / Battle of Cou...   \n",
+      "3                 Battle of the Lake of Two Mountains   \n",
+      "4   Black Watch (Royal Highland Regiment) of Canad...   \n",
+      "5                                   Bonsecours Market   \n",
+      "6                    Château De Ramezay / India House   \n",
+      "7                             Christ Church Cathedral   \n",
+      "8                  Church of Notre-Dame-de-la-Défense   \n",
+      "9                   Church of Saint-Léon-de-Westmount   \n",
+      "10                 Erskine and American United Church   \n",
+      "11                       Former Montreal Custom House   \n",
+      "12          George Stephen House / Mount Stephen Club   \n",
+      "13                                Grey Nuns' Hospital   \n",
+      "14                      H. Vincent Meredith Residence   \n",
+      "15                                    Hersey Pavilion   \n",
+      "16                                          Hochelaga   \n",
+      "17                                      Lachine Canal   \n",
+      "18                Lachine Canal Manufacturing Complex   \n",
+      "19            Last Post Fund National Field of Honour   \n",
+      "20                                LeBer-LeMoyne House   \n",
+      "21                              Louis-Joseph Papineau   \n",
+      "22                                     Maison Cartier   \n",
+      "23                               Maison Saint-Gabriel   \n",
+      "24                     Marie-Reine-du-Monde Cathedral   \n",
+      "25                             Marlborough Apartments   \n",
+      "26                            Masonic Memorial Temple   \n",
+      "27                             Merchants Textile Mill   \n",
+      "28                          Model City of Mount Royal   \n",
+      "29                    Monklands / Villa Maria Convent   \n",
+      "30                          Montreal Botanical Garden   \n",
+      "31                                 Montreal City Hall   \n",
+      "32                                     Montreal Forum   \n",
+      "33                              Montreal's Birthplace   \n",
+      "34                                  Monument National   \n",
+      "35          Mother House of the Grey Nuns of Montreal   \n",
+      "36                               Mount Royal Cemetery   \n",
+      "37        Notre-Dame Roman Catholic Church / Basilica   \n",
+      "38                     Notre-Dame-des-Neiges Cemetery   \n",
+      "39                                  Outremont Theatre   \n",
+      "40                                  Pavillon Mailloux   \n",
+      "41                                     Rialto Theatre   \n",
+      "42                      Sainte-Anne-de-Bellevue Canal   \n",
+      "43              Saint Joseph's Oratory of Mount Royal   \n",
+      "44             Saint-Sulpice Seminary and its Gardens   \n",
+      "45                       Senneville Historic District   \n",
+      "46                         Sir George-Étienne Cartier   \n",
+      "47              St. George Antiochian Orthodox Church   \n",
+      "48                       St. George's Anglican Church   \n",
+      "49                            St. James United Church   \n",
+      "50                             St. Patrick's Basilica   \n",
+      "51             Sulpician Towers / Fort de la Montagne   \n",
+      "52                           The Fur Trade at Lachine   \n",
+      "53                                           The Main   \n",
+      "54                                    Trafalgar Lodge   \n",
+      "55                      Van Horne / Shaughnessy House   \n",
+      "56                                 Westmount District   \n",
+      "57                                    Wilson Chambers   \n",
+      "58                 Windsor Station (Canadian Pacific)   \n",
+      "\n",
+      "                                              Date(s)  Designated  \\\n",
+      "0                                    1920 (completed)        2005   \n",
+      "1                                    1894 (completed)        1990   \n",
+      "2                                       1690 (battle)        1924   \n",
+      "3                                       1689 (battle)        1925   \n",
+      "4                                    1906 (completed)        2008   \n",
+      "5                                    1847 (completed)        1984   \n",
+      "6         1705 (completed), 1756 (rebuilt after fire)        1949   \n",
+      "7                                    1860 (completed)        1999   \n",
+      "8                                    1919 (completed)        2002   \n",
+      "9                                    1903 (completed)        1997   \n",
+      "10                                   1894 (completed)        1998   \n",
+      "11                                   1838 (completed)        1997   \n",
+      "12                                   1881 (completed)        1971   \n",
+      "13                                   1765 (completed)        1973   \n",
+      "14                                   1897 (completed)        1990   \n",
+      "15                                   1905 (completed)        1997   \n",
+      "16  1300s (ca.) (first construction of fortified v...        1920   \n",
+      "17                                   1825 (completed)        1929   \n",
+      "18                                   1825 (completed)        1996   \n",
+      "19                                 1930 (established)        2007   \n",
+      "20                                   1671 (completed)        2002   \n",
+      "21                                   1785 (completed)        1968   \n",
+      "22                                   1813 (completed)        1982   \n",
+      "23                                   1668 (completed)        2007   \n",
+      "24                                 1894 (consecrated)        1999   \n",
+      "25                                   1900 (completed)        1990   \n",
+      "26                                   1930 (completed)        2001   \n",
+      "27                                 1882 (established)        1989   \n",
+      "28                               1914 (district plan)        2008   \n",
+      "29                                   1804 (completed)        1951   \n",
+      "30                                 1931 (established)        2008   \n",
+      "31                   1878 (completed), 1922 (rebuilt)        1984   \n",
+      "32                                   1924 (completed)        1997   \n",
+      "33                                       1642 (event)        1924   \n",
+      "34                                   1893 (completed)        1985   \n",
+      "35                                   1871 (completed)        2011   \n",
+      "36                                 1852 (established)        1999   \n",
+      "37                                   1829 (completed)        1989   \n",
+      "38                                 1854 (established)        1999   \n",
+      "39                                   1929 (completed)        1993   \n",
+      "40                                   1931 (completed)        1997   \n",
+      "41                                   1924 (completed)        1993   \n",
+      "42                                   1843 (completed)        1929   \n",
+      "43      1904 (established), 1967 (basilica completed)        2003   \n",
+      "44                                   1687 (completed)        1980   \n",
+      "45                                 1860 (established)        2002   \n",
+      "46                                   1838 (completed)        1964   \n",
+      "47                                   1940 (completed)        1999   \n",
+      "48                                   1870 (completed)        1990   \n",
+      "49                                   1888 (completed)        1996   \n",
+      "50                                   1847 (completed)        1990   \n",
+      "51                                   1694 (completed)        1970   \n",
+      "52                                   1803 (completed)        1970   \n",
+      "53                                                NaN        1996   \n",
+      "54                                   1848 (completed)        1990   \n",
+      "55                                   1848 (completed)        1973   \n",
+      "56                           1874 (city incorporated)        2012   \n",
+      "57                                   1868 (completed)        1990   \n",
+      "58                                   1889 (completed)        1975   \n",
+      "\n",
+      "                                             Location  \\\n",
+      "0   Montreal\\n45°29′19.17″N 73°35′3.41″W / 45.48...   \n",
+      "1   Montreal\\n45°29′15.81″N 73°34′7.45″W / 45.48...   \n",
+      "2   Montreal\\n45°41′56.07″N 73°30′13.68″W / 45.6...   \n",
+      "3   Senneville\\n45°26′52.69″N 73°56′25.41″W / 45...   \n",
+      "4   Montreal\\n45°30′28.37″N 73°34′11.38″W / 45.5...   \n",
+      "5   Montreal\\n45°30′32.21″N 73°33′5.18″W / 45.50...   \n",
+      "6   Montreal\\n45°30′31.54″N 73°33′11.28″W / 45.5...   \n",
+      "7   Montreal\\n45°30′13.21″N 73°34′12.04″W / 45.5...   \n",
+      "8   Montreal\\n45°32′5.82″N 73°36′41.28″W / 45.53...   \n",
+      "9   Westmount\\n45°29′7.58″N 73°35′30.75″W / 45.4...   \n",
+      "10  Montreal\\n45°29′56.98″N 73°34′47.4″W / 45.49...   \n",
+      "11  Montreal\\n45°30′11.98″N 73°33′16.5″W / 45.50...   \n",
+      "12  Montreal\\n45°29′56.73″N 73°34′32.93″W / 45.4...   \n",
+      "13  Montreal\\n45°30′1.31″N 73°33′17.2″W / 45.500...   \n",
+      "14  Montreal\\n45°30′15.11″N 73°34′54.7″W / 45.50...   \n",
+      "15  Montreal\\n45°30′30.94″N 73°34′50.01″W / 45.5...   \n",
+      "16  Montreal\\n45°30′12.83″N 73°34′30.58″W / 45.5...   \n",
+      "17  Montreal\\n45°27′30″N 73°36′42″W / 45.45833°N...   \n",
+      "18  Montreal\\n45°27′30″N 73°36′42″W / 45.45833°N...   \n",
+      "19  Pointe-Claire\\n45°26′38.80″N 73°50′15.58″W / ...   \n",
+      "20  Montreal\\n45°25′48″N 73°39′59″W / 45.43000°N...   \n",
+      "21  Montreal\\n45°30′35.77″N 73°33′7.88″W / 45.50...   \n",
+      "22  Montreal\\n45°30′28.56″N 73°33′9.18″W / 45.50...   \n",
+      "23  Montreal\\n45°28′33.37″N 73°33′21.58″W / 45.4...   \n",
+      "24  Montreal\\n45°29′57.86″N 73°34′7.36″W / 45.49...   \n",
+      "25  Montreal\\n45°30′25.07″N 73°34′32.6″W / 45.50...   \n",
+      "26  Montreal\\n45°29′40.92″N 73°34′58.85″W / 45.4...   \n",
+      "27  Montreal\\n45°28′32″N 73°34′48″W / 45.47556°N...   \n",
+      "28  Mount Royal\\n45°30′58″N 73°38′35″W / 45.5161...   \n",
+      "29  Montreal\\n45°28′54.53″N 73°37′1.6″W / 45.481...   \n",
+      "30  Montreal\\n45°33′26.00″N 73°33′24.50″W / 45.5...   \n",
+      "31  Montreal\\n45°30′31.84″N 73°33′14.45″W / 45.5...   \n",
+      "32  Montreal\\n45°29′25″N 73°35′5″W / 45.49028°N ...   \n",
+      "33  Montreal\\n45°30′12.27″N 73°33′14.31″W / 45.5...   \n",
+      "34  Montreal\\n45°30′32.76″N 73°33′45″W / 45.5091...   \n",
+      "35  Montreal\\n45°29′37″N 73°34′36″W / 45.49361°N...   \n",
+      "36  Montreal\\n45°30′32.76″N 73°33′45″W / 45.5091...   \n",
+      "37  Montreal\\n45°30′16.15″N 73°33′22.55″W / 45.5...   \n",
+      "38  Montreal\\n45°30′6.55″N 73°36′23.48″W / 45.50...   \n",
+      "39  Montreal\\n45°30′6.55″N 73°36′23.48″W / 45.50...   \n",
+      "40  Montreal\\n45°31′31.54″N 73°33′51.26″W / 45.5...   \n",
+      "41  Montreal\\n45°31′24.91″N 73°36′17.14″W / 45.5...   \n",
+      "42  Sainte-Anne-de-Bellevue\\n45°24′13″N 73°57′16″W...   \n",
+      "43  Montreal\\n45°29′30″N 73°37′0″W / 45.49167°N ...   \n",
+      "44  Montreal\\n45°30′14″N 73°33′25″W / 45.50389°N...   \n",
+      "45  Senneville\\n45°25′50.1″N 73°57′8.2″W / 45.43...   \n",
+      "46  Montreal\\n45°30′40.12″N 73°33′5.84″W / 45.51...   \n",
+      "47  Montreal\\n45°32′23.5″N 73°36′51.07″W / 45.53...   \n",
+      "48  Montreal\\n45°32′23.5″N 73°36′51.07″W / 45.53...   \n",
+      "49  Montreal\\n45°30′18.97″N 73°34′6.56″W / 45.50...   \n",
+      "50  Montreal\\n45°30′12.82″N 73°33′53.31″W / 45.5...   \n",
+      "51  Montreal\\n45°29′37.68″N 73°35′4.56″W / 45.49...   \n",
+      "52  Montreal\\n45°25′53.04″N 73°40′32.16″W / 45.4...   \n",
+      "53  Montreal\\n45°30′36.58″N 73°33′51.93″W / 45.5...   \n",
+      "54  Westmount\\n45°29′42.36″N 73°35′53.39″W / 45....   \n",
+      "55  Montreal\\n45°29′42.36″N 73°35′53.39″W / 45.4...   \n",
+      "56                                          Westmount   \n",
+      "57  Montreal\\n45°30′3.25″N 73°33′35.06″W / 45.50...   \n",
+      "58  Montreal\\n45°29′50.86″N 73°34′7.18″W / 45.49...   \n",
+      "\n",
+      "                                          Description  \n",
+      "0   The home of the first Mechanics' Institute in ...  \n",
+      "1   A three-and-a-half storey sandstone former ban...  \n",
+      "2   The site of a battle between a group of Iroquo...  \n",
+      "3   A skirmish at Lake of Two Mountains between 28...  \n",
+      "4   Home to The Black Watch (Royal Highland Regime...  \n",
+      "5   A monumental, domed masonry civic building tha...  \n",
+      "6   A stone mansion built for Claude de Ramezay, G...  \n",
+      "7   An excellent example of a Gothic Revival-style...  \n",
+      "8   A Romanesque Revival style church in Montreal'...  \n",
+      "9   One of the best examples of mural decoration d...  \n",
+      "10  An excellent example of a large Romanesque Rev...  \n",
+      "11  An excellent example of Palladian architecture...  \n",
+      "12  A large, stone Victorian mansion that is the b...  \n",
+      "13  A three-and-a-half building that is an example...  \n",
+      "14  Representative of the mansions built by Montre...  \n",
+      "15  One of the first purpose-built nurses' residen...  \n",
+      "16  A grass-covered area about 79 square metres (8...  \n",
+      "17  An early 19th-century canal, 14 kilometres (8....  \n",
+      "18  An important manufacturing and industrial comp...  \n",
+      "19  A military cemetery for veterans who died in a...  \n",
+      "20  A 17th-century fieldstone former fur trading p...  \n",
+      "21  A two-and-a-half storey stone house that was t...  \n",
+      "22  Two two-and-a-half storey stone attached house...  \n",
+      "23  A fieldstone house that was home to the sister...  \n",
+      "24  A Baroque Revival cathedral that, when built, ...  \n",
+      "25  A four-storey, red brick apartment building th...  \n",
+      "26  A monumental masonic temple resembling a Greek...  \n",
+      "27  The second largest textile mill in Canada for ...  \n",
+      "28  A historic residential suburb developed in acc...  \n",
+      "29  A two-storey stone Neo-Palladian mansion that ...  \n",
+      "30  A 75-hectare (190-acre) botanical garden; its ...  \n",
+      "31  A five-storey stone building and one of the be...  \n",
+      "32  One of Canada's most famous sporting venues; a...  \n",
+      "33  The location where Paul Chomedey de Maisonneuv...  \n",
+      "34  A four-storey theatre and cultural centre cons...  \n",
+      "35  The former motherhouse of the Grey Nuns, now p...  \n",
+      "36  A 67-hectare (170-acre) cemetery located on th...  \n",
+      "37  An immense stone church built in the Romantic ...  \n",
+      "38  The largest cemetery in Canada and an outstand...  \n",
+      "39  An cinema with an Art Deco exterior and a comb...  \n",
+      "40  A five-storey brick nurses’ residence on the c...  \n",
+      "41  A movie palace and an exceptional example of B...  \n",
+      "42  A canal constructed by the Board of Works of t...  \n",
+      "43  A large Roman Catholic pilgrimage site located...  \n",
+      "44  A religious seminary with garden; a rare and r...  \n",
+      "45  A 565-hectare (1,400-acre) historic district t...  \n",
+      "46  Two houses that together served as the residen...  \n",
+      "47  A predominantly Byzantine-style church, it is ...  \n",
+      "48  An Anglican church in downtown Montreal that i...  \n",
+      "49  A large stone church in the High Victorian Got...  \n",
+      "50  A noted example of French Gothic Revival archi...  \n",
+      "51  Two 13-metre (43 ft) towers that were once bas...  \n",
+      "52  A single-storey stone warehouse located in an ...  \n",
+      "53  A 6-kilometre (3.7 mi) long stretch of Saint L...  \n",
+      "54  An asymmetrical one-and-a-half storey brick vi...  \n",
+      "55  The Second Empire-style mansion of Thomas Shau...  \n",
+      "56  The historic district of Westmount which epito...  \n",
+      "57  A four-and-a-half-storey stone Gothic Revival ...  \n",
+      "58  A railway terminal and Canadian Pacific Railwa...  \n",
+      "Очищенная таблица:\n",
+      "                                                  Site  \\\n",
+      "0   Atwater Library of the Mechanics' Institute of...   \n",
+      "1                                    Bank of Montreal   \n",
+      "2   Battle of Rivière des Prairies / Battle of Cou...   \n",
+      "3                 Battle of the Lake of Two Mountains   \n",
+      "4   Black Watch (Royal Highland Regiment) of Canad...   \n",
+      "5                                   Bonsecours Market   \n",
+      "6                    Château De Ramezay / India House   \n",
+      "7                             Christ Church Cathedral   \n",
+      "8                  Church of Notre-Dame-de-la-Défense   \n",
+      "9                   Church of Saint-Léon-de-Westmount   \n",
+      "10                 Erskine and American United Church   \n",
+      "11                       Former Montreal Custom House   \n",
+      "12          George Stephen House / Mount Stephen Club   \n",
+      "13                                Grey Nuns' Hospital   \n",
+      "14                      H. Vincent Meredith Residence   \n",
+      "15                                    Hersey Pavilion   \n",
+      "16                                          Hochelaga   \n",
+      "17                                      Lachine Canal   \n",
+      "18                Lachine Canal Manufacturing Complex   \n",
+      "19            Last Post Fund National Field of Honour   \n",
+      "20                                LeBer-LeMoyne House   \n",
+      "21                              Louis-Joseph Papineau   \n",
+      "22                                     Maison Cartier   \n",
+      "23                               Maison Saint-Gabriel   \n",
+      "24                     Marie-Reine-du-Monde Cathedral   \n",
+      "25                             Marlborough Apartments   \n",
+      "26                            Masonic Memorial Temple   \n",
+      "27                             Merchants Textile Mill   \n",
+      "28                          Model City of Mount Royal   \n",
+      "29                    Monklands / Villa Maria Convent   \n",
+      "30                          Montreal Botanical Garden   \n",
+      "31                                 Montreal City Hall   \n",
+      "32                                     Montreal Forum   \n",
+      "33                              Montreal's Birthplace   \n",
+      "34                                  Monument National   \n",
+      "35          Mother House of the Grey Nuns of Montreal   \n",
+      "36                               Mount Royal Cemetery   \n",
+      "37        Notre-Dame Roman Catholic Church / Basilica   \n",
+      "38                     Notre-Dame-des-Neiges Cemetery   \n",
+      "39                                  Outremont Theatre   \n",
+      "40                                  Pavillon Mailloux   \n",
+      "41                                     Rialto Theatre   \n",
+      "42                      Sainte-Anne-de-Bellevue Canal   \n",
+      "43              Saint Joseph's Oratory of Mount Royal   \n",
+      "44             Saint-Sulpice Seminary and its Gardens   \n",
+      "45                       Senneville Historic District   \n",
+      "46                         Sir George-Étienne Cartier   \n",
+      "47              St. George Antiochian Orthodox Church   \n",
+      "48                       St. George's Anglican Church   \n",
+      "49                            St. James United Church   \n",
+      "50                             St. Patrick's Basilica   \n",
+      "51             Sulpician Towers / Fort de la Montagne   \n",
+      "52                           The Fur Trade at Lachine   \n",
+      "53                                           The Main   \n",
+      "54                                    Trafalgar Lodge   \n",
+      "55                      Van Horne / Shaughnessy House   \n",
+      "56                                 Westmount District   \n",
+      "57                                    Wilson Chambers   \n",
+      "58                 Windsor Station (Canadian Pacific)   \n",
+      "\n",
+      "                                              Date(s)  Designated  \\\n",
+      "0                                    1920 (completed)        2005   \n",
+      "1                                    1894 (completed)        1990   \n",
+      "2                                       1690 (battle)        1924   \n",
+      "3                                       1689 (battle)        1925   \n",
+      "4                                    1906 (completed)        2008   \n",
+      "5                                    1847 (completed)        1984   \n",
+      "6         1705 (completed), 1756 (rebuilt after fire)        1949   \n",
+      "7                                    1860 (completed)        1999   \n",
+      "8                                    1919 (completed)        2002   \n",
+      "9                                    1903 (completed)        1997   \n",
+      "10                                   1894 (completed)        1998   \n",
+      "11                                   1838 (completed)        1997   \n",
+      "12                                   1881 (completed)        1971   \n",
+      "13                                   1765 (completed)        1973   \n",
+      "14                                   1897 (completed)        1990   \n",
+      "15                                   1905 (completed)        1997   \n",
+      "16  1300s (ca.) (first construction of fortified v...        1920   \n",
+      "17                                   1825 (completed)        1929   \n",
+      "18                                   1825 (completed)        1996   \n",
+      "19                                 1930 (established)        2007   \n",
+      "20                                   1671 (completed)        2002   \n",
+      "21                                   1785 (completed)        1968   \n",
+      "22                                   1813 (completed)        1982   \n",
+      "23                                   1668 (completed)        2007   \n",
+      "24                                 1894 (consecrated)        1999   \n",
+      "25                                   1900 (completed)        1990   \n",
+      "26                                   1930 (completed)        2001   \n",
+      "27                                 1882 (established)        1989   \n",
+      "28                               1914 (district plan)        2008   \n",
+      "29                                   1804 (completed)        1951   \n",
+      "30                                 1931 (established)        2008   \n",
+      "31                   1878 (completed), 1922 (rebuilt)        1984   \n",
+      "32                                   1924 (completed)        1997   \n",
+      "33                                       1642 (event)        1924   \n",
+      "34                                   1893 (completed)        1985   \n",
+      "35                                   1871 (completed)        2011   \n",
+      "36                                 1852 (established)        1999   \n",
+      "37                                   1829 (completed)        1989   \n",
+      "38                                 1854 (established)        1999   \n",
+      "39                                   1929 (completed)        1993   \n",
+      "40                                   1931 (completed)        1997   \n",
+      "41                                   1924 (completed)        1993   \n",
+      "42                                   1843 (completed)        1929   \n",
+      "43      1904 (established), 1967 (basilica completed)        2003   \n",
+      "44                                   1687 (completed)        1980   \n",
+      "45                                 1860 (established)        2002   \n",
+      "46                                   1838 (completed)        1964   \n",
+      "47                                   1940 (completed)        1999   \n",
+      "48                                   1870 (completed)        1990   \n",
+      "49                                   1888 (completed)        1996   \n",
+      "50                                   1847 (completed)        1990   \n",
+      "51                                   1694 (completed)        1970   \n",
+      "52                                   1803 (completed)        1970   \n",
+      "53                                                NaN        1996   \n",
+      "54                                   1848 (completed)        1990   \n",
+      "55                                   1848 (completed)        1973   \n",
+      "56                           1874 (city incorporated)        2012   \n",
+      "57                                   1868 (completed)        1990   \n",
+      "58                                   1889 (completed)        1975   \n",
+      "\n",
+      "                                             Location  \\\n",
+      "0   Montreal\\n45°29′19.17″N 73°35′3.41″W / 45.48...   \n",
+      "1   Montreal\\n45°29′15.81″N 73°34′7.45″W / 45.48...   \n",
+      "2   Montreal\\n45°41′56.07″N 73°30′13.68″W / 45.6...   \n",
+      "3   Senneville\\n45°26′52.69″N 73°56′25.41″W / 45...   \n",
+      "4   Montreal\\n45°30′28.37″N 73°34′11.38″W / 45.5...   \n",
+      "5   Montreal\\n45°30′32.21″N 73°33′5.18″W / 45.50...   \n",
+      "6   Montreal\\n45°30′31.54″N 73°33′11.28″W / 45.5...   \n",
+      "7   Montreal\\n45°30′13.21″N 73°34′12.04″W / 45.5...   \n",
+      "8   Montreal\\n45°32′5.82″N 73°36′41.28″W / 45.53...   \n",
+      "9   Westmount\\n45°29′7.58″N 73°35′30.75″W / 45.4...   \n",
+      "10  Montreal\\n45°29′56.98″N 73°34′47.4″W / 45.49...   \n",
+      "11  Montreal\\n45°30′11.98″N 73°33′16.5″W / 45.50...   \n",
+      "12  Montreal\\n45°29′56.73″N 73°34′32.93″W / 45.4...   \n",
+      "13  Montreal\\n45°30′1.31″N 73°33′17.2″W / 45.500...   \n",
+      "14  Montreal\\n45°30′15.11″N 73°34′54.7″W / 45.50...   \n",
+      "15  Montreal\\n45°30′30.94″N 73°34′50.01″W / 45.5...   \n",
+      "16  Montreal\\n45°30′12.83″N 73°34′30.58″W / 45.5...   \n",
+      "17  Montreal\\n45°27′30″N 73°36′42″W / 45.45833°N...   \n",
+      "18  Montreal\\n45°27′30″N 73°36′42″W / 45.45833°N...   \n",
+      "19  Pointe-Claire\\n45°26′38.80″N 73°50′15.58″W / ...   \n",
+      "20  Montreal\\n45°25′48″N 73°39′59″W / 45.43000°N...   \n",
+      "21  Montreal\\n45°30′35.77″N 73°33′7.88″W / 45.50...   \n",
+      "22  Montreal\\n45°30′28.56″N 73°33′9.18″W / 45.50...   \n",
+      "23  Montreal\\n45°28′33.37″N 73°33′21.58″W / 45.4...   \n",
+      "24  Montreal\\n45°29′57.86″N 73°34′7.36″W / 45.49...   \n",
+      "25  Montreal\\n45°30′25.07″N 73°34′32.6″W / 45.50...   \n",
+      "26  Montreal\\n45°29′40.92″N 73°34′58.85″W / 45.4...   \n",
+      "27  Montreal\\n45°28′32″N 73°34′48″W / 45.47556°N...   \n",
+      "28  Mount Royal\\n45°30′58″N 73°38′35″W / 45.5161...   \n",
+      "29  Montreal\\n45°28′54.53″N 73°37′1.6″W / 45.481...   \n",
+      "30  Montreal\\n45°33′26.00″N 73°33′24.50″W / 45.5...   \n",
+      "31  Montreal\\n45°30′31.84″N 73°33′14.45″W / 45.5...   \n",
+      "32  Montreal\\n45°29′25″N 73°35′5″W / 45.49028°N ...   \n",
+      "33  Montreal\\n45°30′12.27″N 73°33′14.31″W / 45.5...   \n",
+      "34  Montreal\\n45°30′32.76″N 73°33′45″W / 45.5091...   \n",
+      "35  Montreal\\n45°29′37″N 73°34′36″W / 45.49361°N...   \n",
+      "36  Montreal\\n45°30′32.76″N 73°33′45″W / 45.5091...   \n",
+      "37  Montreal\\n45°30′16.15″N 73°33′22.55″W / 45.5...   \n",
+      "38  Montreal\\n45°30′6.55″N 73°36′23.48″W / 45.50...   \n",
+      "39  Montreal\\n45°30′6.55″N 73°36′23.48″W / 45.50...   \n",
+      "40  Montreal\\n45°31′31.54″N 73°33′51.26″W / 45.5...   \n",
+      "41  Montreal\\n45°31′24.91″N 73°36′17.14″W / 45.5...   \n",
+      "42  Sainte-Anne-de-Bellevue\\n45°24′13″N 73°57′16″W...   \n",
+      "43  Montreal\\n45°29′30″N 73°37′0″W / 45.49167°N ...   \n",
+      "44  Montreal\\n45°30′14″N 73°33′25″W / 45.50389°N...   \n",
+      "45  Senneville\\n45°25′50.1″N 73°57′8.2″W / 45.43...   \n",
+      "46  Montreal\\n45°30′40.12″N 73°33′5.84″W / 45.51...   \n",
+      "47  Montreal\\n45°32′23.5″N 73°36′51.07″W / 45.53...   \n",
+      "48  Montreal\\n45°32′23.5″N 73°36′51.07″W / 45.53...   \n",
+      "49  Montreal\\n45°30′18.97″N 73°34′6.56″W / 45.50...   \n",
+      "50  Montreal\\n45°30′12.82″N 73°33′53.31″W / 45.5...   \n",
+      "51  Montreal\\n45°29′37.68″N 73°35′4.56″W / 45.49...   \n",
+      "52  Montreal\\n45°25′53.04″N 73°40′32.16″W / 45.4...   \n",
+      "53  Montreal\\n45°30′36.58″N 73°33′51.93″W / 45.5...   \n",
+      "54  Westmount\\n45°29′42.36″N 73°35′53.39″W / 45....   \n",
+      "55  Montreal\\n45°29′42.36″N 73°35′53.39″W / 45.4...   \n",
+      "56                                          Westmount   \n",
+      "57  Montreal\\n45°30′3.25″N 73°33′35.06″W / 45.50...   \n",
+      "58  Montreal\\n45°29′50.86″N 73°34′7.18″W / 45.49...   \n",
+      "\n",
+      "                                          Description Date(s)_base  \\\n",
+      "0   The home of the first Mechanics' Institute in ...         1920   \n",
+      "1   A three-and-a-half storey sandstone former ban...         1894   \n",
+      "2   The site of a battle between a group of Iroquo...         1690   \n",
+      "3   A skirmish at Lake of Two Mountains between 28...         1689   \n",
+      "4   Home to The Black Watch (Royal Highland Regime...         1906   \n",
+      "5   A monumental, domed masonry civic building tha...         1847   \n",
+      "6   A stone mansion built for Claude de Ramezay, G...         1705   \n",
+      "7   An excellent example of a Gothic Revival-style...         1860   \n",
+      "8   A Romanesque Revival style church in Montreal'...         1919   \n",
+      "9   One of the best examples of mural decoration d...         1903   \n",
+      "10  An excellent example of a large Romanesque Rev...         1894   \n",
+      "11  An excellent example of Palladian architecture...         1838   \n",
+      "12  A large, stone Victorian mansion that is the b...         1881   \n",
+      "13  A three-and-a-half building that is an example...         1765   \n",
+      "14  Representative of the mansions built by Montre...         1897   \n",
+      "15  One of the first purpose-built nurses' residen...         1905   \n",
+      "16  A grass-covered area about 79 square metres (8...        1300s   \n",
+      "17  An early 19th-century canal, 14 kilometres (8....         1825   \n",
+      "18  An important manufacturing and industrial comp...         1825   \n",
+      "19  A military cemetery for veterans who died in a...         1930   \n",
+      "20  A 17th-century fieldstone former fur trading p...         1671   \n",
+      "21  A two-and-a-half storey stone house that was t...         1785   \n",
+      "22  Two two-and-a-half storey stone attached house...         1813   \n",
+      "23  A fieldstone house that was home to the sister...         1668   \n",
+      "24  A Baroque Revival cathedral that, when built, ...         1894   \n",
+      "25  A four-storey, red brick apartment building th...         1900   \n",
+      "26  A monumental masonic temple resembling a Greek...         1930   \n",
+      "27  The second largest textile mill in Canada for ...         1882   \n",
+      "28  A historic residential suburb developed in acc...         1914   \n",
+      "29  A two-storey stone Neo-Palladian mansion that ...         1804   \n",
+      "30  A 75-hectare (190-acre) botanical garden; its ...         1931   \n",
+      "31  A five-storey stone building and one of the be...         1878   \n",
+      "32  One of Canada's most famous sporting venues; a...         1924   \n",
+      "33  The location where Paul Chomedey de Maisonneuv...         1642   \n",
+      "34  A four-storey theatre and cultural centre cons...         1893   \n",
+      "35  The former motherhouse of the Grey Nuns, now p...         1871   \n",
+      "36  A 67-hectare (170-acre) cemetery located on th...         1852   \n",
+      "37  An immense stone church built in the Romantic ...         1829   \n",
+      "38  The largest cemetery in Canada and an outstand...         1854   \n",
+      "39  An cinema with an Art Deco exterior and a comb...         1929   \n",
+      "40  A five-storey brick nurses’ residence on the c...         1931   \n",
+      "41  A movie palace and an exceptional example of B...         1924   \n",
+      "42  A canal constructed by the Board of Works of t...         1843   \n",
+      "43  A large Roman Catholic pilgrimage site located...         1904   \n",
+      "44  A religious seminary with garden; a rare and r...         1687   \n",
+      "45  A 565-hectare (1,400-acre) historic district t...         1860   \n",
+      "46  Two houses that together served as the residen...         1838   \n",
+      "47  A predominantly Byzantine-style church, it is ...         1940   \n",
+      "48  An Anglican church in downtown Montreal that i...         1870   \n",
+      "49  A large stone church in the High Victorian Got...         1888   \n",
+      "50  A noted example of French Gothic Revival archi...         1847   \n",
+      "51  Two 13-metre (43 ft) towers that were once bas...         1694   \n",
+      "52  A single-storey stone warehouse located in an ...         1803   \n",
+      "53  A 6-kilometre (3.7 mi) long stretch of Saint L...          NaN   \n",
+      "54  An asymmetrical one-and-a-half storey brick vi...         1848   \n",
+      "55  The Second Empire-style mansion of Thomas Shau...         1848   \n",
+      "56  The historic district of Westmount which epito...         1874   \n",
+      "57  A four-and-a-half-storey stone Gothic Revival ...         1868   \n",
+      "58  A railway terminal and Canadian Pacific Railwa...         1889   \n",
+      "\n",
+      "         Date(s)_meta  \n",
+      "0           completed  \n",
+      "1           completed  \n",
+      "2              battle  \n",
+      "3              battle  \n",
+      "4           completed  \n",
+      "5           completed  \n",
+      "6           completed  \n",
+      "7           completed  \n",
+      "8           completed  \n",
+      "9           completed  \n",
+      "10          completed  \n",
+      "11          completed  \n",
+      "12          completed  \n",
+      "13          completed  \n",
+      "14          completed  \n",
+      "15          completed  \n",
+      "16                ca.  \n",
+      "17          completed  \n",
+      "18          completed  \n",
+      "19        established  \n",
+      "20          completed  \n",
+      "21          completed  \n",
+      "22          completed  \n",
+      "23          completed  \n",
+      "24        consecrated  \n",
+      "25          completed  \n",
+      "26          completed  \n",
+      "27        established  \n",
+      "28      district plan  \n",
+      "29          completed  \n",
+      "30        established  \n",
+      "31          completed  \n",
+      "32          completed  \n",
+      "33              event  \n",
+      "34          completed  \n",
+      "35          completed  \n",
+      "36        established  \n",
+      "37          completed  \n",
+      "38        established  \n",
+      "39          completed  \n",
+      "40          completed  \n",
+      "41          completed  \n",
+      "42          completed  \n",
+      "43        established  \n",
+      "44          completed  \n",
+      "45        established  \n",
+      "46          completed  \n",
+      "47          completed  \n",
+      "48          completed  \n",
+      "49          completed  \n",
+      "50          completed  \n",
+      "51          completed  \n",
+      "52          completed  \n",
+      "53                NaN  \n",
+      "54          completed  \n",
+      "55          completed  \n",
+      "56  city incorporated  \n",
+      "57          completed  \n",
+      "58          completed  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 36/20 (Индекс в train: 13261) ===\n",
+      "Оригинальная таблица: csv/204-csv/808.csv\n",
+      "Размер: 52 строк, 6 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "                      Team  No                 Driver Class  \\\n",
+      "0       Carlin Motorsport   1         James Courtney     C   \n",
+      "1       Carlin Motorsport   1            Derek Hayes     C   \n",
+      "2       Carlin Motorsport   2     Alan van der Merwe     C   \n",
+      "3       Carlin Motorsport  21        Michael Keohane     C   \n",
+      "4       Carlin Motorsport  22        Shinya Hosokawa     C   \n",
+      "5        Manor Motorsport   3            Mark Taylor     C   \n",
+      "6        Manor Motorsport   4      Richard Antinucci     C   \n",
+      "7        Manor Motorsport  34          Ronnie Bremer     C   \n",
+      "8       Fortec Motorsport   5          Fabio Carbone     C   \n",
+      "9       Fortec Motorsport   6      Heikki Kovalainen     C   \n",
+      "10    Alan Docking Racing   7            Robbie Kerr     C   \n",
+      "11    Alan Docking Racing   8            Mark Mayall     C   \n",
+      "12    Alan Docking Racing  13             Tor Graves     C   \n",
+      "13            Team Avanti   9        Matthew Gilmore     C   \n",
+      "14            Team Avanti   9         James Andanson     C   \n",
+      "15            Team Avanti   9     Jeroen Bleekemolen     C   \n",
+      "16            Team Avanti  10           Stefano Fabi     C   \n",
+      "17          Promatecme UK  11          Bruce Jouanny     C   \n",
+      "18          Promatecme UK  12          Ernani Judice     C   \n",
+      "19          Promatecme UK  12        Matthew Gilmore     C   \n",
+      "20            Duma Racing  14        Robert Dahlgren     C   \n",
+      "21            Duma Racing  14        John Antoniadis     C   \n",
+      "22        Menu Motorsport  16             Rob Austin     C   \n",
+      "23        Menu Motorsport  17  Giandomenico Brusatin     C   \n",
+      "24        Menu Motorsport  17        Stefan de Groot     C   \n",
+      "25       Motaworld Racing  18        Andrew Thompson     C   \n",
+      "26       Motaworld Racing  19             Tom Sisley     C   \n",
+      "27       Motaworld Racing  19        Stefan Hodgetts     C   \n",
+      "28    Fred Goddard Racing  51           Fairuz Fauzy     S   \n",
+      "29    Fred Goddard Racing  52          Jason Tahinci     S   \n",
+      "30    Fred Goddard Racing  52           Earl Goddard     S   \n",
+      "31     Performance Racing  53        Justin Sherwood     S   \n",
+      "32     Performance Racing  54          Julien Schell     S   \n",
+      "33         Meritus Racing  55            Gavin Smith     S   \n",
+      "34         Meritus Racing  56        Stephen Colbert     S   \n",
+      "35   Essential Motorsport  58            Reck Junior     S   \n",
+      "36   Essential Motorsport  58       Ricardo Teixeira     S   \n",
+      "37   Essential Motorsport  59         Jesper Carlsen     S   \n",
+      "38       Scuderia Etruria  60         Diego Romanini     S   \n",
+      "39         Sweeney Racing  61           Adam Carroll     S   \n",
