Part 4-4. Cluster 기반 Mapping_콘서트_실내악_클래식.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a2b58fe9",
   "metadata": {},
   "source": [
    "# PART 4-4 < Cluster 기반 Mapping : 콘서트, 실내악, 클래식 >"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c7631f5",
   "metadata": {},
   "source": [
    "- 본 팀은 콘서트, 실내악, 클래식의 장르 유사성에 따른 선호도 기반 재배치 결과가 유사할 것으로 판단하여 대표적으로 '콘서트' 장르에 대한 'Cluster 기반 좌석 Mapping' 을 실시하고, 그와 동일한 프로세스를 실내악과 클래식에 대응하고자 한다. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4783b404",
   "metadata": {},
   "source": [
    "# Import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d371b6dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3c8ab4a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_solo = pd.read_csv('data/concert_콘서트_code3.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "becae5a7",
   "metadata": {},
   "source": [
    "# 분포 시각화 및 Mapping 을 위한 테이블 분할 (콘서트)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4aeb446d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# little preprocessing \n",
    "\n",
    "data_solo = data_solo.iloc[:,1:]\n",
    "data_solo['열'] = data_solo['열'].str.replace('열', '')\n",
    "data_solo = data_solo[~data_solo['열'].isin(['box'])]\n",
    "data_solo['열'] = data_solo['열'].fillna(0)\n",
    "data_solo['열'] = data_solo['열'].astype('int')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8ab884f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 박스 별 구분 \n",
    "\n",
    "solo_C = data_solo[data_solo['블록(박스)'] == 'C']\n",
    "solo_B = data_solo[data_solo['블록(박스)'] == 'B']\n",
    "solo_D = data_solo[data_solo['블록(박스)'] == 'D']\n",
    "solo_A = data_solo[data_solo['블록(박스)'] == 'A']\n",
    "solo_E = data_solo[data_solo['블록(박스)'] == 'E']\n",
    "solo_G = data_solo[data_solo['블록(박스)'] == 'G']\n",
    "solo_M = data_solo[data_solo['블록(박스)'] == 'M']\n",
    "solo_F = data_solo[data_solo['블록(박스)'] == 'F']\n",
    "solo_N = data_solo[data_solo['블록(박스)'] == 'N']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "96d4ba5d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 해당 박스의 층별 구분 \n",
    "solo_C_f1 = solo_C[solo_C['층'] == 1]\n",
    "solo_C_f2 = solo_C[solo_C['층'] == 2]\n",
    "solo_C_f3 = solo_C[solo_C['층'] == 3]\n",
    "\n",
    "solo_B_f1 = solo_B[solo_B['층'] == 1]\n",
    "solo_B_f2 = solo_B[solo_B['층'] == 2]\n",
    "solo_B_f3 = solo_B[solo_B['층'] == 3]\n",
    "\n",
    "solo_D_f1 = solo_D[solo_D['층'] == 1]\n",
    "solo_D_f2 = solo_D[solo_D['층'] == 2]\n",
    "solo_D_f3 = solo_D[solo_D['층'] == 3]\n",
    "\n",
    "solo_A_f1 = solo_A[solo_A['층'] == 1]\n",
    "solo_A_f2 = solo_A[solo_A['층'] == 2]\n",
    "solo_A_f3 = solo_A[solo_A['층'] == 3]\n",
    "\n",
    "solo_E_f1 = solo_E[solo_E['층'] == 1]\n",
    "solo_E_f2 = solo_E[solo_E['층'] == 2]\n",
    "solo_E_f3 = solo_E[solo_E['층'] == 3]\n",
    "\n",
    "solo_G_f1 = solo_G[solo_G['층'] == 1]\n",
    "solo_G_f2 = solo_G[solo_G['층'] == 2]\n",
    "solo_G_f3 = solo_G[solo_G['층'] == 3]\n",
    "\n",
    "solo_M_f1 = solo_M[solo_M['층'] == 1]\n",
    "solo_M_f2 = solo_M[solo_M['층'] == 2]\n",
    "solo_M_f3 = solo_M[solo_M['층'] == 3]\n",
    "\n",
    "solo_F_f1 = solo_F[solo_F['층'] == 1]\n",
    "solo_F_f2 = solo_F[solo_F['층'] == 2]\n",
    "solo_F_f3 = solo_F[solo_F['층'] == 3]\n",
    "\n",
    "solo_N_f1 = solo_N[solo_N['층'] == 1]\n",
    "solo_N_f2 = solo_N[solo_N['층'] == 2]\n",
    "solo_N_f3 = solo_N[solo_N['층'] == 3]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9733460",
   "metadata": {},
   "source": [
    "# 분포 시각화"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9f6a372",
   "metadata": {},
   "source": [
    "**나누어진 테이블 기반 시각화**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ed9331f",
   "metadata": {},
   "source": [
    "- 클러스터별 '열' 선호도 시각화"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e4f7e92e",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x4200 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualizing \n",
    "datas = [solo_C_f1,solo_C_f2,solo_C_f3,solo_B_f3,solo_B_f2,solo_B_f1,solo_A_f3,solo_A_f2,solo_A_f1,solo_D_f1,solo_D_f2,solo_D_f3,\n",
    "         solo_E_f1,solo_E_f2,solo_E_f3,solo_F_f1,solo_F_f2,solo_F_f3,solo_G_f1,solo_G_f2,solo_G_f3,solo_M_f1,solo_M_f2,solo_M_f3,\n",
