{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3c254e49",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 모듈 불러오기\n",
    "import pandas as pd\n",
    "import os\n",
    "import warnings\n",
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "sns.set()\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f1190feb",
   "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>작성일</th>\n",
       "      <th>종목명</th>\n",
       "      <th>종목코드</th>\n",
       "      <th>제목</th>\n",
       "      <th>적정가격</th>\n",
       "      <th>평가의견</th>\n",
       "      <th>작성자</th>\n",
       "      <th>작성기관</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-08-31</td>\n",
       "      <td>애경유화</td>\n",
       "      <td>161000</td>\n",
       "      <td>화학 3 사 통합에 따 화학 3 사 통합에 따른 변화 화학 3 사 통합에 따른 변화</td>\n",
       "      <td>0</td>\n",
       "      <td>NotRated</td>\n",
       "      <td>전우제</td>\n",
       "      <td>한화투자증권</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-08-31</td>\n",
       "      <td>명신산업</td>\n",
       "      <td>9900</td>\n",
       "      <td>NDR 후기 남은 방지 NDR 후기 남은 방지턱은 단 하나 NDR 후기 남은 방지...</td>\n",
       "      <td>0</td>\n",
       "      <td>NotRated</td>\n",
       "      <td>박준호</td>\n",
       "      <td>한화투자증권</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-08-31</td>\n",
       "      <td>갤럭시아머니트리</td>\n",
       "      <td>94480</td>\n",
       "      <td>신사업을 통 신사업을 통한 도약 기대 신사업을 통한 도약 기대</td>\n",
       "      <td>0</td>\n",
       "      <td>nr</td>\n",
       "      <td>김용호</td>\n",
       "      <td>한양증권</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-08-31</td>\n",
       "      <td>LX세미콘</td>\n",
       "      <td>108320</td>\n",
       "      <td>시장 우려에 대한 반 시장 우려에 대한 반론 시장 우려에 대한 반론</td>\n",
       "      <td>230,000</td>\n",
       "      <td>Buy</td>\n",
       "      <td>정원석</td>\n",
       "      <td>하이투자증권</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-08-31</td>\n",
       "      <td>에스에프에이</td>\n",
       "      <td>56190</td>\n",
       "      <td>소를 잃었으면 소를 잃었으면 외양간을 고치는 게 국룰 소를 잃었으면 외양간을 고치...</td>\n",
       "      <td>70,000</td>\n",
       "      <td>Buy</td>\n",
       "      <td>이승철</td>\n",
       "      <td>카카오페이증권</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          작성일       종목명    종목코드  \\\n",
       "0  2021-08-31      애경유화  161000   \n",
       "1  2021-08-31      명신산업    9900   \n",
       "2  2021-08-31  갤럭시아머니트리   94480   \n",
       "3  2021-08-31     LX세미콘  108320   \n",
       "4  2021-08-31    에스에프에이   56190   \n",
       "\n",
       "                                                  제목     적정가격      평가의견  작성자  \\\n",
       "0    화학 3 사 통합에 따 화학 3 사 통합에 따른 변화 화학 3 사 통합에 따른 변화         0  NotRated  전우제   \n",
       "1   NDR 후기 남은 방지 NDR 후기 남은 방지턱은 단 하나 NDR 후기 남은 방지...        0  NotRated  박준호   \n",
       "2                신사업을 통 신사업을 통한 도약 기대 신사업을 통한 도약 기대         0        nr  김용호   \n",
       "3             시장 우려에 대한 반 시장 우려에 대한 반론 시장 우려에 대한 반론   230,000       Buy  정원석   \n",
       "4   소를 잃었으면 소를 잃었으면 외양간을 고치는 게 국룰 소를 잃었으면 외양간을 고치...   70,000       Buy  이승철   \n",
       "\n",
       "      작성기관  \n",
       "0   한화투자증권  \n",
       "1   한화투자증권  \n",
       "2     한양증권  \n",
       "3   하이투자증권  \n",
       "4  카카오페이증권  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 리포트 데이터 불러오기\n",
    "report_data = pd.read_csv(\"../../QUANT_DATA/201609~202108/기업리포트/기업리포트_요약.csv\", encoding = \"cp949\")\n",
    "report_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "f292f562",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "삼성전자       0.018073\n",
       "SK하이닉스     0.012007\n",
       "LG전자       0.011918\n",
       "엔씨소프트      0.011545\n",
       "삼성전기       0.011171\n",
       "NAVER      0.010904\n",
       "현대차        0.010673\n",
       "LG이노텍      0.010282\n",
       "LG디스플레이    0.010175\n",
       "SK텔레콤      0.010104\n",
       "LG화학       0.009641\n",
       "기아         0.009250\n",
       "롯데케미칼      0.008912\n",
       "카카오        0.008894\n",