+      "40         Sweeney Racing  62            Billy Asaro     S   \n",
+      "41         Sweeney Racing  63        Robert Dahlgren     S   \n",
+      "42              Team Park  64        Stephen Colbert     S   \n",
+      "43              Team Park  64        Stefan Hodgetts     S   \n",
+      "44              Team Park  64             Adam Jones     S   \n",
+      "45              Team Park  64            David Clark     S   \n",
+      "46              Team Park  65            David Clark     S   \n",
+      "47         Diamond Racing  66           Pedro Barral     S   \n",
+      "48         Diamond Racing  77          Harold Primat     S   \n",
+      "49                T-Sport  67        Clivio Piccione     S   \n",
+      "50                T-Sport  68         Karun Chandhok     S   \n",
+      "51  Hill Speed Motorsport  69           Luke Stevens     S   \n",
+      "\n",
+      "                   Chassis          Engine  \n",
+      "0             Dallara F302     Mugen-Honda  \n",
+      "1             Dallara F302     Mugen-Honda  \n",
+      "2             Dallara F302     Mugen-Honda  \n",
+      "3             Dallara F302     Mugen-Honda  \n",
+      "4             Dallara F302     Mugen-Honda  \n",
+      "5             Dallara F302     Mugen-Honda  \n",
+      "6             Dallara F302     Mugen-Honda  \n",
+      "7             Dallara F302     Mugen-Honda  \n",
+      "8             Dallara F302  Renault Sodemo  \n",
+      "9             Dallara F302  Renault Sodemo  \n",
+      "10            Dallara F302     Mugen-Honda  \n",
+      "11            Dallara F302     Mugen-Honda  \n",
+      "12            Dallara F302     Mugen-Honda  \n",
+      "13  Dallara F302/Ralt F302     Mugen-Honda  \n",
+      "14               Ralt F302     Mugen-Honda  \n",
+      "15               Ralt F302     Mugen-Honda  \n",
+      "16            Dallara F302     Mugen-Honda  \n",
+      "17            Dallara F302     Mugen-Honda  \n",
+      "18            Dallara F302     Mugen-Honda  \n",
+      "19            Dallara F302     Mugen-Honda  \n",
+      "20            Dallara F302     Mugen-Honda  \n",
+      "21            Dallara F302     Mugen-Honda  \n",
+      "22            Dallara F302     Opel Spiess  \n",
+      "23            Dallara F302     Opel Spiess  \n",
+      "24            Dallara F302     Opel Spiess  \n",
+      "25            Dallara F302            Ford  \n",
+      "26            Dallara F302            Ford  \n",
+      "27            Dallara F302            Ford  \n",
+      "28            Dallara F301  Renault Sodemo  \n",
+      "29            Dallara F301  Renault Sodemo  \n",
+      "30            Dallara F301  Renault Sodemo  \n",
+      "31            Dallara F301     Opel Spiess  \n",
+      "32            Dallara F301     Opel Spiess  \n",
+      "33            Dallara F301     Mugen-Honda  \n",
+      "34            Dallara F301     Mugen-Honda  \n",
+      "35            Dallara F301          Toyota  \n",
+      "36            Dallara F301          Toyota  \n",
+      "37            Dallara F301          Toyota  \n",
+      "38            Dallara F301     Opel Spiess  \n",
+      "39            Dallara F301     Mugen-Honda  \n",
+      "40            Dallara F301     Mugen-Honda  \n",
+      "41            Dallara F301     Mugen-Honda  \n",
+      "42            Dallara F301     Opel Spiess  \n",
+      "43            Dallara F301     Opel Spiess  \n",
+      "44            Dallara F301     Opel Spiess  \n",
+      "45            Dallara F301     Opel Spiess  \n",
+      "46            Dallara F301     Opel Spiess  \n",
+      "47            Dallara F301     Mugen-Honda  \n",
+      "48            Dallara F301     Mugen-Honda  \n",
+      "49            Dallara F301     Mugen-Honda  \n",
+      "50            Dallara F301     Mugen-Honda  \n",
+      "51            Dallara F301     Opel Spiess  \n",
+      "Очищенная таблица:\n",
+      "                      Team  No                 Driver Class  \\\n",
+      "0       Carlin Motorsport   1         James Courtney     C   \n",
+      "1       Carlin Motorsport   1            Derek Hayes     C   \n",
+      "2       Carlin Motorsport   2     Alan van der Merwe     C   \n",
+      "3       Carlin Motorsport  21        Michael Keohane     C   \n",
+      "4       Carlin Motorsport  22        Shinya Hosokawa     C   \n",
+      "5        Manor Motorsport   3            Mark Taylor     C   \n",
+      "6        Manor Motorsport   4      Richard Antinucci     C   \n",
+      "7        Manor Motorsport  34          Ronnie Bremer     C   \n",
+      "8       Fortec Motorsport   5          Fabio Carbone     C   \n",
+      "9       Fortec Motorsport   6      Heikki Kovalainen     C   \n",
+      "10    Alan Docking Racing   7            Robbie Kerr     C   \n",
+      "11    Alan Docking Racing   8            Mark Mayall     C   \n",
+      "12    Alan Docking Racing  13             Tor Graves     C   \n",
+      "13            Team Avanti   9        Matthew Gilmore     C   \n",
+      "14            Team Avanti   9         James Andanson     C   \n",
+      "15            Team Avanti   9     Jeroen Bleekemolen     C   \n",
+      "16            Team Avanti  10           Stefano Fabi     C   \n",
+      "17          Promatecme UK  11          Bruce Jouanny     C   \n",
+      "18          Promatecme UK  12          Ernani Judice     C   \n",
+      "19          Promatecme UK  12        Matthew Gilmore     C   \n",
+      "20            Duma Racing  14        Robert Dahlgren     C   \n",
+      "21            Duma Racing  14        John Antoniadis     C   \n",
+      "22        Menu Motorsport  16             Rob Austin     C   \n",
+      "23        Menu Motorsport  17  Giandomenico Brusatin     C   \n",
+      "24        Menu Motorsport  17        Stefan de Groot     C   \n",
+      "25       Motaworld Racing  18        Andrew Thompson     C   \n",
+      "26       Motaworld Racing  19             Tom Sisley     C   \n",
+      "27       Motaworld Racing  19        Stefan Hodgetts     C   \n",
+      "28    Fred Goddard Racing  51           Fairuz Fauzy     S   \n",
+      "29    Fred Goddard Racing  52          Jason Tahinci     S   \n",
+      "30    Fred Goddard Racing  52           Earl Goddard     S   \n",
+      "31     Performance Racing  53        Justin Sherwood     S   \n",
+      "32     Performance Racing  54          Julien Schell     S   \n",
+      "33         Meritus Racing  55            Gavin Smith     S   \n",
+      "34         Meritus Racing  56        Stephen Colbert     S   \n",
+      "35   Essential Motorsport  58            Reck Junior     S   \n",
+      "36   Essential Motorsport  58       Ricardo Teixeira     S   \n",
+      "37   Essential Motorsport  59         Jesper Carlsen     S   \n",
+      "38       Scuderia Etruria  60         Diego Romanini     S   \n",
+      "39         Sweeney Racing  61           Adam Carroll     S   \n",
+      "40         Sweeney Racing  62            Billy Asaro     S   \n",
+      "41         Sweeney Racing  63        Robert Dahlgren     S   \n",
+      "42              Team Park  64        Stephen Colbert     S   \n",
+      "43              Team Park  64        Stefan Hodgetts     S   \n",
+      "44              Team Park  64             Adam Jones     S   \n",
+      "45              Team Park  64            David Clark     S   \n",
+      "46              Team Park  65            David Clark     S   \n",
+      "47         Diamond Racing  66           Pedro Barral     S   \n",
+      "48         Diamond Racing  77          Harold Primat     S   \n",
+      "49                T-Sport  67        Clivio Piccione     S   \n",
+      "50                T-Sport  68         Karun Chandhok     S   \n",
+      "51  Hill Speed Motorsport  69           Luke Stevens     S   \n",
+      "\n",
+      "                   Chassis          Engine  \n",
+      "0             Dallara F302     Mugen-Honda  \n",
+      "1             Dallara F302     Mugen-Honda  \n",
+      "2             Dallara F302     Mugen-Honda  \n",
+      "3             Dallara F302     Mugen-Honda  \n",
+      "4             Dallara F302     Mugen-Honda  \n",
+      "5             Dallara F302     Mugen-Honda  \n",
+      "6             Dallara F302     Mugen-Honda  \n",
+      "7             Dallara F302     Mugen-Honda  \n",
+      "8             Dallara F302  Renault Sodemo  \n",
+      "9             Dallara F302  Renault Sodemo  \n",
+      "10            Dallara F302     Mugen-Honda  \n",
+      "11            Dallara F302     Mugen-Honda  \n",
+      "12            Dallara F302     Mugen-Honda  \n",
+      "13  Dallara F302/Ralt F302     Mugen-Honda  \n",
+      "14               Ralt F302     Mugen-Honda  \n",
+      "15               Ralt F302     Mugen-Honda  \n",
+      "16            Dallara F302     Mugen-Honda  \n",
+      "17            Dallara F302     Mugen-Honda  \n",
+      "18            Dallara F302     Mugen-Honda  \n",
+      "19            Dallara F302     Mugen-Honda  \n",
+      "20            Dallara F302     Mugen-Honda  \n",
+      "21            Dallara F302     Mugen-Honda  \n",
+      "22            Dallara F302     Opel Spiess  \n",
+      "23            Dallara F302     Opel Spiess  \n",
+      "24            Dallara F302     Opel Spiess  \n",
+      "25            Dallara F302            Ford  \n",
+      "26            Dallara F302            Ford  \n",
+      "27            Dallara F302            Ford  \n",
+      "28            Dallara F301  Renault Sodemo  \n",
+      "29            Dallara F301  Renault Sodemo  \n",
+      "30            Dallara F301  Renault Sodemo  \n",
+      "31            Dallara F301     Opel Spiess  \n",
+      "32            Dallara F301     Opel Spiess  \n",
+      "33            Dallara F301     Mugen-Honda  \n",
+      "34            Dallara F301     Mugen-Honda  \n",
+      "35            Dallara F301          Toyota  \n",
+      "36            Dallara F301          Toyota  \n",
+      "37            Dallara F301          Toyota  \n",
+      "38            Dallara F301     Opel Spiess  \n",
+      "39            Dallara F301     Mugen-Honda  \n",
+      "40            Dallara F301     Mugen-Honda  \n",
+      "41            Dallara F301     Mugen-Honda  \n",
+      "42            Dallara F301     Opel Spiess  \n",
+      "43            Dallara F301     Opel Spiess  \n",
+      "44            Dallara F301     Opel Spiess  \n",
+      "45            Dallara F301     Opel Spiess  \n",
+      "46            Dallara F301     Opel Spiess  \n",
+      "47            Dallara F301     Mugen-Honda  \n",
+      "48            Dallara F301     Mugen-Honda  \n",
+      "49            Dallara F301     Mugen-Honda  \n",
+      "50            Dallara F301     Mugen-Honda  \n",
+      "51            Dallara F301     Opel Spiess  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 37/20 (Индекс в train: 106) ===\n",
+      "Оригинальная таблица: csv/204-csv/575.csv\n",
+      "Размер: 16 строк, 9 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "    Place Position  Number                Name  League One  FA Cup  League Cup  \\\n",
+      "0      1       MF       4    Luke Summerfield           5       0           0   \n",
+      "1      2       MF      17          Paul Parry           3       0           1   \n",
+      "2      3       FW      24           Tom Eaves           3       0           0   \n",
+      "3     =4       MF      11          Jon Taylor           1       0           0   \n",
+      "4     =4       DF       5      Darren Jones *           2       0           0   \n",
+      "5     =4       MF      23        Adam Reach *           2       0           0   \n",
+      "6     =4       MF      22          Ryan Woods           2       0           0   \n",
+      "7     =4       FW      26       Curtis Main *           2       0           0   \n",
+      "8     =5       MF       2  Jermaine Grandison           1       0           0   \n",
+      "9     =5       MF       8     Dave McAllister           1       0           0   \n",
+      "10    =5       FW      15        Aaron Wildig           1       0           0   \n",
+      "11    =5       FW      29            Asa Hall           1       0           0   \n",
+      "12    =5       FW       7         Gozie Ugwu*           1       0           0   \n",
+      "13    =5       DF      18      Connor Goldson           1       0           0   \n",
+      "14    =5       MF      10         Nicky Wroe*           1       0           0   \n",
+      "15    =5       FW       9        Tom Bradshaw           1       0           0   \n",
+      "\n",
+      "    Football League Trophy  Total  \n",
+      "0                        0      5  \n",
+      "1                        0      4  \n",
+      "2                        0      3  \n",
+      "3                        1      2  \n",
+      "4                        0      2  \n",
+      "5                        0      2  \n",
+      "6                        0      2  \n",
+      "7                        0      2  \n",
+      "8                        0      1  \n",
+      "9                        0      1  \n",
+      "10                       0      1  \n",
+      "11                       0      1  \n",
+      "12                       0      1  \n",
+      "13                       0      1  \n",
+      "14                       0      1  \n",
+      "15                       0      1  \n",
+      "Очищенная таблица:\n",
+      "    Place Position  Number                Name  League One  FA Cup  League Cup  \\\n",
+      "0      1       MF       4    Luke Summerfield           5       0           0   \n",
+      "1      2       MF      17          Paul Parry           3       0           1   \n",
+      "2      3       FW      24           Tom Eaves           3       0           0   \n",
+      "3     =4       MF      11          Jon Taylor           1       0           0   \n",
+      "4     =4       DF       5      Darren Jones *           2       0           0   \n",
+      "5     =4       MF      23        Adam Reach *           2       0           0   \n",
+      "6     =4       MF      22          Ryan Woods           2       0           0   \n",
+      "7     =4       FW      26       Curtis Main *           2       0           0   \n",
+      "8     =5       MF       2  Jermaine Grandison           1       0           0   \n",
+      "9     =5       MF       8     Dave McAllister           1       0           0   \n",
+      "10    =5       FW      15        Aaron Wildig           1       0           0   \n",
+      "11    =5       FW      29            Asa Hall           1       0           0   \n",
+      "12    =5       FW       7         Gozie Ugwu*           1       0           0   \n",
+      "13    =5       DF      18      Connor Goldson           1       0           0   \n",
+      "14    =5       MF      10         Nicky Wroe*           1       0           0   \n",
+      "15    =5       FW       9        Tom Bradshaw           1       0           0   \n",
+      "\n",
+      "    Football League Trophy  Total  \n",
+      "0                        0      5  \n",
+      "1                        0      4  \n",
+      "2                        0      3  \n",
+      "3                        1      2  \n",
+      "4                        0      2  \n",
+      "5                        0      2  \n",
+      "6                        0      2  \n",
+      "7                        0      2  \n",
+      "8                        0      1  \n",
+      "9                        0      1  \n",
+      "10                       0      1  \n",
+      "11                       0      1  \n",
+      "12                       0      1  \n",
+      "13                       0      1  \n",
+      "14                       0      1  \n",
+      "15                       0      1  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 38/20 (Индекс в train: 12432) ===\n",
+      "Оригинальная таблица: csv/201-csv/42.csv\n",
+      "Размер: 7 строк, 4 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "            Year                Title            Role  \\\n",
+      "0          1980        Hawaii Five-O  Neal Forrester   \n",
+      "1          1982   American Playhouse     Jed Jenkins   \n",
+      "2          1991  Saturday Night Live            Host   \n",
+      "3          1993              Frasier            Doug   \n",
+      "4          1995  Saturday Night Live            Host   \n",
+      "5          2010         Planet Sheen           Glonb   \n",
+      "6  2012–present         The Newsroom     Will McAvoy   \n",
+      "\n",
+      "                                               Notes  \n",
+      "0              Episode: \\The Flight of the Jewels\\\"\"  \n",
+      "1                     Episode: \\The Fifth of July\\\"\"  \n",
+      "2                Episode: Jeff Daniels/Color Me Badd  \n",
+      "3                 Episode: \\Here's Looking at You\\\"\"  \n",
+      "4             Episode: Jeff Daniels/Luscious Jackson  \n",
+      "5                      Episode: \\What's Up Chock?\\\"\"  \n",
+      "6  19 episodes\\nPrimetime Emmy Award for Outstand...  \n",
+      "Очищенная таблица:\n",
+      "      Year                Title            Role  \\\n",
+      "0  1980.0        Hawaii Five-O  Neal Forrester   \n",
+      "1  1982.0   American Playhouse     Jed Jenkins   \n",
+      "2  1991.0  Saturday Night Live            Host   \n",
+      "3  1993.0              Frasier            Doug   \n",
+      "4  1995.0  Saturday Night Live            Host   \n",
+      "5  2010.0         Planet Sheen           Glonb   \n",
+      "6     NaN         The Newsroom     Will McAvoy   \n",
+      "\n",
+      "                                               Notes  \n",
+      "0              Episode: \\The Flight of the Jewels\\\"\"  \n",
+      "1                     Episode: \\The Fifth of July\\\"\"  \n",
+      "2                Episode: Jeff Daniels/Color Me Badd  \n",
+      "3                 Episode: \\Here's Looking at You\\\"\"  \n",
+      "4             Episode: Jeff Daniels/Luscious Jackson  \n",
+      "5                      Episode: \\What's Up Chock?\\\"\"  \n",
+      "6  19 episodes\\nPrimetime Emmy Award for Outstand...  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 39/20 (Индекс в train: 13202) ===\n",
+      "Оригинальная таблица: csv/203-csv/608.csv\n",
+      "Размер: 11 строк, 6 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "     Rank                Nation  Gold  Silver  Bronze  Total\n",
+      "0      1  Chinese Taipei (TPE)     2       0       0      2\n",
+      "1      1          Russia (RUS)     2       0       0      2\n",
+      "2      3   Great Britain (GBR)     1       0       0      1\n",
+      "3      4        Slovakia (SVK)     0       2       2      4\n",
+      "4      5           China (CHN)     0       2       1      3\n",
+      "5      6          Mexico (MEX)     0       1       1      2\n",
+      "6      7         Germany (GER)     0       0       2      2\n",
+      "7      8     South Korea (KOR)     0       0       1      1\n",
+      "8      8     Switzerland (SUI)     0       0       1      1\n",
+      "9      8        Thailand (THA)     0       0       1      1\n",
+      "10     8      Uzbekistan (UZB)     0       0       1      1\n",
+      "Очищенная таблица:\n",
+      "     Rank                Nation  Gold  Silver  Bronze  Total     Nation_base  \\\n",
+      "0      1  Chinese Taipei (TPE)     2       0       0      2  Chinese Taipei   \n",
+      "1      1          Russia (RUS)     2       0       0      2          Russia   \n",
+      "2      3   Great Britain (GBR)     1       0       0      1   Great Britain   \n",
+      "3      4        Slovakia (SVK)     0       2       2      4        Slovakia   \n",
+      "4      5           China (CHN)     0       2       1      3           China   \n",
+      "5      6          Mexico (MEX)     0       1       1      2          Mexico   \n",
+      "6      7         Germany (GER)     0       0       2      2         Germany   \n",
+      "7      8     South Korea (KOR)     0       0       1      1     South Korea   \n",
+      "8      8     Switzerland (SUI)     0       0       1      1     Switzerland   \n",
+      "9      8        Thailand (THA)     0       0       1      1        Thailand   \n",
+      "10     8      Uzbekistan (UZB)     0       0       1      1      Uzbekistan   \n",
+      "\n",
+      "   Nation_meta  \n",
+      "0          TPE  \n",
+      "1          RUS  \n",
+      "2          GBR  \n",
+      "3          SVK  \n",
+      "4          CHN  \n",
+      "5          MEX  \n",
+      "6          GER  \n",
+      "7          KOR  \n",
+      "8          SUI  \n",
+      "9          THA  \n",
+      "10         UZB  \n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "=== Таблица 40/20 (Индекс в train: 2615) ===\n",
+      "Оригинальная таблица: csv/203-csv/148.csv\n",
+      "Размер: 9 строк, 5 колонок\n",
+      "--------------------------------------------------\n",
+      "Оригинальная таблица:\n",
+      "                Date             Name     Nationality Tonnage\\n(GRT)  \\\n",
+      "0   18 January 1940         Flandria          Sweden          1,179   \n",
+      "1   19 January 1940           Patria          Sweden          1,188   \n",
+      "2  11 February 1940            Linda         Estonia          1,213   \n",
+      "3        4 May 1940     San Tiburcio  United Kingdom          5,995   \n",
+      "4        9 May 1940            Doris     French Navy            552   \n",
+      "5       11 May 1940           Tringa  United Kingdom          1,930   \n",
+      "6       11 May 1940             Viiu         Estonia          1,908   \n",
+      "7       23 May 1940  Sigurd Faulbaum         Belgium          3,256   \n",
+      "8       11 May 1944           Shtorm    Soviet Union            412   \n",
+      "\n",
+      "          Fate  \n",
+      "0         Sunk  \n",
+      "1         Sunk  \n",
+      "2         Sunk  \n",
+      "3  Sunk (mine)  \n",
+      "4         Sunk  \n",
+      "5         Sunk  \n",
+      "6         Sunk  \n",
+      "7         Sunk  \n",
+      "8      Damaged  \n",
+      "Очищенная таблица:\n",
+      "                Date             Name     Nationality  Tonnage (GRT)  \\\n",
+      "0   18 January 1940         Flandria          Sweden           1179   \n",
+      "1   19 January 1940           Patria          Sweden           1188   \n",
+      "2  11 February 1940            Linda         Estonia           1213   \n",
+      "3        4 May 1940     San Tiburcio  United Kingdom           5995   \n",
+      "4        9 May 1940            Doris     French Navy            552   \n",
+      "5       11 May 1940           Tringa  United Kingdom           1930   \n",
+      "6       11 May 1940             Viiu         Estonia           1908   \n",
+      "7       23 May 1940  Sigurd Faulbaum         Belgium           3256   \n",
+      "8       11 May 1944           Shtorm    Soviet Union            412   \n",
+      "\n",
+      "          Fate Date_datetime  \n",
+      "0         Sunk    1940-01-18  \n",
+      "1         Sunk    1940-01-19  \n",
+      "2         Sunk    1940-02-11  \n",
+      "3  Sunk (mine)    1940-05-04  \n",
+      "4         Sunk    1940-05-09  \n",
+      "5         Sunk    1940-05-11  \n",
+      "6         Sunk    1940-05-11  \n",
+      "7         Sunk    1940-05-23  \n",
+      "8      Damaged    1944-05-11  \n",
+      "\n",
+      "==================================================\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "import random\n",
+    "\n",
+    "total_tables = len(train.context)\n",
+    "random.seed(42)  # устанавливаем seed отдельно\n",
+    "random_indices = random.sample(range(total_tables), 40)\n",
+    "\n",
+    "for i, idx in enumerate(random_indices, start=1):\n",
+    "    file_path = 'data/' + train.context.iloc[idx]\n",
+    "    \n",
+    "    try:\n",
+    "        # Читаем таблицу\n",
+    "        current_df = pd.read_csv(file_path)\n",
+    "        clean_df = normalize_table(file_path)\n",
+    "        print(f\"=== Таблица {i}/20 (Индекс в train: {idx}) ===\")\n",
+    "        print(f\"Оригинальная таблица: {train.context.iloc[idx]}\")\n",
+    "        print(f\"Размер: {current_df.shape[0]} строк, {current_df.shape[1]} колонок\")\n",
+    "        print(\"-\" * 50)\n",
+    "        \n",
+    "        print(f\"Оригинальная таблица:\\n {current_df}\")\n",
+    "        print(f\"Очищенная таблица:\\n {clean_df}\")\n",
+    "        print(\"\\n\" + \"=\"*50 + \"\\n\")\n",
+    "        \n",
+    "    except Exception as e:\n",
+    "        print(f\"Ошибка при чтении файла {file_path}: {e}\\n\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 269,
+   "id": "96fbf4b1-60f2-45d5-9b39-2dee058f9710",
+   "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>Year</th>\n",
+       "      <th>Division</th>\n",
+       "      <th>League</th>\n",
+       "      <th>Regular Season</th>\n",
+       "      <th>Playoffs</th>\n",
+       "      <th>Open Cup</th>\n",
+       "      <th>Avg. Attendance</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2001</td>\n",
+       "      <td>2</td>\n",
+       "      <td>USL A-League</td>\n",
+       "      <td>4th, Western</td>\n",
+       "      <td>Quarterfinals</td>\n",
+       "      <td>Did not qualify</td>\n",
+       "      <td>7169</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2002</td>\n",
+       "      <td>2</td>\n",
+       "      <td>USL A-League</td>\n",
+       "      <td>2nd, Pacific</td>\n",
+       "      <td>1st Round</td>\n",
+       "      <td>Did not qualify</td>\n",
+       "      <td>6260</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2003</td>\n",
+       "      <td>2</td>\n",
+       "      <td>USL A-League</td>\n",
+       "      <td>3rd, Pacific</td>\n",
+       "      <td>Did not qualify</td>\n",
+       "      <td>Did not qualify</td>\n",
+       "      <td>5871</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2004</td>\n",
+       "      <td>2</td>\n",
+       "      <td>USL A-League</td>\n",
+       "      <td>1st, Western</td>\n",
+       "      <td>Quarterfinals</td>\n",
+       "      <td>4th Round</td>\n",
+       "      <td>5628</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2005</td>\n",
+       "      <td>2</td>\n",
+       "      <td>USL First Division</td>\n",
+       "      <td>5th</td>\n",
+       "      <td>Quarterfinals</td>\n",
+       "      <td>4th Round</td>\n",
+       "      <td>6028</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2006</td>\n",
+       "      <td>2</td>\n",
+       "      <td>USL First Division</td>\n",
+       "      <td>11th</td>\n",
+       "      <td>Did not qualify</td>\n",
+       "      <td>3rd Round</td>\n",
+       "      <td>5575</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2007</td>\n",
+       "      <td>2</td>\n",
+       "      <td>USL First Division</td>\n",
+       "      <td>2nd</td>\n",
+       "      <td>Semifinals</td>\n",
+       "      <td>2nd Round</td>\n",
+       "      <td>6851</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>2</td>\n",
+       "      <td>USL First Division</td>\n",
+       "      <td>11th</td>\n",
+       "      <td>Did not qualify</td>\n",
+       "      <td>1st Round</td>\n",
+       "      <td>8567</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>2</td>\n",
+       "      <td>USL First Division</td>\n",
+       "      <td>1st</td>\n",
+       "      <td>Semifinals</td>\n",
+       "      <td>3rd Round</td>\n",
+       "      <td>9734</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>2</td>\n",
+       "      <td>USSF D-2 Pro League</td>\n",
+       "      <td>3rd, USL (3rd)</td>\n",
+       "      <td>Quarterfinals</td>\n",
+       "      <td>3rd Round</td>\n",
+       "      <td>10727</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Year  Division               League  Regular Season         Playoffs  \\\n",
+       "0  2001         2         USL A-League    4th, Western    Quarterfinals   \n",
+       "1  2002         2         USL A-League    2nd, Pacific        1st Round   \n",
+       "2  2003         2         USL A-League    3rd, Pacific  Did not qualify   \n",
+       "3  2004         2         USL A-League    1st, Western    Quarterfinals   \n",
+       "4  2005         2   USL First Division             5th    Quarterfinals   \n",
+       "5  2006         2   USL First Division            11th  Did not qualify   \n",
+       "6  2007         2   USL First Division             2nd       Semifinals   \n",
+       "7  2008         2   USL First Division            11th  Did not qualify   \n",
+       "8  2009         2   USL First Division             1st       Semifinals   \n",
+       "9  2010         2  USSF D-2 Pro League  3rd, USL (3rd)    Quarterfinals   \n",
+       "\n",
+       "          Open Cup  Avg. Attendance  \n",
+       "0  Did not qualify             7169  \n",
+       "1  Did not qualify             6260  \n",
+       "2  Did not qualify             5871  \n",
+       "3        4th Round             5628  \n",
+       "4        4th Round             6028  \n",
+       "5        3rd Round             5575  \n",
+       "6        2nd Round             6851  \n",
+       "7        1st Round             8567  \n",
+       "8        3rd Round             9734  \n",
+       "9        3rd Round            10727  "
+      ]
+     },
+     "execution_count": 269,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import importlib\n",
+    "import normalize  # импортируем сам модуль целиком\n",
+    "\n",
+    "# Принудительно перезагружаем его в памяти\n",
+    "importlib.reload(normalize)\n",
+    "\n",
+    "# Заново вытаскиваем обновленную функцию\n",
+    "from normalize import normalize_table\n",
+    "# Сюда будем складывать чистые датафреймы, либо сразу сохранять на диск\n",
+    "processed_tables = {}\n",
+    "file_path = 'data/' + train.context.iloc[0]\n",
+    "\n",
+    "# Запускаем нашу функцию\n",
+    "clean_df = normalize_table(file_path)\n",
+    "\n",
+    "if not clean_df.empty:\n",
+    "    # Сохраняем результат в словарь по индексу\n",
+    "    processed_tables[idx] = clean_df\n",
+    "    \n",
+    "clean_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 271,
+   "id": "3df13ff5-a3c4-4b07-b76b-ec1de8509492",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "   Year  Division               League  Regular Season         Playoffs  \\\n",
+      "0  2001         2         USL A-League    4th, Western    Quarterfinals   \n",
+      "1  2002         2         USL A-League    2nd, Pacific        1st Round   \n",
+      "2  2003         2         USL A-League    3rd, Pacific  Did not qualify   \n",
+      "3  2004         2         USL A-League    1st, Western    Quarterfinals   \n",
+      "4  2005         2   USL First Division             5th    Quarterfinals   \n",
+      "5  2006         2   USL First Division            11th  Did not qualify   \n",
+      "6  2007         2   USL First Division             2nd       Semifinals   \n",
+      "7  2008         2   USL First Division            11th  Did not qualify   \n",
+      "8  2009         2   USL First Division             1st       Semifinals   \n",
+      "9  2010         2  USSF D-2 Pro League  3rd, USL (3rd)    Quarterfinals   \n",
+      "\n",
+      "          Open Cup Avg. Attendance  \n",
+      "0  Did not qualify           7,169  \n",
+      "1  Did not qualify           6,260  \n",
+      "2  Did not qualify           5,871  \n",
+      "3        4th Round           5,628  \n",
+      "4        4th Round           6,028  \n",
+      "5        3rd Round           5,575  \n",
+      "6        2nd Round           6,851  \n",
+      "7        1st Round           8,567  \n",
+      "8        3rd Round           9,734  \n",
+      "9        3rd Round          10,727  \n"
+     ]
+    }
+   ],
+   "source": [
+    "print(pd.read_csv('data/' + train.context.iloc[0]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 251,
+   "id": "d8636de9-d99d-481b-a6f9-2cf7bc28c241",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'Nicky English'"
+      ]
+     },
+     "execution_count": 251,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "top_player = df[\"Player\"].value_counts().idxmax()\n",
+    "appearance_count = df[\"Player\"].value_counts().max()\n",
+    "top_player"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "id": "8a26ce42-4604-456e-ae54-11e5d90d40f1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "10,000 m\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Создаем колонку с числовым значением дистанции\n",
+    "df['distance_num'] = df['Notes'].str.replace(',', '').str.extract(r'(\\d+)').astype(int)\n",
+    "\n",
+    "# Фильтруем All-Africa Games и берем строку с максимальной дистанцией\n",
+    "result = df[df['Competition'] == 'All-Africa Games'].loc[lambda x: x['distance_num'].idxmax()]\n",
+    "\n",
+    "print(result['Notes'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 265,
+   "id": "88d0e623-f039-4e0a-ac98-561f16f16084",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%load_ext autoreload\n",
+    "%autoreload 2"
+>>>>>>> e465acec6c8c10f8afb1068aeeb0b52163d3835a
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+<<<<<<< HEAD
+   "id": "c752e932-710b-4e0c-ac77-d0ec621c0e9c",
+=======
+   "id": "50d94380-c605-4737-a498-063c2dced377",
+>>>>>>> e465acec6c8c10f8afb1068aeeb0b52163d3835a
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.12.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/WTQ/Qwen/check_result.py b/WTQ/Qwen/check_result.py
new file mode 100644
index 0000000..d6eb5a5
--- /dev/null
+++ b/WTQ/Qwen/check_result.py
@@ -0,0 +1,60 @@
+from utils.normalize import convert_dataset_types, convert_type
+import pandas as pd
+import numpy as np
+import re
+import json
+
+def extract_code_from_response(response):
+    if not response:
+        return response
+
+    # Самое простое решение: ищем между "PANDA": " и следующей кавычкой перед }
+    pattern = r'"PANDA"\s*:\s*"([^"]+)"'
+    match = re.search(pattern, response)
+
+    if match:
+        code = match.group(1)
+        # Заменяем экранированные кавычки на обычные
+        code = code.replace('\\"', '"')
+        code = code.replace("\\'", "'")
+        return code
+
+    return response
+
+
+
+def normalize_value(value):
+    return convert_type(value)
+
+def evaluate_code(code_str, df, expected):
+    # Нормализуем таблицу
+    df_norm = convert_dataset_types(df)
+
+    # Извлекаем чистый код из ответа модели
+    clean_code = extract_code_from_response(code_str)
+
+    # Выполняем код на нормализованной таблице
+    try:
+        result = eval(clean_code, {'df': df_norm, 'pd': pd, 'np': np})
+    except Exception as e:
+        print(f"Execution error: {e}")
+        return False
+
+    # Приводим результат к единому формату (строка, разделитель для списков)
+    if isinstance(result, list):
+        norm_result = '|'.join(str(x) for x in result)
+    elif isinstance(result, pd.Series):
+        if len(result) == 1:
+            norm_result = normalize_value(result.iloc[0])
+        else:
+            norm_result = '|'.join(str(x) for x in result.tolist())
+    else:
+        norm_result = normalize_value(result)
+
+    # Нормализуем ожидаемый ответ
+    try:
+        norm_expected = normalize_value(expected)
+    except Exception:
+        norm_expected = expected
+
+    return norm_result == norm_expected
\ No newline at end of file
diff --git a/WTQ/Qwen/config.py b/WTQ/Qwen/config.py
new file mode 100644
index 0000000..45d7207
--- /dev/null
+++ b/WTQ/Qwen/config.py
@@ -0,0 +1,113 @@
+<<<<<<< HEAD
+system_prompt = '''You are a Python expert specializing in pandas. You are given a question and a table. Your task is to translate the given natural language question into
+a single-line pandas expression. This expression, which acts like a query, must
+be valid and executable so that running the pandas expression will output the
+answer to the question. Consider the following:
+1. The table is represented as a pandas DataFrame named df.
+2. Do not include explanations, comments, or multiline outputs.
+3. Ensure the output is concise, correct, and when run, it outputs the correct
+given answer, and strictly follows the Json format: {{"PANDA": "<your Pandas code>"}}
+
+### Table schema
+{table}
+
+### Query
+{query}
+=======
+system_prompt = '''
+You are a Python expert specializing in pandas. You are given a question and a table. Your task is to translate the given natural language question into a single-line pandas expression. This expression, which acts like a query, must be valid and executable so that running the pandas expression will output the answer to the question. Consider the following:
+1. The table is represented as a pandas DataFrame named df.
+2. Do not include explanations, comments, or multiline outputs.
+3. Ensure the output is concise, correct, and when run, it outputs the correct given answer, and strictly follows the Json format: {"PANDA": "<your Pandas code>"}
+4. Use double quotes inside the pandas code and escape them with backslash. Example: df["Column"] not df['Column'].
+5. Do not use double curly braces {{ }}. Use single curly braces { }.
+6. Always use convert_type('...') for numeric and date constants from the question, even if they look like plain numbers. Example: df[df['Year'] == convert_type('2005')] not df[df['Year'] == 2005].
+Use convert_type, which converts string values into appropriate types: numbers (int/float) with automatic removal of extra characters (spaces, currencies, percentages, thousand separators, parentheses) and dates/times into pandas Timestamp recognizing various formats (ISO, European, American, with month names). If conversion is impossible, the function returns the original value unchanged.
+Signature: convert_type(value: Any) -> Any
+When to apply convert_type (only to constants from the question):
+Filtering by number: df[df['Year'] == convert_type('2005')]
+Filtering by range: df[df['Points'] > convert_type('79')]
+Filtering by date: df[df['Date'] > convert_type('2000-01-01')]
+Arithmetic with constants: convert_type('1000') + df['Bonus']
+String constant comparisons do NOT require convert_type: df[df['Team'] == 'Crettyard']
+Always use find_word(value: str)-> str when filtering by string entities mentioned in the question — such as names of companies, people, cities, categories, etc. — regardless of whether typos or variations are suspected.
+Examples for find_word():
+# Question: "Who scored the most points for Manchester United?"
+df[df["Team"] == find_word("Manchester United")]["Points"].max()
+
+# Question: "How many players from Belgrade are in the list?"
+df[df["City"] == find_word("Belgrade")].shape[0]
+
+# Question: "What category does 'Grand Slam' belong to?"
+df[df["Category"] == find_word("Grand Slam")]["Type"].iloc[0]
+
+# Question: "Find the record for Elliot Benyon"
+df[df["Name"] == find_word("Elliot Benyon")]
+
+# Question: "Which club signed a player from Australia?"
+df[df["Signed from"] == find_word("Australia")]
+Examples:
+
+Question: "Which team scored the most points?"
+No constants from the question → convert_type not needed.
+Answer: {{"PANDA": "df.loc[df['Points'].idxmax(), 'Team']"}}
+
+Question: "How many points did the team score in 2005?"
+Answer: {{"PANDA": "df[df['Year'] == convert_type('2005')]['Points'].iloc[0]"}}
+
+Question: "What was the average attendance in 2005?"
+Answer: {{"PANDA": "df[df['Year'] == convert_type('2005')]['Attendance'].mean()"}}
+
+Question: "How many years passed between 1996 and the last year when Republicans had a majority?"
+Answer: {{"PANDA": "convert_type('1996') - df[df['Republican Party'] > df['Democratic Party']]['Year'].iloc[-2]"}}
+
+Question: "How many more passengers flew to Los Angeles than to Saskatoon?"
+Answer: {{"PANDA": "df[df['City'] == 'United States, Los Angeles']['Passengers'].iloc[0] - df[df['City'] == 'Canada, Saskatoon']['Passengers'].iloc[0]"}} (values from the table are already numbers)