    "         solo_N_f1,solo_N_f2,solo_N_f3]\n",
    "datas_title = ['solo_C_f1','solo_C_f2','solo_C_f3','solo_B_f3','solo_B_f2','solo_B_f1','solo_A_f3','solo_A_f2','solo_A_f1','solo_D_f1','solo_D_f2','solo_D_f3',\n",
    "         'solo_E_f1','solo_E_f2','solo_E_f3','solo_F_f1','solo_F_f2','solo_F_f3','solo_G_f1','solo_G_f2','solo_G_f3','solo_M_f1','solo_M_f2','solo_M_f3',\n",
    "         'solo_N_f1','solo_N_f2','solo_N_f3']\n",
    "\n",
    "col_n = 5\n",
    "row_n = 6\n",
    "\n",
    "fig, ax = plt.subplots(ncols=col_n, nrows=row_n, figsize=(20,row_n*7))\n",
    "\n",
    "n = 0\n",
    "for i in  range(len(datas)):\n",
    "    if len(datas[i]) != 0:\n",
    "        p = sns.boxplot(y='열',x='cluster',data=datas[i], ax=ax[int(n/col_n),int(n%col_n)])\n",
    "        p.set_title(datas_title[i])\n",
    "    n+=1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5894751",
   "metadata": {},
   "source": [
    "- 클러스터별 '행'(자리번호) 선호도 시각화"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "de170086",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x4200 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "col_n = 5\n",
    "row_n = 6\n",
    "\n",
    "fig, ax = plt.subplots(ncols=col_n, nrows=row_n, figsize=(20,row_n*7))\n",
    "n = 0\n",
    "for i in  range(len(datas)):\n",
    "    if len(datas[i]) != 0:\n",
    "        p = sns.countplot(x='자리번호',data=datas[i], ax=ax[int(n/col_n),int(n%col_n)],palette='pastel')\n",
    "        p.set_title(datas_title[i])\n",
    "    n+=1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4970fa1",
   "metadata": {},
   "source": [
    "# Mapping \n",
    "- 위 분포 시각화를 통해 콘서트홀 좌석배치표에 맵핑\n",
    "- 해당 맵핑 결과를 기반으로 데이터 라벨링"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae6b0db0",
   "metadata": {},
   "source": [
    "## 1 층"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7ec4e063",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_C_f1['excel'] = solo_C_f1['열'].apply(lambda x: 1 if x < 8 else (2 if 8<= x <= 16 else 3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d5fa25b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_D_f1['excel'] =  solo_D_f1['열'].apply(lambda x: 1 if x < 8 else(2 if 8<= x <= 17 else 3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "af22ff71",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_E_f1['excel'] = solo_E_f1['자리번호'].apply(lambda x: 3 if x <=6 else 4 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "bdc128cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "a = solo_E_f1['열'] <= 9\n",
    "b = solo_E_f1['자리번호'] <=2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4479aa1f",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_E_f1.loc[a&b,'excel'] = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "59661880",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_B_f1['excel'] =  solo_B_f1['열'].apply(lambda x: 1 if x < 8 else(2 if 8<= x <= 17 else 3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3f422ff1",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_A_f1['excel'] = solo_A_f1['자리번호'].apply(lambda x: 4 if x <=4 else 3 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "8b84e139",
   "metadata": {},
   "outputs": [],
   "source": [
    "a = solo_A_f1['열'] <= 9\n",
    "b = 1<=solo_A_f1['열'] \n",
    "c = solo_A_f1['자리번호'] <=9\n",
    "d = 8 <= solo_A_f1['자리번호'] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "f2cd059f",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_A_f1.loc[a&b&c&d,'excel']= 2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "504328e7",
   "metadata": {},
   "source": [
    "## 2 층"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "94382295",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_C_f2['excel'] =  solo_C_f2['열'].apply(lambda x: 2 if x <=2 else(3 if 2<= x <=5 else 4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0c05c860",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_D_f2['excel'] =  solo_D_f2['열'].apply(lambda x: 2 if x <=2 else(3 if 2<= x <=5 else 4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c62b0162",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_B_f2['excel'] =  solo_B_f2['열'].apply(lambda x: 2 if x <=2 else(3 if 2<= x <=5 else 4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c8180263",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_E_f2['excel'] = solo_E_f2['자리번호'].apply(lambda x: 4 if x <= 14 else 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "7f304fd0",
