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   "cell_type": "markdown",
   "id": "30bb6765-53ce-44ec-8cb9-6d6c91fde8c6",
   "metadata": {},
   "source": [
    "# ⛄ Catboost实例"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "144ce007-912d-40af-a368-c3c0e647ce57",
   "metadata": {},
   "source": [
    "### 1.载入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "initial_id",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-04T16:31:13.014003Z",
     "start_time": "2024-09-04T16:31:12.235724Z"
    },
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.datasets import fetch_california_housing\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X, Y = fetch_california_housing(return_X_y=True, as_frame=True)\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14dbc989-e9d1-403b-b5b7-677268c52b50",
   "metadata": {},
   "source": [
    "### 2. 训练模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6494cd22ccfc4cce",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-04T16:31:17.696105Z",
     "start_time": "2024-09-04T16:31:15.097827Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<catboost.core.CatBoost at 0x246dee8a150>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from catboost import CatBoost\n",
    "\n",
    "model = CatBoost()\n",
    "model.fit(X_train, Y_train, verbose=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b1b16482-c743-4c95-a05d-2efa21527681",
   "metadata": {},
   "source": [
    "### 3. 计算特征贡献度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9561256869a2932",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-04T16:31:22.247469Z",
     "start_time": "2024-09-04T16:31:22.238824Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MedInc: 30.774356710560976\n",
      "HouseAge: 5.728022305942434\n",
      "AveRooms: 3.8344068851602797\n",
      "AveBedrms: 2.0907452725644298\n",
      "Population: 2.0092406800410108\n",
      "AveOccup: 14.202824834331983\n",
      "Latitude: 21.857852690426384\n",
      "Longitude: 19.502550620972524\n"
     ]
    }
   ],
   "source": [
    "importance = model.get_feature_importance()\n",
    "for fea, imp in zip(X_train.columns, importance):\n",
    "    print(f'{fea}: {imp}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d21413c2-5706-407c-ab7b-5ea8d1d089c8",
   "metadata": {},
   "source": [
    "### 4. 特征统计"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "68b75e94fd860829",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-04T16:31:42.294232Z",
     "start_time": "2024-09-04T16:31:40.802339Z"
    }
   },
   "outputs": [
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "res = model.calc_feature_statistics(X_train,\n",
    "                                    Y_train,\n",
    "                                    feature=['MedInc', 'HouseAge', 'Latitude'],\n",
    "                                    plot=True)"
   ]
  }
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