+>>>>>>> e465acec6c8c10f8afb1068aeeb0b52163d3835a
+
+'''
+
+logic_prompt = '''You are an expert in Python with a specialization in pandas. Your task is to verify and correct a given pandas code that translates a natural language statement into a pandas expression. The corrected pandas code must accurately evaluate the truth of the statement when applied to the given table. Requirements:
+
+The table is represented as a pandas DataFrame named df.
+
+The pandas code must evaluate to a value using the snippet: (eval(pandas_code)). The result can be boolean, number, string, date, or any type that matches the expected answer.
+
+The corrected pandas code must match the value indicated by the provided "Label".
+
+Ensure the output is concise, correct, and when run outputs the answer, and strictly in the following JSON format with a single key "PANDA": "CORRECT PANDA": "<your pandas code>"
+
+### Table schema
+{table}
+
+### Pandas code
+{pandas}
+
+### Label
+{label}
+'''
+
+correct_prompt = '''You are an expert in Python, specializing in pandas. Your task is to correct a pandas code that translates a given natural language statement into a pandas expression. The code, along with the specific error it contains, is provided. Your corrected pandas_code must be valid and executable when running the code snippet eval(pandas_code), ensuring it accurately evaluates the statement using the provided table with no errors.
+
+The pandas_code can return any type (boolean, number, string, date, etc.) that matches the expected answer. Consider the following:
+
+The table is represented as a pandas DataFrame named df.
+
+Do not include explanations, comments, or multiline outputs.
+
+Ensure the output is concise, correct, and when run outputs the answer, and strictly in the following JSON format with a single key "PANDA": "<your pandas code>"
+
+### Table schema
+{table}
+
+### Pandas code
+{pandas}
+
+### Label
+{label}
+<<<<<<< HEAD
+'''
+
+=======
+'''
+>>>>>>> e465acec6c8c10f8afb1068aeeb0b52163d3835a
diff --git a/WTQ/Qwen/get_pandas_code.py b/WTQ/Qwen/get_pandas_code.py
new file mode 100644
index 0000000..e05759b
--- /dev/null
+++ b/WTQ/Qwen/get_pandas_code.py
@@ -0,0 +1,34 @@
+from config import system_prompt
+import pandas as pd
+from send_message import send_message_async, ModelMessageDict
+import asyncio
+from config import system_prompt
+from utils.type_check import analyze_dataset_parallel
+
+
+async def get_pandas(question: str, ser_tbl: str, tbl_types: dict, max_rows=20):
+
+    system_message = ModelMessageDict(role = 'system')
+    system_message.add_text_content(system_prompt)
+
+    user_message = ModelMessageDict(role='user')
+    user_message.add_text_content(
+        f"QUESTION: {question}\n"
+        f"AVAILABLE COLUMNS: {', '.join(list(tbl_types.keys()))}\n"
+        #f"COLUMN TYPES:\n{tbl_types}\n"
+        f"TABLE DATA:\n{ser_tbl}"
+    )
+
+    success, responses = await send_message_async(
+        messages=[system_message, user_message
+        ],
+        base_url="http://127.0.0.1:9123/v1",
+        api_key='EMPTY',
+        model_name='Qwen/Qwen3-Coder-Next',
+        temperature=0.3,
+    )
+
+    if not success:
+        return None, f"LLM error: {responses}"
+
+    return responses[0]
\ No newline at end of file
diff --git a/WTQ/Qwen/main.py b/WTQ/Qwen/main.py
new file mode 100644
index 0000000..607af87
--- /dev/null
+++ b/WTQ/Qwen/main.py
@@ -0,0 +1,233 @@
+import pandas as pd
+import numpy as np
+import asyncio
+import json
+import logging
+import os
+from datetime import datetime
+from tqdm.asyncio import tqdm
+from get_pandas_code import get_pandas
+from check_result import evaluate_code
+from config import system_prompt
+from utils.normalize import convert_dataset_types, convert_type, find_word
+from utils.utils import serialize_table_to_tapex_format
+from check_result import extract_code_from_response
+from utils.type_check import analyze_dataset_parallel
+
+# Создаём папку для результатов
+RESULTS_DIR = 'train_results'
+os.makedirs(RESULTS_DIR, exist_ok=True)
+
+# Настройка логирования в файл
+timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
+log_filename = os.path.join(RESULTS_DIR, f'execution_log_{timestamp}.log')
+results_filename = os.path.join(RESULTS_DIR, f'results_{timestamp}.json')
+checkpoint_filename = os.path.join(RESULTS_DIR, f'checkpoint_{timestamp}.json')
+
+logging.basicConfig(
+    level=logging.INFO,
+    format='%(asctime)s - %(levelname)s - %(message)s',
+    handlers=[
+        logging.FileHandler(log_filename, encoding='utf-8'),
+        logging.StreamHandler()
+    ]
+)
+logger = logging.getLogger(__name__)
+
+train = pd.read_csv('../../datasets/WikiTableQuestions/training.tsv', sep='\t')
+
+
+def save_checkpoint(results, filename):
+    """Сохраняет промежуточные результаты"""
+    with open(filename, 'w', encoding='utf-8') as f:
+        json.dump(results, f, ensure_ascii=False, indent=2, default=str)
+    logger.info(f"Checkpoint saved: {len(results)} results")
+
+
+def load_checkpoint(filename):
+    """Загружает сохранённые результаты"""
+    if os.path.exists(filename):
+        with open(filename, 'r', encoding='utf-8') as f:
+            return json.load(f)
+    return []
+
+
+def safe_convert_type(value):
+    """Безопасная обёртка для convert_type"""
+    try:
+        return convert_type(value)
+    except Exception as e:
+        logger.warning(f"convert_type failed for '{value}': {e}")
+        return value
+
+
+def run_code_and_get_result(code_str, df):
+    """Выполняет код на нормализованной таблице и возвращает (результат, ошибка)"""
+    try:
+        df_norm = convert_dataset_types(df)
+    except Exception as e:
+        return None, f"convert_dataset_types error: {e}"
+
+    clean_code = extract_code_from_response(code_str)
+    if clean_code is None:
+        return None, "extract_code_from_response returned None"
+
+    try:
+        result = eval(clean_code, {
+            'df': df_norm,
+            'pd': pd,
+            'np': np,
+            'convert_type': convert_type,
+            'find_word': find_word
+        })
+        return result, None
+    except Exception as e:
+        return None, str(e)
+
+
+async def process_single_row(i, train):
+    """Обработка одной строки"""
+    try:
+        # 1. Чтение TSV с обработкой ошибок
+        file_path = train.iloc[i].context
+        tsv_path = file_path.replace('.csv', '.tsv').replace('/csv/', '/tsv/')
+        full_path = '../../datasets/WikiTableQuestions/' + tsv_path
+
+        try:
+            df = pd.read_csv(full_path, sep='\t')
+        except Exception as e:
+            logger.error(f"Failed to read {full_path}: {e}")
+            return {
+                'id': i,
+                'table': file_path,
+                'code': None,
+                'result': None,
+                'error': f"CSV/TSV read error: {e}",
+                'is_correct': False,
+                'target_value': train.iloc[i].targetValue
+            }
+
+        targetValue = train.iloc[i].targetValue
+        question = train.iloc[i].utterance
+
+        # 2. Нормализация и анализ типов с защитой
+        try:
+            norm_df = convert_dataset_types(df)
+        except Exception as e:
+            logger.error(f"convert_dataset_types failed for row {i}: {e}")
+            norm_df = df.copy()
+
+        try:
+            ser_df = serialize_table_to_tapex_format(norm_df)
+        except Exception as e:
+            logger.error(f"serialize_table_to_tapex_format failed for row {i}: {e}")
+            ser_df = str(norm_df.head())
+
+        try:
+            df_types = analyze_dataset_parallel(df)
+            columns_types = {col: types[0] for col, types in df_types.items()}
+        except Exception as e:
+            logger.warning(f"analyze_dataset_parallel failed for row {i}: {e}")
+            columns_types = {}
+
+        # 3. Получение кода от модели
+        try:
+            code = await get_pandas(question, ser_df, columns_types)
+        except Exception as e:
+            logger.error(f"get_pandas failed for row {i}: {e}")
+            return {
+                'id': i,
+                'table': file_path,
+                'code': None,
+                'result': None,
+                'error': f"get_pandas error: {e}",
+                'is_correct': False,
+                'target_value': targetValue
+            }
+
+        # 4. Выполнение кода
+        result, error = run_code_and_get_result(code, df)
+
+        # 5. Сравнение с ожидаемым значением
+        try:
+            norm_target = safe_convert_type(targetValue)
+            is_correct = (result == norm_target) if error is None else False
+        except Exception as e:
+            logger.warning(f"Comparison failed for row {i}: {e}")
+            is_correct = False
+
+        return {
+            'id': i,
+            'table': file_path,
+            'code': code,
+            'result': str(result) if result is not None else None,
+            'error': error,
+            'is_correct': bool(is_correct),
+            'target_value': targetValue
+        }
+
+    except Exception as e:
+        logger.exception(f"Unexpected error in process_single_row for id {i}: {e}")
+        return {
+            'id': i,
+            'table': train.iloc[i].context if i < len(train) else 'unknown',
+            'code': None,
+            'result': None,
+            'error': f"Unexpected: {e}",
+            'is_correct': False,
+            'target_value': train.iloc[i].targetValue if i < len(train) else None
+        }
+
+
+async def main():
+    # Генерация ID для обработки
+    ids = list(range(len(train)))
+
+    # Загружаем уже обработанные ID из чекпоинта
+    existing_results = load_checkpoint(checkpoint_filename)
+    processed_ids = {r['id'] for r in existing_results}
+
+    # Фильтруем необработанные
+    remaining_ids = [i for i in ids if i not in processed_ids]
+
+    logger.info(f"Total: {len(ids)}, Already processed: {len(processed_ids)}, Remaining: {len(remaining_ids)}")
+    logger.info(f"Results directory: {os.path.abspath(RESULTS_DIR)}")
+
+    results = existing_results.copy()
+
+    # Обрабатываем оставшиеся последовательно (для сохранения каждые 100)
+    if remaining_ids:
+        with tqdm(total=len(remaining_ids), desc="Processing WikiTableQuestions") as pbar:
+            for idx, i in enumerate(remaining_ids, 1):
+                result = await process_single_row(i, train)
+                results.append(result)
+
+                # Сохраняем чекпоинт каждые 100 строк
+                if idx % 100 == 0:
+                    save_checkpoint(results, checkpoint_filename)
+
+                pbar.update(1)
+
+    # Финальное сохранение
+    save_checkpoint(results, results_filename)
+
+    # Подсчёт правильных ответов
+    total_correct = sum(1 for r in results if r['is_correct'])
+
+    logger.info(f"Final results saved to {results_filename}")
+    logger.info(f"Logs saved to {log_filename}")
+
+    return results, total_correct
+
+
+if __name__ == "__main__":
+    result, count = asyncio.run(main())
+
+    # Вывод результатов в консоль
+    print("\n" + "=" * 50)
+    for item in result:
+        print(f"id: {item['id']}, correct: {item['is_correct']}, error: {item['error']}")
+
+    print(f"\nTotal correct: {count} out of {len(result)}")
+    print(f"Accuracy: {count / len(result) * 100:.2f}%")
+    print(f"Results saved in folder: {RESULTS_DIR}/")
\ No newline at end of file
diff --git a/WTQ/Qwen/normalize.py b/WTQ/Qwen/normalize.py
new file mode 100644
index 0000000..38132d0
--- /dev/null
+++ b/WTQ/Qwen/normalize.py
@@ -0,0 +1,116 @@
+import re
+import io
+import numpy as np
+import pandas as pd
+
+def normalize_table(file_path: str) -> pd.DataFrame:
+    """
+    Выполняет полный цикл отказоустойчивого чтения, глобальной очистки 
+    и нормализации признаков для одной "дикой" веб-таблицы.
+    """
+    # =====================================================================
+    # ШАГ 1: Отказоустойчивое чтение файла (Защита от ошибок токенизации)
+    # =====================================================================
+    try:
+        df = pd.read_csv(file_path)
+    except Exception:
+        try:
+            # Если упало (разное количество колонок в строках), чистим сырой текст
+            with open(file_path, 'r', encoding='utf-8') as f:
+                lines = f.readlines()
+            if not lines:
+                return pd.DataFrame()
+            
+            header_cnt = len(lines[0].split(','))
+            clean_lines = []
+            for line in lines:
+                parts = line.split(',')
+                if len(parts) > header_cnt:
+                    # Склеиваем избыточные элементы (хвост строки) в одну ячейку
+                    parts = parts[:header_cnt-1] + [" ".join(parts[header_cnt-1:])]
+                clean_lines.append(",".join(parts))
+            df = pd.read_csv(io.StringIO("".join(clean_lines)))
+        except Exception:
+            # Если файл абсолютно поврежден, возвращаем пустой DF, чтобы не рушить цикл
+            return pd.DataFrame()
+
+    if df.empty:
+        return df
+
+    # =====================================================================
+    # ШАГ 2: Глобальная очистка структуры, пробелов и псевдо-NaN
+    # =====================================================================
+    # 1. Вычищаем системные переносы строк (\n) из названий колонок
+    df.columns = df.columns.str.replace(r'\n', ' ', regex=True).str.strip()
+    
+    # 2. Приводим всё к строкам для безопасного regex-анализа, сохраняя оригинальные NaN
+    df = df.astype(str).replace(r'^nan$', np.nan, regex=True)
+    
+    # 3. Заменяем текстовые маркеры пропусков на честный np.nan
+    garbage_nas = [r'^——$', r'^none$', r'^NaN$', r'^—$', r'^\s*$']
+    for pattern in garbage_nas:
+        df = df.replace(pattern, np.nan, regex=True)
+
+    # 4. Убираем \n внутри самих ячеек и срезаем пробелы по краям
+    for col in df.columns:
+        if df[col].dtype == 'object':
+            df[col] = df[col].str.replace(r'\n', ' ', regex=True).str.strip()
+
+    # =====================================================================
+    # ШАГ 3: Умная нормализация и деструктуризация колонок
+    # =====================================================================
+    original_columns = list(df.columns)
+    
+    for col in original_columns:
+        col_filled = df[col].dropna()
+        if col_filled.empty:
+            continue
+            
+        total_filled = len(col_filled)
+
+        # --- Эвристика А: Текст со скобками -> "Tommy Persson (SWE)" или "Raymond Felton (17)" ---
+        has_parentheses = col_filled.str.contains(r'.+?\s*\(.+?\)', regex=True)
+        if has_parentheses.sum() > total_filled * 0.5:
+            extracted = df[col].str.extract(r'(.+?)\s*\((.+?)\)')
+            df[f"{col}_base"] = extracted[0].str.strip()
+            df[f"{col}_meta"] = extracted[1].str.strip()
+            continue
+
+        # --- Эвристика Б: Счета матчей и результаты -> "W 28–21", "17-5", "2–4 (aet)" ---
+        has_scores = col_filled.str.contains(r'\d+[-–:–]\d+', regex=True)
+        if has_scores.sum() > total_filled * 0.5:
+            extracted = df[col].str.extract(r'(?:[A-Za-z]\s+)?(\d+)[\–\-:–](\d+)')
+            df[f"{col}_score1"] = pd.to_numeric(extracted[0], errors='coerce')
+            df[f"{col}_score2"] = pd.to_numeric(extracted[1], errors='coerce')
+            continue
+
+        # --- Эвристика В: Имперские длины -> 47'9" ---
+        has_imperial = col_filled.str.contains(r'\d+\'\d+"', regex=True)
+        if has_imperial.sum() > total_filled * 0.3:
+            def _to_meters(val):
+                if pd.isna(val): return np.nan
+                match = re.match(r'(\d+)\'(\d+)"', str(val))
+                if match:
+                    feet, inches = map(int, match.groups())
+                    return round((feet * 0.3048) + (inches * 0.0254), 2)
+                return np.nan
+            df[f"{col}_meters"] = df[col].apply(_to_meters)
+            continue
+
+        # --- Эвристика Г: Авто-приведение типов к Numeric (валюты, разделители тысяч) ---
+        # Удаляем знаки доллара и запятые (например, "18,108" -> "18108")
+        clean_num_attempt = df[col].str.replace(r'[\$,]', '', regex=True)
+        numeric_converted = pd.to_numeric(clean_num_attempt, errors='coerce')
+        if numeric_converted.notna().sum() > total_filled * 0.8:
+            df[col] = numeric_converted
+            continue
+
+        # --- Эвристика Д: Даты ("June 15", "11/09/2013*", "September 13, 1987") ---
+        if 'date' in col.lower() or 'year' in col.lower():
+            # Очищаем маркеры сносок вроде астерисков в конце даты ("2013*" -> "2013")
+            clean_date_attempt = df[col].str.replace(r'\*$', '', regex=True)
+            date_converted = pd.to_datetime(clean_date_attempt, errors='coerce')
+            if date_converted.notna().sum() > total_filled * 0.5:
+                df[f"{col}_datetime"] = date_converted
+
+    return df
\ No newline at end of file
diff --git a/WTQ/Qwen/send_message.py b/WTQ/Qwen/send_message.py
new file mode 100644
index 0000000..dfc6494
--- /dev/null
+++ b/WTQ/Qwen/send_message.py
@@ -0,0 +1,53 @@
+from openai import OpenAI, AsyncOpenAI
+import base64
+from typing import List, Dict, Any, Callable
+import inspect
+def get_kwargs(kwargs: Dict[str, Any], func: Callable) -> Dict[str, Any]:
+    """Вытаскивает аргументы из kwargs по сигнатуре функции func."""
+    sig = inspect.signature(func)
+    return {key: value for key, value in kwargs.items() if key in sig.parameters}
+
+async def send_message_async(messages, base_url: str = "http://192.168.19.127:9886/v1",
+                              api_key: str = 'EMPTY',
+                              model_name: str = 'Qwen/Qwen3-4B-Instruct-2507',
+                              **kwargs):
+    """Асинхронная версия отправки сообщений."""
+    client = AsyncOpenAI(api_key=api_key, base_url=base_url, **get_kwargs(kwargs, AsyncOpenAI))
+    try:
+        print(f"Generating content with model: {model_name}")
+        response = await client.chat.completions.create(
+            messages=messages,
+            model=model_name,
+            **get_kwargs(kwargs, client.chat.completions.create)
+        )
+        return True, [answ.message.content for answ in response.choices]
+    except Exception as e:
+        print("Failed to call LLM: " + str(e))
+        return False, None
+
+class ModelMessageDict(dict):
+    """Класс - словарь для удобного форматирования запроса к модели."""
+
+    def __init__(self, role: str = 'user'):
+        super().__init__()
+        self['role'] = role
+        self['content'] = ''
+
+    def add_text_content(self, content: str):
+        self['content']+= content
+
+    def add_img_content(self, source: str = 'image_url', path_to_img: str = None, url: str = None):
+        match source:
+            case 'image_url':
+                if path_to_img is not None:
+                    with open(path_to_img, "rb") as f:
+                        base64_image = base64.b64encode(f.read()).decode()
+                    self['content'].append({
+                        'type': 'image_url',
+                        'image_url': {'url': f"data:image/jpeg;base64,{base64_image}"}
+                    })
+                elif url is not None:
+                    self['content'].append({
+                        'type': 'image_url',
+                        'image_url': {'url': url}
+                    })
\ No newline at end of file
diff --git a/WTQ/Qwen/server.py b/WTQ/Qwen/server.py
new file mode 100644
index 0000000..03aa306
--- /dev/null
+++ b/WTQ/Qwen/server.py
@@ -0,0 +1,75 @@
+import uvicorn
+from fastapi import FastAPI, HTTPException
+from pydantic import BaseModel
+import torch
+from transformers import AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig
+
+# Заменили путь на локальный Qwen 7B
+model_name = "D:/models/Qwen2.5-Coder-7B-Instruct"
+print("Загрузка модели Qwen 7B в 4-бит на GPU...")
+
+# Инициализируем модель с 4-битным квантованием под RTX 4060
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+
+quantization_config = BitsAndBytesConfig(
+    load_in_4bit=True,
+    bnb_4bit_quant_type="nf4",
+    bnb_4bit_compute_dtype=torch.bfloat16,
+    bnb_4bit_use_double_quant=True
+)
+
+model = AutoModelForCausalLM.from_pretrained(
+    model_name, 
+    quantization_config=quantization_config,
+    device_map="cuda:0" # Для квантованных моделей заменяет (.to("cuda"))
+)
+
+app = FastAPI()
+
+class ChatRequest(BaseModel):
+    model: str
+    messages: list
+    temperature: float = 0.5
+    max_tokens: int = 500
+
+@app.post("/v1/chat/completions")
+async def chat_completions(request: ChatRequest):
+    try:
+        user_message = request.messages[-1]["content"]
+        
+        text = tokenizer.apply_chat_template([{"role": "user", "content": user_message}], tokenize=False, add_generation_prompt=True)
+        
+        # Явно отправляем входные токены на видеокарту ("cuda")
+        model_inputs = tokenizer([text], return_tensors="pt", truncation=True, max_length=2048).to("cuda")
+
+        if request.temperature <= 0.0:
+            gen_kwargs = {"do_sample": False}
+        else:
+            gen_kwargs = {"do_sample": True, "temperature": request.temperature}
+
+        # Отключаем подсчет градиентов для экономии памяти при генерации
+        with torch.no_grad():
+            generated_ids = model.generate(
+                **model_inputs, 
+                max_new_tokens=request.max_tokens, 
+                pad_token_id=tokenizer.eos_token_id,
+                **gen_kwargs
+            )
+        
+        generated_ids = [output_ids[len(input_ids):] for input_ids, output_ids in zip(model_inputs.input_ids, generated_ids)]
+        response_text = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]
+
+        return {
+            "choices": [{
+                "message": {
+                    "role": "assistant",
+                    "content": response_text
+                }
+            }]
+        }
+    except Exception as e:
+        print(f"\n[ВНУТРЕННЯЯ ОШИБКА СЕРВЕРА]: {e}\n")
+        raise HTTPException(status_code=500, detail=str(e))
+
+if __name__ == "__main__":
+    uvicorn.run(app, host="0.0.0.0", port=9092)
\ No newline at end of file
diff --git a/WTQ/Qwen/train_results/show_statistics.py b/WTQ/Qwen/train_results/show_statistics.py
new file mode 100644
index 0000000..d3915c5
--- /dev/null
+++ b/WTQ/Qwen/train_results/show_statistics.py
@@ -0,0 +1,43 @@
+import pandas as pd
+import json
+import matplotlib.pyplot
+import json
+#
+# with open('results_20260524_154618.json') as f:
+#     results = json.load(f)
+#
+# unique_error = {}
+#
+# for i in results:
+#     if i['error'] not in unique_error:
+#         unique_error[i['error']] = 1
+#     else:
+#         unique_error[i['error']] += 1
+#
+# # Сохраняем в JSON файл
+# with open('unique_errors.json', 'w', encoding='utf-8') as f:
+#     json.dump(unique_error, f, ensure_ascii=False, indent=4)
+#
+# print("Сохранено в unique_errors.json")
+
+
+import json
+
+# Загрузка данных
+with open('unique_errors.json', 'r') as f:
+    errors = json.load(f)
+
+# Сортировка по убыванию (по количеству)
+sorted_errors = dict(sorted(errors.items(), key=lambda x: x[1], reverse=True))
+
+# Вывод топ-20
+for i, (error, count) in enumerate(list(sorted_errors.items())[:20], 1):
+    print(f"{i:2}. {count:5} x {error[:80]}{'...' if len(error) > 80 else ''}")
+
+# Сохранение в файл
+with open('sorted_errors.json', 'w', encoding='utf-8') as f:
+    json.dump(sorted_errors, f, ensure_ascii=False, indent=4)
+
+print(f"\n✅ Сохранено в sorted_errors.json")
+print(f"Всего типов ошибок: {len(sorted_errors)}")
+print(f"null (успешно): {sorted_errors.get('null', 0)}")
\ No newline at end of file
diff --git a/digest.txt b/digest.txt
new file mode 100644
index 0000000..97fd5c6
--- /dev/null
+++ b/digest.txt
@@ -0,0 +1,2657 @@
+Directory structure:
+└── Kabachok/
+    ├── README.md
+    ├── build.gradle.kts
+    ├── CONTRIBUTING.md
+    ├── gradle.properties
+    ├── gradlew
+    ├── gradlew.bat
+    ├── settings.gradle.kts
+    ├── app/
+    │   ├── build.gradle.kts
+    │   ├── proguard-rules.pro
+    │   └── src/
+    │       ├── androidTest/
+    │       │   └── java/
+    │       │       └── com/
+    │       │           └── example/
+    │       │               └── kabachok/
+    │       │                   └── ExampleInstrumentedTest.kt
+    │       ├── main/
+    │       │   ├── AndroidManifest.xml
+    │       │   ├── java/
+    │       │   │   └── com/
+    │       │   │       └── example/
+    │       │   │           └── kabachok/
+    │       │   │               ├── ApiService.kt
+    │       │   │               ├── AuthModels.kt
+    │       │   │               ├── DetailActivity.kt
+    │       │   │               ├── Listing.kt
+    │       │   │               ├── ListingsAdapter.kt
+    │       │   │               ├── ListingsViewModel.kt
+    │       │   │               ├── MainActivity.kt
+    │       │   │               ├── RetrofitInstance.kt
+    │       │   │               └── ui/
+    │       │   │                   └── theme/
+    │       │   │                       ├── Color.kt
+    │       │   │                       ├── Theme.kt
+    │       │   │                       └── Type.kt
+    │       │   └── res/
+    │       │       ├── drawable/
+    │       │       │   ├── ic_launcher_background.xml
+    │       │       │   ├── ic_launcher_foreground.xml
+    │       │       │   └── ic_placeholder.xml
+    │       │       ├── layout/
+    │       │       │   ├── activity_detail.xml
+    │       │       │   ├── activity_main.xml
+    │       │       │   └── item_listing.xml
+    │       │       ├── mipmap-anydpi-v26/
+    │       │       │   ├── ic_launcher.xml
+    │       │       │   └── ic_launcher_round.xml
+    │       │       ├── mipmap-hdpi/
+    │       │       │   ├── ic_launcher.webp
+    │       │       │   └── ic_launcher_round.webp
+    │       │       ├── mipmap-mdpi/
+    │       │       │   ├── ic_launcher.webp
+    │       │       │   └── ic_launcher_round.webp
+    │       │       ├── mipmap-xhdpi/
+    │       │       │   ├── ic_launcher.webp
+    │       │       │   └── ic_launcher_round.webp
+    │       │       ├── mipmap-xxhdpi/
+    │       │       │   ├── ic_launcher.webp
+    │       │       │   └── ic_launcher_round.webp
+    │       │       ├── mipmap-xxxhdpi/
+    │       │       │   ├── ic_launcher.webp
+    │       │       │   └── ic_launcher_round.webp
+    │       │       ├── values/
+    │       │       │   ├── colors.xml
+    │       │       │   ├── strings.xml
+    │       │       │   └── themes.xml
+    │       │       └── xml/
+    │       │           ├── backup_rules.xml
+    │       │           └── data_extraction_rules.xml
+    │       └── test/
+    │           └── java/
+    │               └── com/
+    │                   └── example/
+    │                       └── kabachok/
+    │                           └── ExampleUnitTest.kt
+    ├── gradle/
+    │   ├── gradle-daemon-jvm.properties
+    │   ├── libs.versions.toml
+    │   └── wrapper/
+    │       └── gradle-wrapper.properties
+    └── .github/
+        ├── pull_request_template.md
+        └── workflows/
+            └── ci.yml
+
+================================================
+FILE: README.md
+================================================
+# kabachok-android
+
+
+================================================
+FILE: build.gradle.kts
+================================================
+// Top-level build file where you can add configuration options common to all sub-projects/modules.
+plugins {
+    alias(libs.plugins.android.application) apply false
+    alias(libs.plugins.kotlin.compose) apply false
+}
+
+
+================================================
+FILE: CONTRIBUTING.md
+================================================
+# Contributing
+
+## Branching strategy
+
+The `main` branch is always considered production-ready.
+
+Do not commit directly to `main`.
+All changes must go through Pull Requests.
+
+### Branch naming
+
+Use the following branch prefixes:
+
+- `feature/<short-name>` — new functionality
+- `fix/<short-name>` — bug fixes
+- `chore/<short-name>` — maintenance, config, dependencies
+- `docs/<short-name>` — documentation
+- `refactor/<short-name>` — code refactoring
+- `test/<short-name>` — tests
+
+### Examples
+
+- `feature/user-registration`
+- `fix/token-refresh`
+- `chore/docker-setup`
+- `docs/api-readme`
+
+---
+
+## Commit message convention
+
+We use simple Conventional Commits.
+
+### Format
+
+```text
+type: short description
+```
+
+### Allowed types
+
+- `feat` — new feature
+- `fix` — bug fix
+- `chore` — maintenance/config/dependencies
+- `docs` — documentation
+- `refactor` — code refactoring without behavior change
+- `test` — tests
+- `ci` — CI/CD changes
+- `build` — build and Docker related changes
+
+### Examples
+
+- `feat: add login endpoint`
+- `fix: handle expired token`
+- `chore: add docker compose config`
+- `ci: add backend deployment workflow`
+
+Keep commit messages short and meaningful.
+
+---
+
+## Pull Requests
+
+All changes must be submitted through Pull Requests.
+
+### PR rules
+
+- one Pull Request = one logical change
+- keep PRs small and focused
+- do not mix unrelated changes in one PR
+- PR must pass CI before merge
+
+For title use the same style as commit messages:
+
+- `feat: add registration endpoint`
+- `fix: correct token validation`
+- `ci: add ghcr deployment`
+
+### PR description template
+
+```md
+## What
+Brief description of the change
+
+## Why
+Why this change is needed
+
+## How to test
+Steps to verify the change
+```
+
+---
+
+## Development flow
+
+1. Create a branch from `main`
+2. Implement your changes
+3. Add or update tests if needed
+4. Push your branch
+5. Open a Pull Request into `main`
+6. Wait for CI checks
+7. Address review comments if any
+8. Merge after approval
+
+---
+
+## Merge strategy
+
+Use **Squash and merge** unless there is a specific reason not to. This keeps `main` history clean and readable.
+
+---
+
+## Environment and secrets
+
+Never commit:
+
+- real `.env` files
+- passwords
+- private keys
+- tokens
+- production secrets
+
+
+
+================================================
+FILE: gradle.properties
+================================================
+# Project-wide Gradle settings.
+# IDE (e.g. Android Studio) users:
+# Gradle settings configured through the IDE *will override*
+# any settings specified in this file.
+# For more details on how to configure your build environment visit
+# http://www.gradle.org/docs/current/userguide/build_environment.html
+# Specifies the JVM arguments used for the daemon process.
+# The setting is particularly useful for tweaking memory settings.
+org.gradle.jvmargs=-Xmx2048m -Dfile.encoding=UTF-8
+# When configured, Gradle will run in incubating parallel mode.
+# This option should only be used with decoupled projects. For more details, visit
+# https://developer.android.com/r/tools/gradle-multi-project-decoupled-projects
+# org.gradle.parallel=true
+# Kotlin code style for this project: "official" or "obsolete":
+kotlin.code.style=official
+
+
+================================================
+FILE: gradlew
+================================================
+#!/bin/sh
+
+#
+# Copyright © 2015 the original authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+# SPDX-License-Identifier: Apache-2.0
+#
+
+##############################################################################
+#
+#   Gradle start up script for POSIX generated by Gradle.
+#
+#   Important for running:
+#
+#   (1) You need a POSIX-compliant shell to run this script. If your /bin/sh is
+#       noncompliant, but you have some other compliant shell such as ksh or
+#       bash, then to run this script, type that shell name before the whole
+#       command line, like:
+#
+#           ksh Gradle
+#
+#       Busybox and similar reduced shells will NOT work, because this script
+#       requires all of these POSIX shell features:
+#         * functions;
+#         * expansions «$var», «${var}», «${var:-default}», «${var+SET}»,
+#           «${var#prefix}», «${var%suffix}», and «$( cmd )»;
+#         * compound commands having a testable exit status, especially «case»;
+#         * various built-in commands including «command», «set», and «ulimit».
+#
+#   Important for patching:
+#
+#   (2) This script targets any POSIX shell, so it avoids extensions provided
+#       by Bash, Ksh, etc; in particular arrays are avoided.
+#
+#       The "traditional" practice of packing multiple parameters into a
+#       space-separated string is a well documented source of bugs and security
+#       problems, so this is (mostly) avoided, by progressively accumulating
+#       options in "$@", and eventually passing that to Java.
+#
+#       Where the inherited environment variables (DEFAULT_JVM_OPTS, JAVA_OPTS,
+#       and GRADLE_OPTS) rely on word-splitting, this is performed explicitly;
+#       see the in-line comments for details.
+#
+#       There are tweaks for specific operating systems such as AIX, CygWin,
+#       Darwin, MinGW, and NonStop.
+#
+#   (3) This script is generated from the Groovy template
+#       https://github.com/gradle/gradle/blob/HEAD/platforms/jvm/plugins-application/src/main/resources/org/gradle/api/internal/plugins/unixStartScript.txt
+#       within the Gradle project.
+#
+#       You can find Gradle at https://github.com/gradle/gradle/.
+#
+##############################################################################
+
+# Attempt to set APP_HOME
+
+# Resolve links: $0 may be a link
+app_path=$0
+
+# Need this for daisy-chained symlinks.
+while
+    APP_HOME=${app_path%"${app_path##*/}"}  # leaves a trailing /; empty if no leading path
+    [ -h "$app_path" ]
+do
+    ls=$( ls -ld "$app_path" )
+    link=${ls#*' -> '}
+    case $link in             #(
+      /*)   app_path=$link ;; #(
+      *)    app_path=$APP_HOME$link ;;
+    esac
+done
+
+# This is normally unused
+# shellcheck disable=SC2034
+APP_BASE_NAME=${0##*/}
+# Discard cd standard output in case $CDPATH is set (https://github.com/gradle/gradle/issues/25036)
+APP_HOME=$( cd -P "${APP_HOME:-./}" > /dev/null && printf '%s\n' "$PWD" ) || exit
+
+# Use the maximum available, or set MAX_FD != -1 to use that value.
+MAX_FD=maximum
+
+warn () {
+    echo "$*"
+} >&2
+
+die () {
+    echo
+    echo "$*"
+    echo
+    exit 1
+} >&2
+
+# OS specific support (must be 'true' or 'false').
+cygwin=false
+msys=false
+darwin=false
+nonstop=false
+case "$( uname )" in                #(
+  CYGWIN* )         cygwin=true  ;; #(
+  Darwin* )         darwin=true  ;; #(
+  MSYS* | MINGW* )  msys=true    ;; #(
+  NONSTOP* )        nonstop=true ;;
+esac
+
+CLASSPATH="\\\"\\\""
+
+
+# Determine the Java command to use to start the JVM.
+if [ -n "$JAVA_HOME" ] ; then
+    if [ -x "$JAVA_HOME/jre/sh/java" ] ; then
+        # IBM's JDK on AIX uses strange locations for the executables
+        JAVACMD=$JAVA_HOME/jre/sh/java
+    else
+        JAVACMD=$JAVA_HOME/bin/java
+    fi
+    if [ ! -x "$JAVACMD" ] ; then
+        die "ERROR: JAVA_HOME is set to an invalid directory: $JAVA_HOME
+
+Please set the JAVA_HOME variable in your environment to match the
+location of your Java installation."
+    fi
+else
+    JAVACMD=java
+    if ! command -v java >/dev/null 2>&1
+    then
+        die "ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH.
+
+Please set the JAVA_HOME variable in your environment to match the
+location of your Java installation."
+    fi
+fi
+
+# Increase the maximum file descriptors if we can.
+if ! "$cygwin" && ! "$darwin" && ! "$nonstop" ; then
+    case $MAX_FD in #(
+      max*)
+        # In POSIX sh, ulimit -H is undefined. That's why the result is checked to see if it worked.
+        # shellcheck disable=SC2039,SC3045
+        MAX_FD=$( ulimit -H -n ) ||
+            warn "Could not query maximum file descriptor limit"
+    esac
+    case $MAX_FD in  #(
+      '' | soft) :;; #(
+      *)
+        # In POSIX sh, ulimit -n is undefined. That's why the result is checked to see if it worked.
+        # shellcheck disable=SC2039,SC3045
+        ulimit -n "$MAX_FD" ||
+            warn "Could not set maximum file descriptor limit to $MAX_FD"
+    esac
+fi
+
+# Collect all arguments for the java command, stacking in reverse order:
+#   * args from the command line
+#   * the main class name
+#   * -classpath
+#   * -D...appname settings
+#   * --module-path (only if needed)
+#   * DEFAULT_JVM_OPTS, JAVA_OPTS, and GRADLE_OPTS environment variables.
+
+# For Cygwin or MSYS, switch paths to Windows format before running java
+if "$cygwin" || "$msys" ; then
+    APP_HOME=$( cygpath --path --mixed "$APP_HOME" )
+    CLASSPATH=$( cygpath --path --mixed "$CLASSPATH" )
+
+    JAVACMD=$( cygpath --unix "$JAVACMD" )
+
+    # Now convert the arguments - kludge to limit ourselves to /bin/sh
+    for arg do
+        if
+            case $arg in                                #(
+              -*)   false ;;                            # don't mess with options #(
+              /?*)  t=${arg#/} t=/${t%%/*}              # looks like a POSIX filepath
+                    [ -e "$t" ] ;;                      #(
+              *)    false ;;
+            esac
+        then
+            arg=$( cygpath --path --ignore --mixed "$arg" )
+        fi
+        # Roll the args list around exactly as many times as the number of
+        # args, so each arg winds up back in the position where it started, but
+        # possibly modified.
+        #
+        # NB: a `for` loop captures its iteration list before it begins, so
+        # changing the positional parameters here affects neither the number of
+        # iterations, nor the values presented in `arg`.
+        shift                   # remove old arg
+        set -- "$@" "$arg"      # push replacement arg
+    done
+fi
+
+
+# Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
+DEFAULT_JVM_OPTS='"-Xmx64m" "-Xms64m"'
+
+# Collect all arguments for the java command:
+#   * DEFAULT_JVM_OPTS, JAVA_OPTS, and optsEnvironmentVar are not allowed to contain shell fragments,
+#     and any embedded shellness will be escaped.
+#   * For example: A user cannot expect ${Hostname} to be expanded, as it is an environment variable and will be
+#     treated as '${Hostname}' itself on the command line.
+
+set -- \
+        "-Dorg.gradle.appname=$APP_BASE_NAME" \
+        -classpath "$CLASSPATH" \
+        -jar "$APP_HOME/gradle/wrapper/gradle-wrapper.jar" \
+        "$@"
+
+# Stop when "xargs" is not available.
+if ! command -v xargs >/dev/null 2>&1
+then
+    die "xargs is not available"
+fi
+
+# Use "xargs" to parse quoted args.
+#
+# With -n1 it outputs one arg per line, with the quotes and backslashes removed.
+#
+# In Bash we could simply go:
+#
+#   readarray ARGS < <( xargs -n1 <<<"$var" ) &&
+#   set -- "${ARGS[@]}" "$@"
+#
+# but POSIX shell has neither arrays nor command substitution, so instead we
+# post-process each arg (as a line of input to sed) to backslash-escape any
+# character that might be a shell metacharacter, then use eval to reverse
+# that process (while maintaining the separation between arguments), and wrap
+# the whole thing up as a single "set" statement.
+#
+# This will of course break if any of these variables contains a newline or
+# an unmatched quote.
+#
+
+eval "set -- $(
+        printf '%s\n' "$DEFAULT_JVM_OPTS $JAVA_OPTS $GRADLE_OPTS" |
+        xargs -n1 |
+        sed ' s~[^-[:alnum:]+,./:=@_]~\\&~g; ' |
+        tr '\n' ' '
+    )" '"$@"'
+
+exec "$JAVACMD" "$@"
+
+
+
+================================================
+FILE: gradlew.bat
+================================================
+@rem
+@rem Copyright 2015 the original author or authors.
+@rem
+@rem Licensed under the Apache License, Version 2.0 (the "License");
+@rem you may not use this file except in compliance with the License.
+@rem You may obtain a copy of the License at
+@rem
+@rem      https://www.apache.org/licenses/LICENSE-2.0
+@rem
+@rem Unless required by applicable law or agreed to in writing, software