   "metadata": {},
   "outputs": [],
   "source": [
    "a = 5<=solo_E_f2['열']\n",
    "b = 15 <= solo_E_f2['자리번호']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "5d43932c",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_E_f2.loc[a&b,'excel' ] = 6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "2a2ab695",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_A_f2['excel'] =solo_A_f2['자리번호'].apply(lambda x: 5 if x <= 5 else 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "364736d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "a = 5<=solo_A_f2['열']\n",
    "b = solo_A_f2['자리번호'] <=4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ab7cbad9",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_A_f2.loc[a&b,'excel' ] = 6"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc175dc6",
   "metadata": {},
   "source": [
    "## 3 층"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "bd9d13e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_D_f3['excel'] = solo_D_f3['열'].apply(lambda x: 4 if x <=5 else 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "c635f80f",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_B_f3['excel'] = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "59da1723",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_C_f3['excel'] = solo_C_f3['자리번호'].apply(lambda x: 5 if x <=3 else 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "006bc52e",
   "metadata": {},
   "outputs": [],
   "source": [
    "a = solo_A_f3['자리번호'] <= 9\n",
    "b = solo_A_f3['열'] <= 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "e7ecaab5",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_A_f3['excel'] = solo_A_f3.loc[a&b,'excel'] = 6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "c1d8146c",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_A_f3['excel'] = solo_A_f3.loc[~(a&b),'excel'] = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "aa6fb666",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_E_f3['excel'] = solo_E_f3['자리번호'].apply(lambda x: 4 if x <= 8 else 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "5753543f",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_F_f3['excel'] = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "77863e93",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_G_f3['excel'] = solo_G_f3['자리번호'].apply(lambda x: 5 if x <= 5 else 6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "71bb324f",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_M_f3['excel'] = 6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "b1729d72",
   "metadata": {},
   "outputs": [],
   "source": [
    "solo_N_f3['excel'] = 6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "2eee08c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "ddff = pd.concat([solo_A_f1,solo_A_f2])\n",
    "ddff = pd.concat([ddff,solo_A_f3])\n",
    "ddff = pd.concat([ddff,solo_B_f1])\n",
    "ddff = pd.concat([ddff,solo_B_f2])\n",
    "ddff = pd.concat([ddff,solo_B_f3])\n",
    "ddff = pd.concat([ddff,solo_C_f1])\n",
    "ddff = pd.concat([ddff,solo_C_f2])\n",
    "ddff = pd.concat([ddff,solo_C_f3])\n",
    "ddff = pd.concat([ddff,solo_D_f1])\n",
    "ddff = pd.concat([ddff,solo_D_f2])\n",
    "ddff = pd.concat([ddff,solo_D_f3])\n",
    "ddff = pd.concat([ddff,solo_E_f1])\n",
    "ddff = pd.concat([ddff,solo_E_f2])\n",
    "ddff = pd.concat([ddff,solo_E_f3])\n",
    "ddff = pd.concat([ddff,solo_F_f3])\n",
    "ddff = pd.concat([ddff,solo_G_f3])\n",
    "ddff = pd.concat([ddff,solo_M_f3])\n",
    "ddff = pd.concat([ddff,solo_N_f3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "b9c6954c",
   "metadata": {},
   "outputs": [],
   "source": [
    "ddff = ddff.sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "b0c59a36",
   "metadata": {},
   "outputs": [],
   "source": [
    "ddff.to_csv('data/콘서트_라벨_code4.csv', index = False, encoding='utf-8-sig')"
   ]
  }
 ],
 "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": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}