       "POSCO      0.008699\n",
       "삼성SDI      0.008681\n",
       "LG유플러스     0.008556\n",
       "SK이노베이션    0.008556\n",
       "현대모비스      0.008485\n",
       "KT         0.008325\n",
       "Name: 종목명, dtype: float64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 리포트가 자주 등장하는 상위 20개 종목 확인\n",
    "report_data['종목명'].value_counts(normalize = True).head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79634733",
   "metadata": {},
   "source": [
    "#### 간단한 탐색 및 전처리"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a727eaf4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 적정 가격 숫자로 변환하기\n",
    "report_data['적정가격'] = report_data['적정가격'].str.replace(\",\", \"\").astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "274557c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    7.848600e+04\n",
       "mean     1.465265e+05\n",
       "std      3.057968e+05\n",
       "min      0.000000e+00\n",
       "25%      1.600000e+04\n",
       "50%      5.350000e+04\n",
       "75%      1.550000e+05\n",
       "max      1.100000e+07\n",
       "Name: 적정가격, dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 적정 가격 분포 --- 0으로 되어 있는 것이 존재 --> 삭제\n",
    "report_data['적정가격'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ab948698",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 적정 가격이 0이 아닌 것으로 필터링 수행\n",
    "report_data = report_data.loc[report_data['적정가격'] > 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "02263087",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Buy', 'Hold', '중립', 'marketperform', '매수', 'neutral',\n",
       "       'Outperform', 'nr', 'TradingBuy', 'StrongBuy', '-', 'underperform',\n",
       "       'NotRated', 'Reduce', '적극매수', 'Sell', '보유', 'Neutral'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 평가의견 통일하기\n",
    "report_data['평가의견'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f9d51cda",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 의견 분리 -- buy / neutral / sell\n",
    "# 확실한 주장이 없는 의견 무시\n",
    "temp = {\"Buy\":\"buy\", \"TradingBuy\":\"buy\", \"매수\":\"buy\", \"StrongBuy\":\"buy\", \"적극매수\":\"buy\",\n",
    "       \"중립\":\"neutral\", \"보유\":\"neutral\", \"중립\":\"neutral\", \"보유\":\"neutral\", \"Neutral\":\"neutral\", \"Hold\":\"neutral\",\n",
    "       \"Reduce\":\"sell\", \"축소\":\"sell\"}\n",
    "\n",
    "report_data['평가의견'] = report_data['평가의견'].replace(temp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1a4c1281",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "buy              61585\n",
       "neutral           3808\n",
       "marketperform      877\n",
       "Outperform         249\n",
       "-                  110\n",
       "underperform        27\n",
       "sell                18\n",
       "nr                   6\n",
       "NotRated             3\n",
       "적극매수                 3\n",
       "Sell                 1\n",
       "Name: 평가의견, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# buy가 압도적으로 많고, 그 다음 neutral --> 이 둘만 고려하기\n",
    "# sell은 역시 거의 없음\n",
    "report_data['평가의견'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c7ecc277",
   "metadata": {},
   "outputs": [],
   "source": [
    "report_data = report_data.loc[report_data['평가의견'].isin([\"buy\", \"neutral\"])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9b8a44cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 작성일 날짜로 바꾸기\n",
    "report_data['작성일'] = pd.to_datetime(report_data['작성일'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c62385d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 최대 1년 후까지 예측해야 하므로 작성일이 2020년 9월 1일 이전인 것만 필터링\n",
    "# 현재 보유 중인 데이터 기간이 2016년 9월 1일 ~ 2021년 8월 31일까지임\n",
    "report_data = report_data.loc[report_data['작성일'] < pd.to_datetime(\"2020/09/01\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b607bbc4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 자주 등장하는 종목 주가 데이터 붙이기\n",
    "# 리포트에 등장한 종목 목록 정의\n",
    "stock_name_list = report_data['종목명'].unique()\n",
    "\n",