+@rem distributed under the License is distributed on an "AS IS" BASIS,
+@rem WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+@rem See the License for the specific language governing permissions and
+@rem limitations under the License.
+@rem
+@rem SPDX-License-Identifier: Apache-2.0
+@rem
+
+@if "%DEBUG%"=="" @echo off
+@rem ##########################################################################
+@rem
+@rem  Gradle startup script for Windows
+@rem
+@rem ##########################################################################
+
+@rem Set local scope for the variables with windows NT shell
+if "%OS%"=="Windows_NT" setlocal
+
+set DIRNAME=%~dp0
+if "%DIRNAME%"=="" set DIRNAME=.
+@rem This is normally unused
+set APP_BASE_NAME=%~n0
+set APP_HOME=%DIRNAME%
+
+@rem Resolve any "." and ".." in APP_HOME to make it shorter.
+for %%i in ("%APP_HOME%") do set APP_HOME=%%~fi
+
+@rem Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
+set DEFAULT_JVM_OPTS="-Xmx64m" "-Xms64m"
+
+@rem Find java.exe
+if defined JAVA_HOME goto findJavaFromJavaHome
+
+set JAVA_EXE=java.exe
+%JAVA_EXE% -version >NUL 2>&1
+if %ERRORLEVEL% equ 0 goto execute
+
+echo. 1>&2
+echo ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH. 1>&2
+echo. 1>&2
+echo Please set the JAVA_HOME variable in your environment to match the 1>&2
+echo location of your Java installation. 1>&2
+
+goto fail
+
+:findJavaFromJavaHome
+set JAVA_HOME=%JAVA_HOME:"=%
+set JAVA_EXE=%JAVA_HOME%/bin/java.exe
+
+if exist "%JAVA_EXE%" goto execute
+
+echo. 1>&2
+echo ERROR: JAVA_HOME is set to an invalid directory: %JAVA_HOME% 1>&2
+echo. 1>&2
+echo Please set the JAVA_HOME variable in your environment to match the 1>&2
+echo location of your Java installation. 1>&2
+
+goto fail
+
+:execute
+@rem Setup the command line
+
+set CLASSPATH=
+
+
+@rem Execute Gradle
+"%JAVA_EXE%" %DEFAULT_JVM_OPTS% %JAVA_OPTS% %GRADLE_OPTS% "-Dorg.gradle.appname=%APP_BASE_NAME%" -classpath "%CLASSPATH%" -jar "%APP_HOME%\gradle\wrapper\gradle-wrapper.jar" %*
+
+:end
+@rem End local scope for the variables with windows NT shell
+if %ERRORLEVEL% equ 0 goto mainEnd
+
+:fail
+rem Set variable GRADLE_EXIT_CONSOLE if you need the _script_ return code instead of
+rem the _cmd.exe /c_ return code!
+set EXIT_CODE=%ERRORLEVEL%
+if %EXIT_CODE% equ 0 set EXIT_CODE=1
+if not ""=="%GRADLE_EXIT_CONSOLE%" exit %EXIT_CODE%
+exit /b %EXIT_CODE%
+
+:mainEnd
+if "%OS%"=="Windows_NT" endlocal
+
+:omega
+
+
+
+================================================
+FILE: settings.gradle.kts
+================================================
+pluginManagement {
+    repositories {
+        google {
+            content {
+                includeGroupByRegex("com\\.android.*")
+                includeGroupByRegex("com\\.google.*")
+                includeGroupByRegex("androidx.*")
+            }
+        }
+        mavenCentral()
+        gradlePluginPortal()
+    }
+}
+plugins {
+    id("org.gradle.toolchains.foojay-resolver-convention") version "1.0.0"
+}
+dependencyResolutionManagement {
+    repositoriesMode.set(RepositoriesMode.FAIL_ON_PROJECT_REPOS)
+    repositories {
+        google()
+        mavenCentral()
+    }
+}
+
+rootProject.name = "Kabachok"
+include(":app")
+
+
+
+================================================
+FILE: app/build.gradle.kts
+================================================
+plugins {
+    alias(libs.plugins.android.application)
+    alias(libs.plugins.kotlin.compose)
+}
+
+android {
+    namespace = "com.example.kabachok"
+    compileSdk {
+        version = release(36) {
+            minorApiLevel = 1
+        }
+    }
+
+    defaultConfig {
+        applicationId = "com.example.kabachok"
+        minSdk = 24
+        targetSdk = 36
+        versionCode = 1
+        versionName = "1.0"
+
+        testInstrumentationRunner = "androidx.test.runner.AndroidJUnitRunner"
+    }
+
+    buildTypes {
+        release {
+            isMinifyEnabled = false
+            proguardFiles(
+                getDefaultProguardFile("proguard-android-optimize.txt"),
+                "proguard-rules.pro"
+            )
+        }
+    }
+    compileOptions {
+        sourceCompatibility = JavaVersion.VERSION_11
+        targetCompatibility = JavaVersion.VERSION_11
+    }
+    buildFeatures {
+        compose = true
+    }
+}
+
+dependencies {
+    implementation(platform(libs.androidx.compose.bom))
+    implementation(libs.androidx.activity.compose)
+    implementation(libs.androidx.activity.ktx)
+    implementation(libs.androidx.compose.material3)
+    implementation(libs.androidx.compose.ui)
+    implementation(libs.androidx.compose.ui.graphics)
+    implementation(libs.androidx.compose.ui.tooling.preview)
+    implementation(libs.androidx.constraintlayout)
+    implementation(libs.androidx.core.ktx)
+    implementation(libs.androidx.lifecycle.runtime.ktx)
+    implementation(libs.material)
+    testImplementation(libs.junit)
+    androidTestImplementation(platform(libs.androidx.compose.bom))
+    androidTestImplementation(libs.androidx.compose.ui.test.junit4)
+    androidTestImplementation(libs.androidx.espresso.core)
+    androidTestImplementation(libs.androidx.junit)
+    debugImplementation(libs.androidx.compose.ui.test.manifest)
+    debugImplementation(libs.androidx.compose.ui.tooling)
+        implementation("androidx.recyclerview:recyclerview:1.3.2")
+        implementation("androidx.appcompat:appcompat:1.7.0")
+
+        // ViewModel + LiveData
+        implementation("androidx.lifecycle:lifecycle-viewmodel-ktx:2.7.0")
+        implementation("androidx.lifecycle:lifecycle-livedata-ktx:2.7.0")
+
+        // Retrofit (запросы к серверу)
+        implementation("com.squareup.retrofit2:retrofit:2.9.0")
+        implementation("com.squareup.retrofit2:converter-gson:2.9.0")
+
+        // Coroutines (асинхронность)
+        implementation("org.jetbrains.kotlinx:kotlinx-coroutines-android:1.7.3")
+
+        // Glide (загрузка картинок)
+        implementation("com.github.bumptech.glide:glide:4.16.0")
+
+}
+
+
+================================================
+FILE: app/proguard-rules.pro
+================================================
+# Add project specific ProGuard rules here.
+# You can control the set of applied configuration files using the
+# proguardFiles setting in build.gradle.
+#
+# For more details, see
+#   http://developer.android.com/guide/developing/tools/proguard.html
+
+# If your project uses WebView with JS, uncomment the following
+# and specify the fully qualified class name to the JavaScript interface
+# class:
+#-keepclassmembers class fqcn.of.javascript.interface.for.webview {
+#   public *;
+#}
+
+# Uncomment this to preserve the line number information for
+# debugging stack traces.
+#-keepattributes SourceFile,LineNumberTable
+
+# If you keep the line number information, uncomment this to
+# hide the original source file name.
+#-renamesourcefileattribute SourceFile
+
+
+================================================
+FILE: app/src/androidTest/java/com/example/kabachok/ExampleInstrumentedTest.kt
+================================================
+package com.example.kabachok
+
+import androidx.test.platform.app.InstrumentationRegistry
+import androidx.test.ext.junit.runners.AndroidJUnit4
+
+import org.junit.Test
+import org.junit.runner.RunWith
+
+import org.junit.Assert.*
+
+/**
+ * Instrumented test, which will execute on an Android device.
+ *
+ * See [testing documentation](http://d.android.com/tools/testing).
+ */
+@RunWith(AndroidJUnit4::class)
+class ExampleInstrumentedTest {
+    @Test
+    fun useAppContext() {
+        // Context of the app under test.
+        val appContext = InstrumentationRegistry.getInstrumentation().targetContext
+        assertEquals("com.example.kabachok", appContext.packageName)
+    }
+}
+
+
+================================================
+FILE: app/src/main/AndroidManifest.xml
+================================================
+<?xml version="1.0" encoding="utf-8"?>
+<manifest xmlns:android="http://schemas.android.com/apk/res/android"
+    xmlns:tools="http://schemas.android.com/tools">
+
+    <uses-permission android:name="android.permission.INTERNET" />
+
+    <application
+        android:allowBackup="true"
+        android:dataExtractionRules="@xml/data_extraction_rules"
+        android:fullBackupContent="@xml/backup_rules"
+        android:icon="@mipmap/ic_launcher"
+        android:label="@string/app_name"
+        android:roundIcon="@mipmap/ic_launcher_round"
+        android:supportsRtl="true"
+        android:theme="@style/Theme.Kabachok">
+        <activity
+            android:name=".DetailActivity"
+            android:exported="false" />
+        <activity
+            android:name=".MainActivity"
+            android:exported="true"
+            android:label="@string/app_name"
+            android:theme="@style/Theme.Kabachok">
+            <intent-filter>
+                <action android:name="android.intent.action.MAIN" />
+
+                <category android:name="android.intent.category.LAUNCHER" />
+            </intent-filter>
+        </activity>
+    </application>
+
+</manifest>
+
+
+================================================
+FILE: app/src/main/java/com/example/kabachok/ApiService.kt
+================================================
+package com.example.kabachok
+
+import retrofit2.http.GET
+
+interface ApiService {
+    @GET("listings")   // ваш реальный эндпоинт
+    suspend fun getListings(): List<Listing>
+}
+
+
+================================================
+FILE: app/src/main/java/com/example/kabachok/AuthModels.kt
+================================================
+package com.example.kabachok
+
+import java.io.Serializable
+
+// Данные пользователя
+data class User(
+    val id: Int,
+    val name: String,
+    val phone: String,
+    val email: String?,
+    val avatarUrl: String?,
+    val rating: Float,
+    val dealCount: Int,
+    val isLodgeMember: Boolean,
+    val acceptsExchange: Boolean,
+    val createdAt: String
+) : Serializable
+
+// Запрос и ответ на аутентификацию
+data class LoginRequest(
+    val phone: String,
+    val password: String
+)
+
+data class RegisterRequest(
+    val name: String,
+    val phone: String,
+    val email: String?,
+    val password: String
+)
+
+data class AuthResponse(
+    val token: String,
+    val user: User
+)
+
+// Обновление профиля
+data class UpdateUserRequest(
+    val name: String,
+    val email: String?,
+    val avatarUrl: String?
+)
+
+
+================================================
+FILE: app/src/main/java/com/example/kabachok/DetailActivity.kt
+================================================
+package com.example.kabachok
+
+import android.content.Intent
+import android.net.Uri
+import android.os.Bundle
+import android.view.View
+import android.widget.ImageButton
+import android.widget.ImageView
+import android.widget.TextView
+import android.widget.Toast
+import androidx.appcompat.app.AppCompatActivity
+import androidx.recyclerview.widget.LinearLayoutManager
+import androidx.recyclerview.widget.RecyclerView
+import com.google.android.material.button.MaterialButton
+
+class DetailActivity : AppCompatActivity() {
+
+    // Views
+    private lateinit var tvListingName: TextView
+    private lateinit var tvDescription: TextView
+    private lateinit var ivMainPhoto: ImageView
+    private lateinit var ivThumb1: ImageView
+    private lateinit var ivThumb2: ImageView
+    private lateinit var ivThumb3: ImageView
+    private lateinit var btnAboutSeller: MaterialButton
+    private lateinit var btnContactSeller: MaterialButton
+    private lateinit var btnBuyNow: MaterialButton
+    private lateinit var btnAddToCart: MaterialButton
+    private lateinit var rvReviews: RecyclerView
+
+    // Навигационные кнопки
+    private lateinit var ibNavHome: ImageButton
+    private lateinit var ibNavList: ImageButton
+    private lateinit var ibNavChart: ImageButton
+    private lateinit var ibNavBell: ImageButton
+    private lateinit var ibNavSearch: ImageButton
+
+    // Данные
+    private var listing: Listing? = null
+
+    override fun onCreate(savedInstanceState: Bundle?) {
+        super.onCreate(savedInstanceState)
+        setContentView(R.layout.activity_detail)
+
+        // Получаем объект объявления, переданный из ListingsAdapter
+        listing = intent.getSerializableExtra("listing") as? Listing
+
+        bindViews()
+        populateData()
+        setupClickListeners()
+        setupReviews()
+    }
+
+    // Находим все элементы управления по ID, нужно чтобы потом с ними работать
+    private fun bindViews() {
+        tvListingName    = findViewById(R.id.tvListingName)
+        tvDescription    = findViewById(R.id.tvDescription)
+        ivMainPhoto      = findViewById(R.id.ivMainPhoto)
+        ivThumb1         = findViewById(R.id.ivThumb1)
+        ivThumb2         = findViewById(R.id.ivThumb2)
+        ivThumb3         = findViewById(R.id.ivThumb3)
+        btnAboutSeller   = findViewById(R.id.btnAboutSeller)
+        btnContactSeller = findViewById(R.id.btnContactSeller)
+        btnBuyNow        = findViewById(R.id.btnBuyNow)
+        btnAddToCart     = findViewById(R.id.btnAddToCart)
+        rvReviews        = findViewById(R.id.rvReviews)
+        ibNavHome        = findViewById(R.id.ibNavHome)
+        ibNavList        = findViewById(R.id.ibNavList)
+        ibNavChart       = findViewById(R.id.ibNavChart)
+        ibNavBell        = findViewById(R.id.ibNavBell)
+        ibNavSearch      = findViewById(R.id.ibNavSearch)
+    }
+
+    // Заполняем текстовые поля данными из объекта listing. Если lis
+    private fun populateData() {
+        listing?.let {
+            tvListingName.text  = it.kabachok
+            tvDescription.text  = it.description ?: "Описание отсутствует"
+
+            // Загрузка главного фото (используйте Glide/Picasso в реальном проекте)
+            // Glide.with(this).load(it.imageUrl).into(ivMainPhoto)
+
+            // Пока ставим placeholder-цвет
+            ivMainPhoto.setBackgroundColor(0xFFC8E6C9.toInt())
+        } ?: run {
+            // Если данные не переданы — показываем заглушки
+            tvListingName.text = "Объявление"
+            tvDescription.text = "Нет данных"
+        }
+    }
+
+    // Все обработчики кликов
+    private fun setupClickListeners() {
+
+        // Навигационные иконки
+
+        ibNavHome.setOnClickListener {
+            // Возврат на главный экран
+            val intent = Intent(this, MainActivity::class.java)
+            intent.flags = Intent.FLAG_ACTIVITY_CLEAR_TOP
+            startActivity(intent)
+        }
+
+        ibNavList.setOnClickListener {
+            showToast("Мои объявления")
+            // TODO: startActivity(Intent(this, MyListingsActivity::class.java))
+        }
+
+        ibNavChart.setOnClickListener {
+            showToast("Биржевой стакан 📈")
+            // TODO: startActivity(Intent(this, ExchangeActivity::class.java))
+        }
+
+        ibNavBell.setOnClickListener {
+            showToast("Уведомлений нет")
+            // TODO: startActivity(Intent(this, NotificationsActivity::class.java))
+        }
+
+        ibNavSearch.setOnClickListener {
+            // Возврат на MainActivity с открытым поиском
+            val intent = Intent(this, MainActivity::class.java)
+            intent.putExtra("openSearch", true)
+            intent.flags = Intent.FLAG_ACTIVITY_CLEAR_TOP
+            startActivity(intent)
+        }
+
+        // Миниатюры фото
+
+        ivThumb1.setOnClickListener {
+            ivMainPhoto.setBackgroundColor(0xFFC8E6C9.toInt())
+            showToast("Фото 1")
+            // В реальном проекте: Glide.with(this).load(photoUrls[0]).into(ivMainPhoto)
+        }
+
+        ivThumb2.setOnClickListener {
+            ivMainPhoto.setBackgroundColor(0xFFDCEDC8.toInt())
+            showToast("Фото 2")
+        }
+
+        ivThumb3.setOnClickListener {
+            ivMainPhoto.setBackgroundColor(0xFFF1F8E9.toInt())
+            showToast("Фото 3")
+        }
+
+        // Главное фото — открывает полноэкранный просмотр
+        ivMainPhoto.setOnClickListener {
+            showToast("Открыть фото")
+            // TODO: открыть FullScreenPhotoActivity или ViewPager с фотографиями
+        }
+
+        // Кнопка «О продавце и товаре»
+
+        btnAboutSeller.setOnClickListener {
+            listing?.let {
+                showToast("Продавец: ${it.sellerName ?: "Неизвестен"}")
+                // TODO: открыть SellerProfileActivity
+                // val intent = Intent(this, SellerProfileActivity::class.java)
+                // intent.putExtra("sellerId", it.sellerId)
+                // startActivity(intent)
+            }
+        }
+
+        // Кнопка «Связаться с продавцом»
+
+        btnContactSeller.setOnClickListener {
+            val phone = listing?.sellerPhone
+            if (!phone.isNullOrEmpty()) {
+                // Открываем звонилку с номером продавца
+                val dialIntent = Intent(Intent.ACTION_DIAL).apply {
+                    data = Uri.parse("tel:$phone")
+                }
+                startActivity(dialIntent)
+            } else {
+                showToast("Контакт продавца не указан")
+            }
+        }
+
+        // Кнопка «Купить» (бронирование)
+
+        btnBuyNow.setOnClickListener {
+            listing?.let {
+                // Тут будет логика бронирования через API
+                showToast("Товар забронирован! Продавец уведомлён.")
+                btnBuyNow.text     = "Забронировано"
+                btnBuyNow.isEnabled = false
+                // TODO: viewModel.bookListing(it.id)
+            }
+        }
+
+        // Кнопка «В корзину»
+
+        btnAddToCart.setOnClickListener {
+            showToast("Добавлено в корзину")
+            btnAddToCart.text = "В корзине"
+            // TODO: CartManager.add(listing)
+        }
+    }
+
+    // Отзывы (заглушка — замените своим адаптером)
+    private fun setupReviews() {
+        rvReviews.layoutManager = LinearLayoutManager(this)
+        // TODO: подключить ReviewsAdapter и загрузить отзывы через ViewModel
+        // rvReviews.adapter = ReviewsAdapter(reviewsList)
+    }
+
+    // Вспомогательный метод для Toast
+    private fun showToast(message: String) {
+        Toast.makeText(this, message, Toast.LENGTH_SHORT).show()
+    }
+}
+
+
+================================================
+FILE: app/src/main/java/com/example/kabachok/Listing.kt
+================================================
+package com.example.kabachok
+
+data class Listing(
+    val id: Int = 4,
+    val kabachok: String = "text-kabachok",
+    val price: Double = 249.99,
+    val imageUrl: String = "https://i.pinimg.com/originals/68/28/af/6828afaf84a0959744e068c0f7f379ad.jpg?nii=t",
+    val sellerName: String = "fyweqoufwih",
+    val sellerRating: Int = 111,
+    val quantity: Int = 12312,
+    val description: String = "hfbwudiffqwefwgwrfe",
+    val sellerPhone: String = "342934827592034",
+    val category: String = "fbjwebfwshiufwe",
+    val location: String = "wgweffhwusihe",
+    // отзывы
+    // профиль (позже)
+)
+
+
+================================================
+FILE: app/src/main/java/com/example/kabachok/ListingsAdapter.kt
+================================================
+package com.example.kabachok
+
+import android.view.LayoutInflater
+import android.view.View
+import android.view.ViewGroup
+import android.widget.ImageView
+import android.widget.TextView
+import androidx.recyclerview.widget.RecyclerView
+import com.bumptech.glide.Glide
+
+class ListingsAdapter(private val listings: List<Listing>,
+                      private val onItemClick: (Listing) -> Unit) :
+    RecyclerView.Adapter<ListingsAdapter.ViewHolder>() {
+
+    class ViewHolder(itemView: View) : RecyclerView.ViewHolder(itemView) {
+        val title: TextView = itemView.findViewById(R.id.tvListingTitle)
+        val price: TextView = itemView.findViewById(R.id.tvListingPrice)
+
+        val category: TextView = itemView.findViewById(R.id.tvListingCategory)
+
+        val Location: TextView = itemView.findViewById(R.id.tvListingLocation)
+
+        val SellerName: TextView = itemView.findViewById(R.id.tvSellerName)
+
+        val rating: TextView = itemView.findViewById(R.id.tvSellerRating)
+        val image: ImageView = itemView.findViewById(R.id.ivListingImage)
+    }
+
+    // Создание внешнего вида одной карточки
+    override fun onCreateViewHolder(parent: ViewGroup, viewType: Int): ViewHolder {
+        val view = LayoutInflater.from(parent.context)
+            .inflate(R.layout.item_listing, parent, false)
+        return ViewHolder(view)
+    }
+
+    // Заполненние конкретной карточки данными из объявления
+    override fun onBindViewHolder(holder: ViewHolder, position: Int) {
+        val listing = listings[position]
+        holder.title.text = listing.kabachok
+        holder.price.text = "₽${listing.price}"
+        holder.rating.text = "⭐ ${listing.sellerRating}"
+        holder.category.text = "${listing.category}"
+        holder.Location.text = "${listing.location}"
+        holder.SellerName.text = "${listing.sellerName}"
+
+
+        Glide.with(holder.itemView.context)
+            .load(listing.imageUrl)
+            .placeholder(R.drawable.ic_placeholder)
+            .into(holder.image)
+
+        // ← вот это добавляем
+        holder.itemView.setOnClickListener {
+            onItemClick(listing)
+        }
+    }
+
+    // Сколько всего объявлений списке
+    override fun getItemCount() = listings.size
+}
+
+
+================================================
+FILE: app/src/main/java/com/example/kabachok/ListingsViewModel.kt
+================================================
+package com.example.kabachok
+
+import androidx.lifecycle.LiveData
+import androidx.lifecycle.MutableLiveData
+import androidx.lifecycle.ViewModel
+import androidx.lifecycle.viewModelScope
+import kotlinx.coroutines.delay
+import kotlinx.coroutines.launch
+
+class ListingsViewModel : ViewModel() {
+
+    private val _listings = MutableLiveData<List<Listing>>()
+    val listings: LiveData<List<Listing>> = _listings
+
+    private val _isLoading = MutableLiveData<Boolean>()
+    val isLoading: LiveData<Boolean> = _isLoading
+
+    private val _error = MutableLiveData<String?>()
+    val error: LiveData<String?> = _error
+
+    fun loadListings() {
+        _isLoading.value = true
+        _error.value = null
+
+        viewModelScope.launch {
+            try {
+                // Имитация задержки сети (опционально)
+                delay(1000)
+
+                // Заглушка: возвращаем фиктивный список объявлений
+                val mockListings = getMockListings()
+                _listings.value = mockListings
+            } catch (e: Exception) {
+                _error.value = e.message ?: "Ошибка загрузки"
+            } finally {
+                _isLoading.value = false
+            }
+        }
+    }
+
+    // Функция, возвращающая тестовые данные
+    private fun getMockListings(): List<Listing> {
+        return listOf(
+            Listing(
+                id = 1,
+                kabachok = "Кабачок 'Золотистый'",
+                price = 199.99,
+                imageUrl = "https://i.pinimg.com/originals/68/28/af/6828afaf84a0959744e068c0f7f379ad.jpg?nii=t",
+                sellerName = "Овощевод Иван",
+                sellerRating = 5,
+                quantity = 10,
+                description = "Сочный, спелый кабачок, выращен в экологически чистом районе."
+            ),
+            Listing(
+                id = 2,
+                kabachok = "Кабачок 'Цукини'",
+                price = 249.99,
+                imageUrl = "https://i.pinimg.com/originals/68/28/af/6828afaf84a0959744e068c0f7f379ad.jpg?nii=t",
+                sellerName = "Фермер Петр",
+                sellerRating = 4,
+                quantity = 5,
+                description = "Нежные цукини, идеально подходят для салатов и запекания."
+            ),
+            Listing(
+                id = 3,
+                kabachok = "Кабачок 'Грибовский'",
+                price = 179.50,
+                imageUrl = "https://i.pinimg.com/originals/68/28/af/6828afaf84a0959744e068c0f7f379ad.jpg?nii=t",
+                sellerName = "ЛПХ 'Урожай'",
+                sellerRating = 5,
+                quantity = 20,
+                description = "Классический сорт, отлично хранится и подходит для консервации."
+            )
+        )
+    }
+}
+
+
+================================================
+FILE: app/src/main/java/com/example/kabachok/MainActivity.kt
+================================================
+package com.example.kabachok
+
+import androidx.appcompat.app.AppCompatActivity
+import android.os.Bundle
+import android.widget.ProgressBar
+import android.widget.TextView
+import androidx.lifecycle.ViewModelProvider
+import androidx.recyclerview.widget.LinearLayoutManager
+import androidx.recyclerview.widget.RecyclerView
+import android.view.View
+import android.content.Intent
+
+class MainActivity : AppCompatActivity() {
+
+    private lateinit var viewModel: ListingsViewModel
+    private lateinit var adapter: ListingsAdapter
+    private lateinit var rvListings: RecyclerView
+    private lateinit var progressBar: ProgressBar
+    private lateinit var tvError: TextView
+
+    override fun onCreate(savedInstanceState: Bundle?) {
+        super.onCreate(savedInstanceState)
+        setContentView(R.layout.activity_main)
+
+        rvListings = findViewById(R.id.rvListings)
+        progressBar = findViewById(R.id.progressBar)
+        tvError = findViewById(R.id.tvError)
+
+        rvListings.layoutManager = LinearLayoutManager(this)
+
+        viewModel = ViewModelProvider(this)[ListingsViewModel::class.java]
+
+        // подписка на данные
+        // Когда список объявлений загрузится, создается адаптер и подключается к RecyclerView
+        viewModel.listings.observe(this) { listings ->
+            listings?.let {
+                adapter = ListingsAdapter(it) { listing ->
+                    // Этот код срабатывает при тапе на карточку
+                    val intent = Intent(this, DetailActivity::class.java).apply {
+                        putExtra("LISTING_ID", listing.id)
+                        putExtra("LISTING_TITLE", listing.kabachok)
+                        putExtra("LISTING_PRICE", listing.price)
+                        putExtra("LISTING_RATING", listing.sellerRating)
+                        putExtra("LISTING_IMAGE", listing.imageUrl)
+                        putExtra("LISTING_DESC", listing.description)
+                    }
+                    startActivity(intent)
+                }
+                rvListings.adapter = adapter
+            }
+        }
+
+        // показывает или прячет ProgressBar
+        viewModel.isLoading.observe(this) { isLoading ->
+            progressBar.visibility = if (isLoading) View.VISIBLE else View.GONE
+        }
+
+        // показывает текст ошибки
+        viewModel.error.observe(this) { errorMsg ->
+            if (!errorMsg.isNullOrEmpty()) {
+                tvError.text = errorMsg
+                tvError.visibility = View.VISIBLE
+            } else {
+                tvError.visibility = View.GONE
+            }
+        }
+
+        // запускается загрузка обновлений
+        viewModel.loadListings()
+
+//        val chips = listOf(
+//            findViewById<TextView>(R.id.chipAll),
+//            findViewById<TextView>(R.id.chipZucchini),
+//            findViewById<TextView>(R.id.chipTomato),
+//            findViewById<TextView>(R.id.chipGreens)
+//        )
+//
+//        chips.forEach { chip ->
+//            chip.setOnClickListener {
+//                // Сбросить стиль всех чипов
+//                chips.forEach { c ->
+//                    c.setBackgroundColor(getColor(android.R.color.white))
+//                    c.setTextColor(getColor(R.color.green_dark))
+//                }
+//                // Выделить нажатый
+//                chip.setBackgroundColor(getColor(R.color.green_dark))
+//                chip.setTextColor(getColor(R.color.green_pale))
+//            }
+//        }
+    }
+}
+
+
+================================================
+FILE: app/src/main/java/com/example/kabachok/RetrofitInstance.kt
+================================================
+package com.example.kabachok
+
+import retrofit2.Retrofit
+import retrofit2.converter.gson.GsonConverterFactory
+
+object RetrofitInstance {
+    private const val BASE_URL = "https://your-backend.com/api/"
+
+    private val retrofit = Retrofit.Builder()
+        .baseUrl(BASE_URL)
+        .addConverterFactory(GsonConverterFactory.create())
+        .build()
+
+    val api: ApiService = retrofit.create(ApiService::class.java)}
+
+
+================================================
+FILE: app/src/main/java/com/example/kabachok/ui/theme/Color.kt
+================================================
+package com.example.kabachok.ui.theme
+
+import androidx.compose.ui.graphics.Color
+
+val Purple80 = Color(0xFFD0BCFF)
+val PurpleGrey80 = Color(0xFFCCC2DC)
+val Pink80 = Color(0xFFEFB8C8)
+
+val Purple40 = Color(0xFF6650a4)
+val PurpleGrey40 = Color(0xFF625b71)
+val Pink40 = Color(0xFF7D5260)
+
+
+================================================
+FILE: app/src/main/java/com/example/kabachok/ui/theme/Theme.kt
+================================================
+package com.example.kabachok.ui.theme
+
+import android.app.Activity
+import android.os.Build
+import androidx.compose.foundation.isSystemInDarkTheme
+import androidx.compose.material3.MaterialTheme
+import androidx.compose.material3.darkColorScheme
+import androidx.compose.material3.dynamicDarkColorScheme
+import androidx.compose.material3.dynamicLightColorScheme
+import androidx.compose.material3.lightColorScheme
+import androidx.compose.runtime.Composable
+import androidx.compose.ui.platform.LocalContext
+
+private val DarkColorScheme = darkColorScheme(
+    primary = Purple80,
+    secondary = PurpleGrey80,
+    tertiary = Pink80
+)
+
+private val LightColorScheme = lightColorScheme(
+    primary = Purple40,
+    secondary = PurpleGrey40,
+    tertiary = Pink40
+
+    /* Other default colors to override
+    background = Color(0xFFFFFBFE),
+    surface = Color(0xFFFFFBFE),
+    onPrimary = Color.White,
+    onSecondary = Color.White,
+    onTertiary = Color.White,
+    onBackground = Color(0xFF1C1B1F),
+    onSurface = Color(0xFF1C1B1F),
+    */
+)
+
+@Composable
+fun KabachokTheme(
+    darkTheme: Boolean = isSystemInDarkTheme(),
+    // Dynamic color is available on Android 12+
+    dynamicColor: Boolean = true,
+    content: @Composable () -> Unit
+) {
+    val colorScheme = when {
+        dynamicColor && Build.VERSION.SDK_INT >= Build.VERSION_CODES.S -> {
+            val context = LocalContext.current
+            if (darkTheme) dynamicDarkColorScheme(context) else dynamicLightColorScheme(context)
+        }
+
+        darkTheme -> DarkColorScheme
+        else -> LightColorScheme
+    }
+
+    MaterialTheme(
+        colorScheme = colorScheme,
+        typography = Typography,
+        content = content
+    )
+}
+
+
+================================================
+FILE: app/src/main/java/com/example/kabachok/ui/theme/Type.kt
+================================================
+package com.example.kabachok.ui.theme
+
+import androidx.compose.material3.Typography
+import androidx.compose.ui.text.TextStyle
+import androidx.compose.ui.text.font.FontFamily
+import androidx.compose.ui.text.font.FontWeight
+import androidx.compose.ui.unit.sp
+
+// Set of Material typography styles to start with
+val Typography = Typography(
+    bodyLarge = TextStyle(
+        fontFamily = FontFamily.Default,
+        fontWeight = FontWeight.Normal,
+        fontSize = 16.sp,
+        lineHeight = 24.sp,
+        letterSpacing = 0.5.sp
+    )
+    /* Other default text styles to override
+    titleLarge = TextStyle(
+        fontFamily = FontFamily.Default,
+        fontWeight = FontWeight.Normal,
+        fontSize = 22.sp,
+        lineHeight = 28.sp,
+        letterSpacing = 0.sp
+    ),
+    labelSmall = TextStyle(
+        fontFamily = FontFamily.Default,
+        fontWeight = FontWeight.Medium,
+        fontSize = 11.sp,
+        lineHeight = 16.sp,
+        letterSpacing = 0.5.sp
+    )
+    */
+)
+
+
+================================================
+FILE: app/src/main/res/drawable/ic_launcher_background.xml
+================================================
+<?xml version="1.0" encoding="utf-8"?>
+<vector xmlns:android="http://schemas.android.com/apk/res/android"
+    android:width="108dp"
+    android:height="108dp"
+    android:viewportWidth="108"
+    android:viewportHeight="108">
+    <path
+        android:fillColor="#3DDC84"
+        android:pathData="M0,0h108v108h-108z" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M9,0L9,108"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M19,0L19,108"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M29,0L29,108"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M39,0L39,108"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M49,0L49,108"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M59,0L59,108"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M69,0L69,108"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M79,0L79,108"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M89,0L89,108"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M99,0L99,108"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M0,9L108,9"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M0,19L108,19"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M0,29L108,29"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M0,39L108,39"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M0,49L108,49"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M0,59L108,59"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M0,69L108,69"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M0,79L108,79"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M0,89L108,89"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M0,99L108,99"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M19,29L89,29"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M19,39L89,39"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M19,49L89,49"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M19,59L89,59"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M19,69L89,69"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M19,79L89,79"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M29,19L29,89"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M39,19L39,89"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M49,19L49,89"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M59,19L59,89"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M69,19L69,89"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+    <path
+        android:fillColor="#00000000"
+        android:pathData="M79,19L79,89"
+        android:strokeWidth="0.8"
+        android:strokeColor="#33FFFFFF" />
+</vector>
+
+
+
+================================================
+FILE: app/src/main/res/drawable/ic_launcher_foreground.xml
+================================================
+<vector xmlns:android="http://schemas.android.com/apk/res/android"
+    xmlns:aapt="http://schemas.android.com/aapt"
+    android:width="108dp"
+    android:height="108dp"
+    android:viewportWidth="108"
+    android:viewportHeight="108">
+    <path android:pathData="M31,63.928c0,0 6.4,-11 12.1,-13.1c7.2,-2.6 26,-1.4 26,-1.4l38.1,38.1L107,108.928l-32,-1L31,63.928z">
+        <aapt:attr name="android:fillColor">
+            <gradient
+                android:endX="85.84757"
+                android:endY="92.4963"
+                android:startX="42.9492"
+                android:startY="49.59793"
+                android:type="linear">
+                <item
+                    android:color="#44000000"
+                    android:offset="0.0" />
+                <item
+                    android:color="#00000000"
+                    android:offset="1.0" />
+            </gradient>
+        </aapt:attr>
+    </path>
+    <path
+        android:fillColor="#FFFFFF"
+        android:fillType="nonZero"
+        android:pathData="M65.3,45.828l3.8,-6.6c0.2,-0.4 0.1,-0.9 -0.3,-1.1c-0.4,-0.2 -0.9,-0.1 -1.1,0.3l-3.9,6.7c-6.3,-2.8 -13.4,-2.8 -19.7,0l-3.9,-6.7c-0.2,-0.4 -0.7,-0.5 -1.1,-0.3C38.8,38.328 38.7,38.828 38.9,39.228l3.8,6.6C36.2,49.428 31.7,56.028 31,63.928h46C76.3,56.028 71.8,49.428 65.3,45.828zM43.4,57.328c-0.8,0 -1.5,-0.5 -1.8,-1.2c-0.3,-0.7 -0.1,-1.5 0.4,-2.1c0.5,-0.5 1.4,-0.7 2.1,-0.4c0.7,0.3 1.2,1 1.2,1.8C45.3,56.528 44.5,57.328 43.4,57.328L43.4,57.328zM64.6,57.328c-0.8,0 -1.5,-0.5 -1.8,-1.2s-0.1,-1.5 0.4,-2.1c0.5,-0.5 1.4,-0.7 2.1,-0.4c0.7,0.3 1.2,1 1.2,1.8C66.5,56.528 65.6,57.328 64.6,57.328L64.6,57.328z"
+        android:strokeWidth="1"
+        android:strokeColor="#00000000" />
+</vector>
+
+
+================================================
+FILE: app/src/main/res/drawable/ic_placeholder.xml
+================================================
+<?xml version="1.0" encoding="utf-8"?>
+<vector xmlns:android="http://schemas.android.com/apk/res/android"
+    android:width="80dp"
+    android:height="80dp"
+    android:viewportWidth="24"
+    android:viewportHeight="24">
+    <path
+        android:fillColor="#CCCCCC"
+        android:pathData="M21,19V5c0,-1.1 -0.9,-2 -2,-2H5c-1.1,0 -2,0.9 -2,2v14c0,1.1 0.9,2 2,2h14c1.1,0 2,-0.9 2,-2zM8.5,13.5l2.5,3.01L14.5,12l4.5,6H5l3.5,-4.5z"/>
+</vector>
+
+
+================================================
+FILE: app/src/main/res/layout/activity_detail.xml
+================================================
+<?xml version="1.0" encoding="utf-8"?>
+<LinearLayout
+    xmlns:android="http://schemas.android.com/apk/res/android"
+    xmlns:app="http://schemas.android.com/apk/res-auto"
+    android:layout_width="match_parent"
+    android:layout_height="match_parent"
+    android:orientation="vertical"
+    android:background="#E8F5E9">
+
+    <!-- ═══════════════════════════════════════
+         ТОП-БАР: иконки слева | заголовок | иконки справа
+         ═══════════════════════════════════════ -->
+    <LinearLayout
+        android:layout_width="match_parent"
+        android:layout_height="56dp"
+        android:orientation="horizontal"
+        android:background="#2E7D32"
+        android:gravity="center_vertical"
+        android:paddingStart="8dp"
+        android:paddingEnd="8dp">
+
+        <!-- Левые иконки -->
+        <ImageButton
+            android:id="@+id/ibNavHome"
+            android:layout_width="40dp"
+            android:layout_height="40dp"
+            android:src="@android:drawable/ic_menu_compass"
+            android:tint="#A5D6A7"
+            android:background="?attr/selectableItemBackgroundBorderless"
+            android:contentDescription="Главная"
+            android:padding="6dp"/>
+
+        <ImageButton
+            android:id="@+id/ibNavList"
+            android:layout_width="40dp"
+            android:layout_height="40dp"
+            android:src="@android:drawable/ic_menu_agenda"
+            android:tint="#A5D6A7"
+            android:background="?attr/selectableItemBackgroundBorderless"
+            android:contentDescription="Мои объявления"
+            android:padding="6dp"/>
+
+        <ImageButton
+            android:id="@+id/ibNavChart"
+            android:layout_width="40dp"
+            android:layout_height="40dp"
+            android:src="@android:drawable/stat_notify_sync"
+            android:tint="#A5D6A7"
+            android:background="?attr/selectableItemBackgroundBorderless"
+            android:contentDescription="Биржа"
+            android:padding="6dp"/>
+
+        <!-- Заголовок по центру -->
+        <TextView
+            android:layout_width="0dp"
+            android:layout_height="wrap_content"
+            android:layout_weight="1"
+            android:text="Объявление"
+            android:textColor="#FFFFFF"
+            android:textSize="17sp"
+            android:textStyle="bold"
+            android:gravity="center"
+            android:fontFamily="sans-serif-medium"/>
+
+        <!-- Правые иконки -->
+        <ImageButton
+            android:id="@+id/ibNavBell"
+            android:layout_width="40dp"
+            android:layout_height="40dp"
+            android:src="@android:drawable/stat_notify_more"
+            android:tint="#A5D6A7"
+            android:background="?attr/selectableItemBackgroundBorderless"
+            android:contentDescription="Уведомления"
+            android:padding="6dp"/>
+
+        <ImageButton
+            android:id="@+id/ibNavSearch"
+            android:layout_width="40dp"
+            android:layout_height="40dp"
+            android:src="@android:drawable/ic_menu_search"
+            android:tint="#A5D6A7"
+            android:background="?attr/selectableItemBackgroundBorderless"
+            android:contentDescription="Поиск"
+            android:padding="6dp"/>
+
+    </LinearLayout>
+
+    <!-- ═══════════════════════════════════════
+         ПРОКРУЧИВАЕМОЕ СОДЕРЖИМОЕ
+         ═══════════════════════════════════════ -->
+    <ScrollView
+        android:layout_width="match_parent"
+        android:layout_height="0dp"
+        android:layout_weight="1"
+        android:fillViewport="true">
+
+        <LinearLayout
+            android:layout_width="match_parent"
+            android:layout_height="wrap_content"
+            android:orientation="vertical">
+
+            <!-- НАЗВАНИЕ объявления -->
+            <TextView
+                android:id="@+id/tvListingName"
+                android:layout_width="match_parent"
+                android:layout_height="wrap_content"
+                android:background="#FFFFFF"
+                android:text="Name"
+                android:textSize="18sp"
+                android:textStyle="bold"
+                android:textColor="#1B5E20"
+                android:padding="12dp"
+                android:layout_marginTop="2dp"
+                android:layout_marginBottom="2dp"/>
+
+            <!-- БЛОК: [стрип фото] + [главное фото] + [кнопки] -->
+            <LinearLayout
+                android:layout_width="match_parent"
+                android:layout_height="wrap_content"
+                android:orientation="horizontal"
+                android:background="#FFFFFF"
+                android:padding="8dp"
+                android:layout_marginBottom="4dp">
+
+                <!-- Вертикальный стрип миниатюр -->
+                <LinearLayout
+                    android:id="@+id/llPhotoStrip"
+                    android:layout_width="52dp"
+                    android:layout_height="match_parent"
+                    android:orientation="vertical"
+                    android:gravity="top">
+
+                    <ImageView
+                        android:id="@+id/ivThumb1"
+                        android:layout_width="48dp"
+                        android:layout_height="48dp"
+                        android:layout_marginBottom="5dp"
+                        android:background="#C8E6C9"
+                        android:scaleType="centerCrop"
+                        android:clickable="true"
+                        android:focusable="true"
+                        android:contentDescription="Фото 1"/>
+
+                    <ImageView
+                        android:id="@+id/ivThumb2"
+                        android:layout_width="48dp"
+                        android:layout_height="48dp"
+                        android:layout_marginBottom="5dp"
+                        android:background="#C8E6C9"
+                        android:scaleType="centerCrop"
+                        android:clickable="true"
+                        android:focusable="true"
+                        android:contentDescription="Фото 2"/>
+
+                    <ImageView
+                        android:id="@+id/ivThumb3"
+                        android:layout_width="48dp"
+                        android:layout_height="48dp"
+                        android:background="#C8E6C9"
+                        android:scaleType="centerCrop"
+                        android:clickable="true"
+                        android:focusable="true"
+                        android:contentDescription="Фото 3"/>
+
+                </LinearLayout>
+
+                <!-- Главное (большое) фото -->
+                <ImageView
+                    android:id="@+id/ivMainPhoto"
+                    android:layout_width="0dp"
+                    android:layout_height="170dp"
+                    android:layout_weight="1"
+                    android:layout_marginStart="6dp"
+                    android:background="#C8E6C9"
+                    android:scaleType="centerCrop"
+                    android:clickable="true"
+                    android:focusable="true"
+                    android:contentDescription="Главное фото товара"/>
+
+                <!-- Колонка кнопок справа -->
+                <LinearLayout
+                    android:layout_width="112dp"
+                    android:layout_height="wrap_content"
+                    android:orientation="vertical"
+                    android:layout_marginStart="8dp">
+
+                    <!-- О продавце и товаре -->
+                    <com.google.android.material.button.MaterialButton
+                        android:id="@+id/btnAboutSeller"
+                        android:layout_width="match_parent"
+                        android:layout_height="wrap_content"
+                        android:layout_marginBottom="6dp"
+                        android:text="О продавце\nи товаре"
+                        android:textSize="11sp"
+                        android:textColor="#1B5E20"
+                        android:backgroundTint="#E8F5E9"
+                        app:strokeColor="#81C784"
+                        app:strokeWidth="1dp"
+                        app:cornerRadius="8dp"
+                        android:paddingTop="8dp"
+                        android:paddingBottom="8dp"/>
+
+                    <!-- Связаться с продавцом -->
+                    <com.google.android.material.button.MaterialButton
+                        android:id="@+id/btnContactSeller"
+                        android:layout_width="match_parent"
+                        android:layout_height="wrap_content"
+                        android:layout_marginBottom="6dp"
+                        android:text="Связаться\nс продавцом"
+                        android:textSize="11sp"
+                        android:textColor="#E65100"
+                        android:backgroundTint="#FFF3E0"
+                        app:strokeColor="#FFB74D"
+                        app:strokeWidth="1dp"
+                        app:cornerRadius="8dp"
+                        android:paddingTop="8dp"
+                        android:paddingBottom="8dp"/>
+
+                    <!-- Купить сейчас -->
+                    <com.google.android.material.button.MaterialButton
+                        android:id="@+id/btnBuyNow"
+                        android:layout_width="match_parent"
+                        android:layout_height="wrap_content"
+                        android:layout_marginBottom="6dp"
+                        android:text="Купить"
+                        android:textSize="12sp"
+                        android:textColor="#FFFFFF"
+                        android:backgroundTint="#2E7D32"
+                        app:cornerRadius="8dp"
+                        android:paddingTop="10dp"
+                        android:paddingBottom="10dp"/>
+
+                    <!-- В корзину -->
+                    <com.google.android.material.button.MaterialButton
+                        android:id="@+id/btnAddToCart"
+                        style="@style/Widget.MaterialComponents.Button.OutlinedButton"
+                        android:layout_width="match_parent"
+                        android:layout_height="wrap_content"
+                        android:text="В корзину"
+                        android:textSize="11sp"
+                        android:textColor="#2E7D32"
+                        app:strokeColor="#2E7D32"
+                        app:strokeWidth="1.5dp"
+                        app:cornerRadius="8dp"
+                        android:paddingTop="8dp"
+                        android:paddingBottom="8dp"/>
+
+                </LinearLayout>
+
+            </LinearLayout>
+
+            <!-- ОПИСАНИЕ -->
+            <LinearLayout
+                android:layout_width="match_parent"
+                android:layout_height="wrap_content"
+                android:orientation="vertical"
+                android:background="#FFFFFF"
+                android:padding="12dp"
+                android:layout_marginBottom="4dp">
+
+                <TextView
+                    android:layout_width="wrap_content"
+                    android:layout_height="wrap_content"
+                    android:text="Описание"
+                    android:textSize="13sp"
+                    android:textColor="#558B2F"
+                    android:textAllCaps="true"
+                    android:letterSpacing="0.08"
+                    android:layout_marginBottom="6dp"/>
+
+                <TextView
+                    android:id="@+id/tvDescription"
+                    android:layout_width="match_parent"
+                    android:layout_height="wrap_content"
+                    android:text="Description"
+                    android:textSize="14sp"
+                    android:textColor="#333333"
+                    android:lineSpacingMultiplier="1.5"
+                    android:minHeight="80dp"/>
+
+            </LinearLayout>
+
+            <!-- ОТЗЫВЫ: заголовок -->
+            <TextView
+                android:layout_width="match_parent"
+                android:layout_height="wrap_content"
+                android:background="#FFFFFF"
+                android:text="ОТЗЫВЫ"
+                android:textSize="16sp"
+                android:textStyle="bold"
+                android:textColor="#1B5E20"
+                android:gravity="center"
+                android:padding="14dp"
+                android:layout_marginBottom="1dp"/>
+
+            <!-- ОТЗЫВЫ: список -->
+            <androidx.recyclerview.widget.RecyclerView
+                android:id="@+id/rvReviews"
+                android:layout_width="match_parent"
+                android:layout_height="wrap_content"
+                android:background="#FFFFFF"
+                android:nestedScrollingEnabled="false"
+                android:clipToPadding="false"
+                android:paddingBottom="16dp"/>
+
+        </LinearLayout>
+    </ScrollView>
+
+</LinearLayout>
+
+
+================================================
+FILE: app/src/main/res/layout/activity_main.xml
+================================================
+<?xml version="1.0" encoding="utf-8"?>
+<LinearLayout
+    xmlns:android="http://schemas.android.com/apk/res/android"
+    android:layout_width="match_parent"
+    android:layout_height="match_parent"
+    android:orientation="vertical"
+    android:background="#E8F5E9">
+
+    <!-- ═══════════════════════════════════════
+         ШАПКА: заголовок + иконки
+         ═══════════════════════════════════════ -->
+    <LinearLayout
+        android:layout_width="match_parent"
+        android:layout_height="wrap_content"
+        android:background="@color/green_dark"
+        android:orientation="vertical"
+        android:padding="12dp">
+
+        <!-- Заголовок + иконки -->
+        <LinearLayout
+            android:layout_width="match_parent"
+            android:layout_height="wrap_content"
+            android:gravity="center_vertical"
+            android:orientation="horizontal"
+            android:paddingBottom="10dp">
+
+            <TextView
+                android:layout_width="0dp"
+                android:layout_height="wrap_content"
+                android:layout_weight="1"
+                android:text="🥒 Кабачковая доска"
+                android:textColor="@color/green_pale"
+                android:textSize="17sp"
+                android:textStyle="bold"/>
+
+            <!-- Уведомления -->
+            <TextView
+                android:id="@+id/tvBell"
+                android:layout_width="40dp"
+                android:layout_height="40dp"
+                android:text="🔔"
+                android:textSize="20sp"
+                android:gravity="center"
+                android:clickable="true"
+                android:focusable="true"
+                android:background="?attr/selectableItemBackgroundBorderless"
+                android:contentDescription="Уведомления"/>
+
+            <!-- Профиль -->
+            <TextView
+                android:id="@+id/tvProfile"
+                android:layout_width="40dp"
+                android:layout_height="40dp"
+                android:text="👤"
+                android:textSize="20sp"
+                android:gravity="center"
+                android:clickable="true"
+                android:focusable="true"
+                android:background="?attr/selectableItemBackgroundBorderless"
+                android:contentDescription="Профиль"/>
+        </LinearLayout>
+
+        <!-- Строка поиска (настоящий EditText) -->
+        <LinearLayout
+            android:layout_width="match_parent"
+            android:layout_height="44dp"
+            android:background="#FFFFFF"
+            android:gravity="center_vertical"
+            android:orientation="horizontal"
+            android:paddingStart="12dp"
+            android:paddingEnd="8dp">
+
+            <TextView
+                android:layout_width="wrap_content"
+                android:layout_height="wrap_content"
+                android:text="🔍"
+                android:textSize="16sp"
+                android:paddingEnd="8dp"/>
+
+            <EditText
+                android:id="@+id/etSearch"
+                android:layout_width="0dp"
+                android:layout_height="match_parent"
+                android:layout_weight="1"
+                android:hint="Кабачки, огурцы, помидоры..."
+                android:textColorHint="@color/text_hint"
+                android:textSize="14sp"
+                android:textColor="#1B5E20"
+                android:background="@android:color/transparent"
+                android:imeOptions="actionSearch"
+                android:inputType="text"
+                android:maxLines="1"
+                android:singleLine="true"/>
+
+            <!-- Кнопка очистки поиска -->
+            <TextView
+                android:id="@+id/tvClearSearch"
+                android:layout_width="40dp"
+                android:layout_height="40dp"
+                android:text="✕"
+                android:textSize="16sp"
+                android:textColor="#757575"
+                android:gravity="center"
+                android:visibility="gone"
+                android:clickable="true"
+                android:focusable="true"
+                android:background="?attr/selectableItemBackgroundBorderless"/>
+        </LinearLayout>
+    </LinearLayout>
+
+    <!-- ═══════════════════════════════════════
+         КАТЕГОРИИ-ЧИПСЫ
+         ═══════════════════════════════════════ -->
+    <HorizontalScrollView
+        android:layout_width="match_parent"
+        android:layout_height="wrap_content"
+        android:background="@color/green_light"
+        android:scrollbars="none">
+
+        <LinearLayout
+            android:id="@+id/llCategories"
+            android:layout_width="wrap_content"
+            android:layout_height="wrap_content"
+            android:orientation="horizontal"
+            android:padding="8dp"
+            android:gravity="center_vertical">
+
+<!--            <TextView android:id="@+id/chipAll"-->
+<!--                style="@style/ChipStyle"-->
+<!--                android:text="Все"-->
+<!--                android:background="@color/green_dark"-->
+<!--                android:textColor="@color/green_pale"-->
+<!--                android:layout_marginEnd="6dp"/>-->
+
+<!--            <TextView android:id="@+id/chipZucchini"-->
+<!--                style="@style/ChipStyle"-->
+<!--                android:text="🥒 Кабачки"-->
+<!--                android:layout_marginEnd="6dp"/>-->
+
+<!--            <TextView android:id="@+id/chipTomato"-->
+<!--                style="@style/ChipStyle"-->
+<!--                android:text="🍅 Томаты"-->
+<!--                android:layout_marginEnd="6dp"/>-->
+
+<!--            <TextView android:id="@+id/chipCucumber"-->
+<!--                style="@style/ChipStyle"-->
+<!--                android:text="🥗 Огурцы"-->
+<!--                android:layout_marginEnd="6dp"/>-->
+
+<!--            <TextView android:id="@+id/chipGreens"-->
+<!--                style="@style/ChipStyle"-->
+<!--                android:text="🌿 Зелень"-->
+<!--                android:layout_marginEnd="6dp"/>-->
+
+<!--            <TextView android:id="@+id/chipFruits"-->
+<!--                style="@style/ChipStyle"-->
+<!--                android:text="🍎 Фрукты"-->
+<!--                android:layout_marginEnd="6dp"/>-->
+
+<!--            <TextView android:id="@+id/chipOther"-->
+<!--                style="@style/ChipStyle"-->
+<!--                android:text="📦 Прочее"/>-->
+
+        </LinearLayout>
+    </HorizontalScrollView>
+
+    <!-- ═══════════════════════════════════════
+         СПИСОК ОБЪЯВЛЕНИЙ
+         ═══════════════════════════════════════ -->
+    <FrameLayout
+        android:layout_width="match_parent"
+        android:layout_height="0dp"
+        android:layout_weight="1">
+
+        <androidx.recyclerview.widget.RecyclerView
+            android:id="@+id/rvListings"
+            android:layout_width="match_parent"
+            android:layout_height="match_parent"
+            android:paddingTop="8dp"
+            android:clipToPadding="false"/>
+
+        <!-- Индикатор загрузки (по центру поверх списка) -->
+        <ProgressBar
+            android:id="@+id/progressBar"
+            android:layout_width="wrap_content"
+            android:layout_height="wrap_content"
+            android:layout_gravity="center"
+            android:visibility="gone"/>
+
+        <!-- Текст ошибки или «ничего не найдено» -->
+        <LinearLayout
+            android:id="@+id/llEmptyState"
+            android:layout_width="wrap_content"
+            android:layout_height="wrap_content"
+            android:layout_gravity="center"
+            android:orientation="vertical"
+            android:gravity="center"
+            android:visibility="gone">
+
+            <TextView
+                android:layout_width="wrap_content"
+                android:layout_height="wrap_content"
+                android:text="🥒"
+                android:textSize="48sp"
+                android:layout_marginBottom="8dp"/>
+
+            <TextView
+                android:id="@+id/tvError"
+                android:layout_width="wrap_content"
+                android:layout_height="wrap_content"
+                android:text="Объявлений не найдено"
+                android:textColor="#757575"
+                android:textSize="16sp"
+                android:gravity="center"/>
+        </LinearLayout>
+
+    </FrameLayout>
+
+    <!-- ═══════════════════════════════════════
+         НИЖНЯЯ НАВИГАЦИЯ
+         ═══════════════════════════════════════ -->
+    <LinearLayout
+        android:layout_width="match_parent"
+        android:layout_height="56dp"
+        android:background="@color/green_light"
+        android:gravity="center"
+        android:orientation="horizontal">
+
+        <LinearLayout
+            android:id="@+id/navHome"
+            android:layout_width="0dp"
+            android:layout_height="match_parent"
+            android:layout_weight="1"
+            android:gravity="center"
+            android:orientation="vertical"
+            android:clickable="true"
+            android:focusable="true"
+            android:background="?attr/selectableItemBackgroundBorderless">
+            <TextView android:layout_width="wrap_content" android:layout_height="wrap_content"
+                android:text="🏠" android:textSize="20sp"/>
+            <TextView android:layout_width="wrap_content" android:layout_height="wrap_content"
+                android:text="Главная" android:textSize="9sp" android:textColor="@color/green_dark"/>
+        </LinearLayout>
+
+        <LinearLayout
+            android:id="@+id/navExchange"
+            android:layout_width="0dp"
+            android:layout_height="match_parent"
+            android:layout_weight="1"
+            android:gravity="center"
+            android:orientation="vertical"
+            android:clickable="true"
+            android:focusable="true"
+            android:background="?attr/selectableItemBackgroundBorderless">
+            <TextView android:layout_width="wrap_content" android:layout_height="wrap_content"
+                android:text="📊" android:textSize="20sp"/>
+            <TextView android:layout_width="wrap_content" android:layout_height="wrap_content"
+                android:text="Биржа" android:textSize="9sp" android:textColor="@color/green_dark"/>
+        </LinearLayout>
+
+        <LinearLayout
+            android:id="@+id/navAdd"
+            android:layout_width="0dp"
+            android:layout_height="match_parent"
+            android:layout_weight="1"
+            android:gravity="center"
+            android:orientation="vertical"
+            android:clickable="true"
+            android:focusable="true"
+            android:background="?attr/selectableItemBackgroundBorderless">
+            <TextView android:layout_width="wrap_content" android:layout_height="wrap_content"
+                android:text="➕" android:textSize="22sp"/>
+            <TextView android:layout_width="wrap_content" android:layout_height="wrap_content"
+                android:text="Продать" android:textSize="9sp" android:textColor="@color/green_dark"/>
+        </LinearLayout>
+
+        <LinearLayout
+            android:id="@+id/navMessages"
+            android:layout_width="0dp"
+            android:layout_height="match_parent"
+            android:layout_weight="1"
+            android:gravity="center"
+            android:orientation="vertical"
+            android:clickable="true"
+            android:focusable="true"
+            android:background="?attr/selectableItemBackgroundBorderless">
+            <TextView android:layout_width="wrap_content" android:layout_height="wrap_content"
+                android:text="💬" android:textSize="20sp"/>
+            <TextView android:layout_width="wrap_content" android:layout_height="wrap_content"
+                android:text="Сообщения" android:textSize="9sp" android:textColor="@color/green_dark"/>
+        </LinearLayout>
+
+        <LinearLayout
+            android:id="@+id/navProfile"
+            android:layout_width="0dp"
+            android:layout_height="match_parent"
+            android:layout_weight="1"
+            android:gravity="center"
+            android:orientation="vertical"
+            android:clickable="true"
+            android:focusable="true"
+            android:background="?attr/selectableItemBackgroundBorderless">
+            <TextView android:layout_width="wrap_content" android:layout_height="wrap_content"
+                android:text="👤" android:textSize="20sp"/>
+            <TextView android:layout_width="wrap_content" android:layout_height="wrap_content"
+                android:text="Профиль" android:textSize="9sp" android:textColor="@color/green_dark"/>
+        </LinearLayout>
+
+    </LinearLayout>
+
+</LinearLayout>
+
+
+================================================
+FILE: app/src/main/res/layout/item_listing.xml
+================================================
+[Binary file]
+
+
+================================================
+FILE: app/src/main/res/mipmap-anydpi-v26/ic_launcher.xml
+================================================
+<?xml version="1.0" encoding="utf-8"?>
+<adaptive-icon xmlns:android="http://schemas.android.com/apk/res/android">
+    <background android:drawable="@drawable/ic_launcher_background" />
+    <foreground android:drawable="@drawable/ic_launcher_foreground" />
+    <monochrome android:drawable="@drawable/ic_launcher_foreground" />
+</adaptive-icon>
+
+
+================================================
+FILE: app/src/main/res/mipmap-anydpi-v26/ic_launcher_round.xml
+================================================
+<?xml version="1.0" encoding="utf-8"?>
+<adaptive-icon xmlns:android="http://schemas.android.com/apk/res/android">
+    <background android:drawable="@drawable/ic_launcher_background" />
+    <foreground android:drawable="@drawable/ic_launcher_foreground" />
+    <monochrome android:drawable="@drawable/ic_launcher_foreground" />
+</adaptive-icon>
+
+
+================================================
+FILE: app/src/main/res/mipmap-hdpi/ic_launcher.webp
+================================================
+[Binary file]
+
+
+================================================
+FILE: app/src/main/res/mipmap-hdpi/ic_launcher_round.webp
+================================================
+[Binary file]
+
+
+================================================
+FILE: app/src/main/res/mipmap-mdpi/ic_launcher.webp
+================================================
+[Binary file]
+
+
+================================================
+FILE: app/src/main/res/mipmap-mdpi/ic_launcher_round.webp
+================================================
+[Binary file]
+
+
+================================================
+FILE: app/src/main/res/mipmap-xhdpi/ic_launcher.webp
+================================================
+[Binary file]
+
+
+================================================
+FILE: app/src/main/res/mipmap-xhdpi/ic_launcher_round.webp
+================================================
+[Binary file]
+
+
+================================================
+FILE: app/src/main/res/mipmap-xxhdpi/ic_launcher.webp
+================================================
+[Binary file]
+
+
+================================================
+FILE: app/src/main/res/mipmap-xxhdpi/ic_launcher_round.webp
+================================================
+[Binary file]
+
+
+================================================
+FILE: app/src/main/res/mipmap-xxxhdpi/ic_launcher.webp
+================================================
+[Binary file]
+
+
+================================================
+FILE: app/src/main/res/mipmap-xxxhdpi/ic_launcher_round.webp
+================================================
+[Binary file]
+
+
+================================================
+FILE: app/src/main/res/values/colors.xml
+================================================
+<?xml version="1.0" encoding="utf-8"?>
+<resources>
+    <color name="green_dark">#3B6D11</color>
+    <color name="green_medium">#639922</color>
+    <color name="green_light">#EAF3DE</color>
+    <color name="green_pale">#C0DD97</color>
+    <color name="price_green">#3B6D11</color>
+    <color name="star_yellow">#EF9F27</color>
+    <color name="text_hint">#888780</color>
+</resources>
+
+
+================================================
+FILE: app/src/main/res/values/strings.xml
+================================================
+<resources>
+    <string name="app_name">Kabachok</string>
+</resources>
+
+
+================================================
+FILE: app/src/main/res/values/themes.xml
+================================================
+<?xml version="1.0" encoding="utf-8"?>
+<resources>
+
+    <style name="Theme.Kabachok" parent="Theme.MaterialComponents.DayNight.NoActionBar"/>
+</resources>
+
+
+================================================
+FILE: app/src/main/res/xml/backup_rules.xml
+================================================
+<?xml version="1.0" encoding="utf-8"?><!--
+   Sample backup rules file; uncomment and customize as necessary.
+   See https://developer.android.com/guide/topics/data/autobackup
+   for details.
+   Note: This file is ignored for devices older than API 31
+   See https://developer.android.com/about/versions/12/backup-restore
+-->
+<full-backup-content>
+    <!--
+   <include domain="sharedpref" path="."/>
+   <exclude domain="sharedpref" path="device.xml"/>
+-->
+</full-backup-content>
+
+
+================================================
+FILE: app/src/main/res/xml/data_extraction_rules.xml
+================================================
+<?xml version="1.0" encoding="utf-8"?><!--
+   Sample data extraction rules file; uncomment and customize as necessary.
+   See https://developer.android.com/about/versions/12/backup-restore#xml-changes
+   for details.
+-->
+<data-extraction-rules>
+    <cloud-backup>
+        <!-- TODO: Use <include> and <exclude> to control what is backed up.
+        <include .../>
+        <exclude .../>
+        -->
+    </cloud-backup>
+    <!--
+    <device-transfer>
+        <include .../>
+        <exclude .../>
+    </device-transfer>
+    -->
+</data-extraction-rules>
+
+
+================================================
+FILE: app/src/test/java/com/example/kabachok/ExampleUnitTest.kt
+================================================
+package com.example.kabachok
+
+import org.junit.Test
+
+import org.junit.Assert.*
+
+/**
+ * Example local unit test, which will execute on the development machine (host).
+ *
+ * See [testing documentation](http://d.android.com/tools/testing).
+ */
+class ExampleUnitTest {
+    @Test
+    fun addition_isCorrect() {
+        assertEquals(4, 2 + 2)
+    }
+}
+
+
+================================================
+FILE: gradle/gradle-daemon-jvm.properties
+================================================
+#This file is generated by updateDaemonJvm
+toolchainUrl.FREE_BSD.AARCH64=https\://api.foojay.io/disco/v3.0/ids/ec7520a1e057cd116f9544c42142a16b/redirect
+toolchainUrl.FREE_BSD.X86_64=https\://api.foojay.io/disco/v3.0/ids/4c4f879899012ff0a8b2e2117df03b0e/redirect
+toolchainUrl.LINUX.AARCH64=https\://api.foojay.io/disco/v3.0/ids/ec7520a1e057cd116f9544c42142a16b/redirect
+toolchainUrl.LINUX.X86_64=https\://api.foojay.io/disco/v3.0/ids/4c4f879899012ff0a8b2e2117df03b0e/redirect
+toolchainUrl.MAC_OS.AARCH64=https\://api.foojay.io/disco/v3.0/ids/73bcfb608d1fde9fb62e462f834a3299/redirect
+toolchainUrl.MAC_OS.X86_64=https\://api.foojay.io/disco/v3.0/ids/846ee0d876d26a26f37aa1ce8de73224/redirect
+toolchainUrl.UNIX.AARCH64=https\://api.foojay.io/disco/v3.0/ids/ec7520a1e057cd116f9544c42142a16b/redirect
+toolchainUrl.UNIX.X86_64=https\://api.foojay.io/disco/v3.0/ids/4c4f879899012ff0a8b2e2117df03b0e/redirect
+toolchainUrl.WINDOWS.AARCH64=https\://api.foojay.io/disco/v3.0/ids/9482ddec596298c84656d31d16652665/redirect
+toolchainUrl.WINDOWS.X86_64=https\://api.foojay.io/disco/v3.0/ids/39701d92e1756bb2f141eb67cd4c660e/redirect
+toolchainVersion=21
+
+
+
+================================================
+FILE: gradle/libs.versions.toml
+================================================
+[versions]
+agp = "9.2.1"
+coreKtx = "1.10.1"
+junit = "4.13.2"
+junitVersion = "1.1.5"
+espressoCore = "3.5.1"
+lifecycleRuntimeKtx = "2.6.1"
+activityCompose = "1.8.0"
+kotlin = "2.2.10"
+composeBom = "2026.02.01"
+appcompat = "1.7.1"
+material = "1.10.0"
+activityKtx = "1.13.0"
+constraintlayout = "2.1.4"
+
+[libraries]
+androidx-core-ktx = { group = "androidx.core", name = "core-ktx", version.ref = "coreKtx" }
+junit = { group = "junit", name = "junit", version.ref = "junit" }
+androidx-junit = { group = "androidx.test.ext", name = "junit", version.ref = "junitVersion" }
+androidx-espresso-core = { group = "androidx.test.espresso", name = "espresso-core", version.ref = "espressoCore" }
+androidx-lifecycle-runtime-ktx = { group = "androidx.lifecycle", name = "lifecycle-runtime-ktx", version.ref = "lifecycleRuntimeKtx" }
+androidx-activity-compose = { group = "androidx.activity", name = "activity-compose", version.ref = "activityCompose" }
+androidx-compose-bom = { group = "androidx.compose", name = "compose-bom", version.ref = "composeBom" }
+androidx-compose-ui = { group = "androidx.compose.ui", name = "ui" }
+androidx-compose-ui-graphics = { group = "androidx.compose.ui", name = "ui-graphics" }
+androidx-compose-ui-tooling = { group = "androidx.compose.ui", name = "ui-tooling" }
+androidx-compose-ui-tooling-preview = { group = "androidx.compose.ui", name = "ui-tooling-preview" }
+androidx-compose-ui-test-manifest = { group = "androidx.compose.ui", name = "ui-test-manifest" }
+androidx-compose-ui-test-junit4 = { group = "androidx.compose.ui", name = "ui-test-junit4" }
+androidx-compose-material3 = { group = "androidx.compose.material3", name = "material3" }
+androidx-appcompat = { group = "androidx.appcompat", name = "appcompat", version.ref = "appcompat" }
+material = { group = "com.google.android.material", name = "material", version.ref = "material" }
+androidx-activity-ktx = { group = "androidx.activity", name = "activity-ktx", version.ref = "activityKtx" }
+androidx-constraintlayout = { group = "androidx.constraintlayout", name = "constraintlayout", version.ref = "constraintlayout" }
+
+[plugins]
+android-application = { id = "com.android.application", version.ref = "agp" }
+kotlin-compose = { id = "org.jetbrains.kotlin.plugin.compose", version.ref = "kotlin" }
+
+
+
+
+================================================
+FILE: gradle/wrapper/gradle-wrapper.properties
+================================================
+#Wed Jun 03 23:05:22 IRKT 2026
+distributionBase=GRADLE_USER_HOME
+distributionPath=wrapper/dists
+distributionSha256Sum=2ab2958f2a1e51120c326cad6f385153bb11ee93b3c216c5fccebfdfbb7ec6cb
+distributionUrl=https\://services.gradle.org/distributions/gradle-9.4.1-bin.zip
+networkTimeout=10000
+validateDistributionUrl=true
+zipStoreBase=GRADLE_USER_HOME
+zipStorePath=wrapper/dists
+
+
+
+================================================
+FILE: .github/pull_request_template.md
+================================================
+# Что сделано
+
+# Зачем
+
+# Как проверить
+
+
+
+================================================
+FILE: .github/workflows/ci.yml
+================================================
+name: CI
+
+on:
+  pull_request:
+    branches:
+      - main
+
+permissions:
+  contents: read
+  pull-requests: read
+
+jobs:
+  pr-title:
+    name: Check PR title (Conventional Commits)
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Validate PR title
+        uses: amannn/action-semantic-pull-request@v5
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          types: |
+            feat
+            fix
+            chore
+            docs
+            refactor
+            test
+            ci
+            build
+            revert
+
diff --git a/utils/doduo/duckling instraction b/utils/doduo/duckling instraction
new file mode 100644
index 0000000..27fa5eb
--- /dev/null
+++ b/utils/doduo/duckling instraction	
@@ -0,0 +1,13 @@
+# в терминале прописать команды
+
+sudo apt-get update
+sudo apt-get install -y libgmp-dev libpcre3-dev build-essential
+sudo usermod -aG docker master
+
+# далее
+
+docker run -d -p 8000:8000 --name duckling rasa/duckling
+
+# проверка работы сервера
+
+docker ps
\ No newline at end of file
diff --git a/utils/normalize.py b/utils/normalize.py
new file mode 100644
index 0000000..7f98a6b
--- /dev/null
+++ b/utils/normalize.py
@@ -0,0 +1,136 @@
+import re, pandas as pd, numpy as np
+import sys
+
+sys.path.insert(0, '/home/master/PycharmProjects/semtab_serializer')
+
+from utils.type_check import analyze_dataset_parallel, clean_value, extract_number_string,check_type_comprehensive
+
+
+def convert_value(v, t, keep_original_on_error=True):
+    # Если это специальный пропуск - возвращаем pd.NA
+    if pd.isna(v) or (isinstance(v, str) and v.lower() in ['nan', 'na', 'n/a', 'nill', 'none', '—', '?']):
+        return pd.NA
+
+    # Сохраняем оригинал для возможного возврата
+    original = v
+    s = clean_value(v)
+    if not s:
+        return original if keep_original_on_error else pd.NA
+
+    if t == 'bool':
+        if re.match(r'^(true|yes|да|истина|\+)$', s, re.I):
+            return True
+        if re.match(r'^(false|no|нет|ложь|-|\[ \])$', s, re.I):
+            return False
+        return original if keep_original_on_error else pd.NA
+
+    if t == 'int':
+        c = re.sub(r'[ ,]', '', extract_number_string(s))
+        # Проверка на диапазон (содержит тире/минус не в начале)
+        if re.search(r'\d+[–-]\d+', c):
+            return original if keep_original_on_error else pd.NA
+        try:
+            if '.' in c:
+                result = int(float(c)) if re.match(r'^\d+\.0+$', c) else None
+                return result if result is not None else (original if keep_original_on_error else pd.NA)
+            return int(c)
+        except:
+            return original if keep_original_on_error else pd.NA
+
+    if t == 'float':
+        c = extract_number_string(s)
+        # Проверка на диапазон
+        if re.search(r'\d+[–-]\d+', c):
+            return original if keep_original_on_error else pd.NA
+        if ',' in c and '.' not in c:
+            c = c.replace(',', '.')
+        c = re.sub(r'[ ,]', '', c)
+        try:
+            return float(c)
+        except:
+            return original if keep_original_on_error else pd.NA
+
+    if t in ('date', 'datetime'):
+        try:
+            r = pd.to_datetime(s, errors='coerce')
+            if pd.notna(r):
+                return r.normalize() if t == 'date' else r
+            return original if keep_original_on_error else pd.NA
+        except:
+            return original if keep_original_on_error else pd.NA
+
+    if t == 'time':
+        for p in [re.compile(x) for x in [r'^\d{1,2}:\d{1,2}$', r'^\d{1,2}:\d{1,2}:\d{1,2}$',
+                                          r'^\d{1,2}:\d{1,2}:\d{1,2}\.\d+$', r'^\d{1,2}:\d{1,2}\s*[APap][Mm]$',
+                                          r'^\d{1,2}:\d{1,2}:\d{1,2}\s*[APap][Mm]$']]:
+            if p.match(s):
+                try:
+                    dt = pd.to_datetime('1970-01-01 ' + s, errors='coerce')
+                    return dt.time() if pd.notna(dt) else (original if keep_original_on_error else pd.NA)
+                except:
+                    continue
+        return original if keep_original_on_error else pd.NA
+
+    return s
+
+
+def convert_col(s, t):
+    # Для колонок с типом float/int применяем специальную логику
+    # которая сохранит оригинальные строки для непреобразованных значений
+    if t in ('float', 'int', 'bool', 'date', 'datetime', 'time'):
+        # Применяем convert_value с сохранением оригинала
+        converted = s.apply(lambda x: convert_value(x, t, keep_original_on_error=True))
+
+        # Проверяем, не получилась ли колонка со смешанными типами
+        # Если да - оставляем как есть (строками где не преобразовалось)
+        return converted
+
+    # Для строк - просто приводим к типу string
+    return s.astype('string')
+
+
+def convert_dataset_types(df, max_workers=None):
+    info = analyze_dataset_parallel(df, max_workers)
+    res = df.copy()
+
+    for col, (t, _) in info.items():
+        if t != 'None' and col in res.columns:
+            try:
+                res[col] = convert_col(df[col], t)
+            except:
+                pass
+    return res
+
+
+def convert_type(value):
+    # Копируем только если это необходимо
+    try:
+        res = value.copy()
+    except AttributeError:
+        res = value
+
+    type = check_type_comprehensive(value)[0]
+
+    try:
+        res = convert_value(res, type)
+    except:
+        pass
+
+    return res
+
+def find_word(value: str)-> str:
+    return value
+
+
+# train = pd.read_csv('../datasets/WikiTableQuestions/training.tsv', sep='\t')
+#
+# df = pd.read_csv('../datasets/WikiTableQuestions/' + train.iloc[1].context)
+# print(df)
+# print(analyze_dataset_parallel(df))
+# print('type',type(df.Year.iloc[0]))
+# print(df.Year.sum())
+#
+# norm_df = convert_dataset_types(df)
+# print(norm_df.Year.sum())
+# print(type(df.Year.iloc[0]))
+# print(type(convert_type(df.Year.iloc[0])))
\ No newline at end of file
diff --git a/utils/type_check.py b/utils/type_check.py
index c7e7450..a6e5115 100644
--- a/utils/type_check.py
+++ b/utils/type_check.py
@@ -3,7 +3,57 @@
 from concurrent.futures import ThreadPoolExecutor
 from typing import Union, Any, Optional, Dict, Tuple
 
+# ----------------------------------------------------------------------
+# Множители для текстовых суффиксов (тыс, млн, k, M и т.п.)
+# ----------------------------------------------------------------------
+MULTIPLIERS = {
+    # Английские
+    'k': 10**3,          'thousand': 10**3,
+    'm': 10**6,          'million': 10**6,
+    'b': 10**9,          'billion': 10**9,
+    't': 10**12,         'trillion': 10**12,
+    # Русские (транслитерация и кириллица)
+    'тыс': 10**3,        'тысяч': 10**3,        'тысяча': 10**3,
+    'млн': 10**6,        'миллион': 10**6,
+    'млрд': 10**9,       'миллиард': 10**9,
+    'трлн': 10**12,      'триллион': 10**12,
+    'сотня': 100,        'сотни': 100,          'сотен': 100
+}
+
+MULTIPLIER_PATTERN = re.compile(
+    r'^([+-]?\d+(?:[.,]\d+)?)\s*(' + '|'.join(MULTIPLIERS.keys()) + r')$',
+    re.IGNORECASE
+)
+
+def apply_multiplier(s: str) -> str:
+    """Если строка заканчивается известным множителем, умножает число и возвращает строку.
+       Иначе возвращает исходную строку без изменений."""
+    match = MULTIPLIER_PATTERN.match(s)
+    if not match:
+        return s
+    num_str, suffix = match.groups()
+    # Приводим суффикс к нижнему регистру для поиска в словаре
+    multiplier = MULTIPLIERS.get(suffix.lower())
+    if multiplier is None:
+        return s
+
+    # Преобразуем числовую часть во float (поддерживаются оба разделителя)
+    num_str_clean = num_str.replace(',', '.')
+    try:
+        value = float(num_str_clean) * multiplier
+    except ValueError:
+        return s
+
+    # Возвращаем без экспоненциальной записи, целые — без десятичной точки
+    if value.is_integer():
+        return str(int(value))
+    else:
+        # Убираем лишние нули после запятой
+        return f"{value:.10f}".rstrip('0').rstrip('.')
 
+# ----------------------------------------------------------------------
+# Оригинальные функции (с доработками)
+# ----------------------------------------------------------------------
 def clean_value(value: Any) -> str:
     """Базовая очистка значения (удаление спецсимволов)"""
     if value is None:
@@ -12,8 +62,7 @@ def clean_value(value: Any) -> str:
     if not isinstance(value, str):
         value = str(value)
 
-    # Заменяем неразрывные пробелы и
-    # другие специальные символы
+    # Заменяем неразрывные пробелы и другие специальные символы
     value = value.replace('\xa0', ' ')
     value = value.replace('\ufeff', '')
     value = value.replace('\u200b', '')
@@ -22,10 +71,10 @@ def clean_value(value: Any) -> str:
 
 
 def extract_number_string(s: str) -> str:
-    """Подготовка строки для проверки на число (удаление валют, скобок, текста)"""
-    # Удаляем символы валют в начале/конце
-    s = re.sub(r'^[$€£¥₽\s]*', '', s)
-    s = re.sub(r'[$€£¥₽\s]*$', '', s)
+    """Подготовка строки для проверки на число (удаление валют, %, скобок, текста)"""
+    # Удаляем символы валют и % в начале/конце
+    s = re.sub(r'^[$€£¥₽%\s]*', '', s)
+    s = re.sub(r'[$€£¥₽%\s]*$', '', s)
 
     # Обработка скобок (финансовый формат)
     if s.startswith('(') and s.endswith(')'):
@@ -39,6 +88,7 @@ def extract_number_string(s: str) -> str:
 
     return s.strip()
 
+
 def check_type_comprehensive(data: Union[pd.Series, list, Any]) -> Tuple[str, int]:
     """
     Определяет тип данных. Все значения проверяются через регулярные выражения.
@@ -49,11 +99,9 @@ def check_type_comprehensive(data: Union[pd.Series, list, Any]) -> Tuple[str, in
 
     # 2. Если это одиночное значение - создаем список из одного элемента
     if not isinstance(data, (pd.Series, list)):
-        # Преобразуем одиночное значение в список для единообразной обработки
         values = [data]
         is_single_value = True
     else:
-        # Если это Series или список
         if isinstance(data, pd.Series):
             values = data.tolist()
         else:
@@ -62,18 +110,24 @@ def check_type_comprehensive(data: Union[pd.Series, list, Any]) -> Tuple[str, in
 
     # РЕГУЛЯРНЫЕ ВЫРАЖЕНИЯ
 
-    # Булевы значения - расширенный набор
-    bool_true_pattern = re.compile(r'^(true|yes|да|истина|1|\+)$', re.IGNORECASE)
-    bool_false_pattern = re.compile(r'^(false|no|нет|ложь|0|-|\[ \])$', re.IGNORECASE)
+    # Булевы значения – убраны [] и прочерк
+    bool_true_pattern = re.compile(r'^(true|yes|да|истина)$', re.IGNORECASE)
+    bool_false_pattern = re.compile(r'^(false|no|нет|ложь)$', re.IGNORECASE)
 
     # Базовые числовые паттерны (после очистки)
     exp_pattern = re.compile(r'^[-+]?(?:\d+(?:[.,]\d*)?|[.,]\d+)[eE][-+]?\d+$')
 
     # Паттерны для float с поддержкой разных разделителей
-    float_pattern = re.compile(r'^[+-]?(?:\d{1,3}(?:[ ,.]\d{3})*[.,]\d+|\d+[.,]\d+|[.,]\d+|\d+[.,])$')
-
-    # Паттерн для int с разделителями тысяч (точка, запятая или пробел)
-    int_with_separators_pattern = re.compile(r'^[+-]?\d{1,3}(?:[ ,.]\d{3})*$')
+    float_pattern = re.compile(
+        r'^[+-]?(?:\d{1,3}(?:[ ,.]\d{3})*(?:[.,]\d+)?'  # разделители тысяч + опциональная дробная часть
+        r'|\d+[.,]\d+'  # простое десятичное число
+        r'|[.,]\d+'  # начинается с разделителя
+        r'|\d+[.,]'  # заканчивается разделителем
+        r')$'
+    )
+
+    # Паттерн для int с разделителями тысяч (только пробел и запятая, точка исключена)
+    int_with_separators_pattern = re.compile(r'^[+-]?\d{1,3}(?:[ ,]\d{3})*$')
     int_pattern = re.compile(r'^[+-]?\d+$')
 
     # Паттерны для дат и времени с улучшениями
@@ -83,14 +137,16 @@ def check_type_comprehensive(data: Union[pd.Series, list, Any]) -> Tuple[str, in
         'date_eu': re.compile(r'^\d{1,2}\.\d{1,2}\.\d{4}$'),
         'date_slash': re.compile(r'^\d{1,2}/\d{1,2}/\d{4}$'),
         'date_year_last': re.compile(r'^\d{1,2}-\d{1,2}-\d{2}$'),
-        # Новые паттерны для дат с буквенными месяцами
+        # Новый шаблон для 12.12.26 (DD.MM.YY)
+        'date_eu_short': re.compile(r'^\d{1,2}\.\d{1,2}\.\d{2}$'),
+        # Паттерны для дат с буквенными месяцами
         'date_month_short': re.compile(r'^\d{1,2}-[A-Za-z]{3,9}-\d{4}$'),
         'date_month_short_dot': re.compile(r'^\d{1,2}\.[A-Za-z]{3,9}\.\d{4}$'),
         'date_month_long': re.compile(r'^\d{1,2}\s+[A-Za-z]{3,9}\s+\d{4}$'),
         'date_month_short_comma': re.compile(r'^[A-Za-z]{3,9}\s+\d{1,2},\s+\d{4}$'),
     }
 
-    # ИСПРАВЛЕНИЕ 3: Паттерны для времени с необязательными ведущими нулями
+    # Паттерны для времени
     time_patterns = {
         'time_basic': re.compile(r'^\d{1,2}:\d{1,2}$'),
         'time_seconds': re.compile(r'^\d{1,2}:\d{1,2}:\d{1,2}$'),
@@ -121,7 +177,6 @@ def check_type_comprehensive(data: Union[pd.Series, list, Any]) -> Tuple[str, in
                 type_counts['int'] = type_counts.get('int', 0) + 1
                 continue
             elif isinstance(value, float):
-                # Проверяем, является ли float целым числом
                 if value.is_integer():
                     type_counts['int'] = type_counts.get('int', 0) + 1
                 else:
@@ -134,9 +189,12 @@ def check_type_comprehensive(data: Union[pd.Series, list, Any]) -> Tuple[str, in
             type_counts['empty'] = type_counts.get('empty', 0) + 1
             continue
 
+        # ----- ПРИМЕНЯЕМ ТЕКСТОВЫЕ МНОЖИТЕЛИ (тыс, млн, k, M и т.д.) -----
+        str_value = apply_multiplier(str_value)
+
         found_type = False
 
-        # 1. Проверка на BOOL (кроме одиночных символов)
+        # 1. Проверка на BOOL (кроме одиночных символов, '-' не участвует)
         if not found_type and len(str_value) > 1:
             if bool_true_pattern.match(str_value) or bool_false_pattern.match(str_value):
                 type_counts['bool'] = type_counts.get('bool', 0) + 1
@@ -154,7 +212,7 @@ def check_type_comprehensive(data: Union[pd.Series, list, Any]) -> Tuple[str, in
                     except:
                         continue
 
-        # 3. Проверка на ДАТУ
+        # 3. Проверка на ДАТУ (добавлен date_eu_short)
         if not found_type:
             for pattern in date_patterns.values():
                 if pattern.match(str_value):
@@ -189,10 +247,9 @@ def check_type_comprehensive(data: Union[pd.Series, list, Any]) -> Tuple[str, in
             if re.match(r'^\d+\.0+$', cleaned_num):
                 cleaned_num = cleaned_num.split('.')[0]
 
-            # Удаляем все пробелы для чисел с пробелами в качестве разделителей
+            # Удаляем все пробелы для чисел с пробелами в качестве разделителей,
             # но сохраняем десятичный разделитель
             if ' ' in cleaned_num and (',' in cleaned_num or '.' in cleaned_num):
-                # Для чисел с десятичными разделителями сохраняем последний разделитель
                 if ',' in cleaned_num:
                     parts = cleaned_num.split(',')
                     cleaned_num = parts[0].replace(' ', '') + ',' + parts[1]
@@ -200,24 +257,22 @@ def check_type_comprehensive(data: Union[pd.Series, list, Any]) -> Tuple[str, in
                     parts = cleaned_num.split('.')
                     cleaned_num = parts[0].replace(' ', '') + '.' + parts[1]
 
-            # Сначала проверяем int с разделителями тысяч
+            # int с разделителями (только пробел/запятая, без точки)
             if int_with_separators_pattern.match(cleaned_num.replace(' ', '')):
                 type_counts['int'] = type_counts.get('int', 0) + 1
                 found_type = True
-            # Проверяем обычный int
             elif int_pattern.match(cleaned_num):
                 type_counts['int'] = type_counts.get('int', 0) + 1
                 found_type = True
-            # Проверяем float (уже включает разные форматы)
             elif float_pattern.match(cleaned_num):
                 type_counts['float'] = type_counts.get('float', 0) + 1
                 found_type = True
 
         # Все остальное - строка
         if not found_type:
-            # Одиночные символы обрабатываем отдельно
+            # Одиночные символы – '-' исключён из bool
             if len(str_value) == 1:
-                if str_value in ['+', '-', '1', '0']:
+                if str_value in ['+', '1', '0']:  # '-' больше не считается bool
                     type_counts['bool'] = type_counts.get('bool', 0) + 1
                 else:
                     type_counts['str'] = type_counts.get('str', 0) + 1
@@ -234,11 +289,9 @@ def check_type_comprehensive(data: Union[pd.Series, list, Any]) -> Tuple[str, in
     if not valid_types:
         return 'None', nan_count
 
-    # Для одиночного значения возвращаем его тип
     if is_single_value and len(valid_types) == 1:
         result_type = list(valid_types.keys())[0]
     else:
-        # Для списка/Series находим наиболее частый тип
         result_type = max(valid_types, key=valid_types.get)
 
     # Если есть и int и float - считаем float
diff --git a/utils/type_check_duckling.py b/utils/type_check_duckling.py
index 01ff9f5..7a9bc38 100644
--- a/utils/type_check_duckling.py
+++ b/utils/type_check_duckling.py
@@ -3,22 +3,19 @@
 import requests
 import pandas as pd
 import json
+import requests
 
+# Создай сессию один раз глобально
+session = requests.Session()
 
 def parse_text(text: Any, locale: str = 'en_US') -> List[Dict[str, Any]]:
-    """
-    Парсит текст через Duckling.
-
-    :param text: Текст для парсинга. Может быть любым типом, который может быть преобразован в str.
-    :param locale: Локаль для парсинга (по умолчанию 'en_US').
-    :return: Список словарей, представляющих результаты парсинга Duckling.
-    """
     text_str = str(text) if pd.notna(text) else ""
 
     try:
-        response = requests.post(
+        response = session.post(
             'http://localhost:8000/parse',
-            data={'locale': locale, 'text': text_str}
+            data={'locale': locale, 'text': text_str},
+            timeout=5
         )
         response.raise_for_status()
         return response.json()
@@ -79,8 +76,8 @@ def df_to_duckling(df: pd.DataFrame, lines: int = 5) -> Dict[str, Tuple[str, int
     return aggregated_results
 
 
-df = pd.read_csv('C:/Users/PC/semtab_serializer/tests/Amazon Sale Report.csv')
-result = df_to_duckling(df, 3)
+df = pd.read_csv('Amazon Sale Report.csv')
+result = df_to_duckling(df, len(df))
 
 for col, types_list in result.items():
     print(col, types_list)