    "stock_price_data = dict() # key: 종목 이름, value: 종목의 주가 데이터 (2016-09-01 ~ 2021-09-30)\n",
    "for stock_name in stock_name_list:\n",
    "    # 코스피 폴더에 있으면 코스피 폴더에서 데이터를 가져와서 stock_price_data에 추가\n",
    "    if stock_name + \".csv\" in os.listdir(\"../../QUANT_DATA/201609~202108/주가/일/KOSPI\"):\n",
    "        data = pd.read_csv(\"../../QUANT_DATA/201609~202108/주가/일/KOSPI/\" + stock_name + \".csv\", encoding = \"cp949\")\n",
    "        # 날짜를 datetime 형태로 변환\n",
    "        YYYY = data[\"날짜\"].astype(str).str[:4]\n",
    "        MM = data[\"날짜\"].astype(str).str[4:6]\n",
    "        DD = data[\"날짜\"].astype(str).str[6:8]\n",
    "        data[\"날짜\"] = pd.to_datetime(YYYY + \"/\" + MM + \"/\" + DD)\n",
    "        \n",
    "        data.set_index(\"날짜\", inplace = True) # 날짜를 인덱스로 설정\n",
    "        stock_price_data[stock_name] = data\n",
    "        \n",
    "        \n",
    "    # 코스닥 폴더에 있으면 코스닥 폴더에서 데이터를 가져와서 stock_price_data에 추가\n",
    "    elif stock_name + \".csv\" in os.listdir(\"../../QUANT_DATA/201609~202108/주가/일/KOSDAQ\"):\n",
    "        data = pd.read_csv(\"../../QUANT_DATA/201609~202108/주가/일/KOSDAQ/\" + stock_name + \".csv\", encoding = \"cp949\")\n",
    "        YYYY = data[\"날짜\"].astype(str).astype(str).str[:4]\n",
    "        MM = data[\"날짜\"].astype(str).astype(str).str[4:6]\n",
    "        DD = data[\"날짜\"].astype(str).astype(str).str[6:8]\n",
    "        data[\"날짜\"] = pd.to_datetime(YYYY + \"/\" + MM + \"/\" + DD)\n",
    "\n",
    "        data.set_index(\"날짜\", inplace = True) # 날짜를 인덱스로 설정        \n",
    "        stock_price_data[stock_name] = data\n",
    "        \n",
    "    # 어디에도 없으면 레포트에서 해당 종목 삭제\n",
    "    else:\n",
    "        report_data = report_data.loc[report_data[\"종목명\"] != stock_name]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6adcf085",
   "metadata": {},
   "source": [
    "### 의견에 따라 종목을 구매한 뒤의 이익 계산"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "da29ec2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_nearest_close_price(data, date):\n",
    "    # data에서 날짜가 date일 때의 종가 가져오기\n",
    "    # 단, date일 때 장이 열리지 않았다면, 가장 최근에 열린 장의 데이터를 사용\n",
    "    # 예: 2021년 10월 2일 가격이 없으면 10월 1일 가격을 가져옴\n",
    "    while True:\n",
    "        if date in data.index:\n",
    "            return data.loc[date, '종가']\n",
    "            break\n",
    "        else:\n",
    "            date = date - pd.to_timedelta(1, unit = \"D\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c86007cb",
   "metadata": {},
   "source": [
    "#### 평가의견이 buy인 종목을 구매한 뒤, 1개월, 3개월, 6개월, 1년 후의 가격과 비교"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "9e5f39bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "result = []\n",
    "for _, record in report_data.iterrows(): # 모든 행을 돌면서 \n",
    "    if record[\"평가의견\"] == \"buy\":\n",
    "        stock_name = record['종목명']\n",
    "        data = stock_price_data[stock_name]\n",
    "        date = record['작성일']\n",
    "        \n",
    "        # 날짜 범위에 데이터가 없으면 무시\n",
    "        if date < data.index.min() or date + pd.to_timedelta(365, \"D\") > data.index.max():\n",
    "            continue\n",
    "        \n",
    "        # 날짜에 맞는 데이터 가져오기\n",
    "        # to_timedelta에서 1M, 1Y 등이 모호하기때문에 더 이상 지원을 안함\n",
    "        # 따라서 한달을 30일로 간주하여 day를 계산함\n",
    "        current_price = get_nearest_close_price(data, date)\n",
    "        price_after_1M = get_nearest_close_price(data, date + pd.to_timedelta(30, \"D\"))\n",
    "        price_after_3M = get_nearest_close_price(data, date + pd.to_timedelta(90, \"D\"))\n",
    "        price_after_6M = get_nearest_close_price(data, date + pd.to_timedelta(180, \"D\"))\n",
    "        price_after_1Y = get_nearest_close_price(data, date + pd.to_timedelta(365, \"D\"))\n",
    "\n",
    "        # 결과를 result에 추가\n",
    "        result.append([stock_name, date, current_price, price_after_1M, price_after_3M, price_after_6M, price_after_1Y])\n",
    "\n",
    "# 결과를 데이터프레임으로 변환\n",
    "result = pd.DataFrame(result, columns = [\"종목명\", \"날짜\", \"현재가\", \"1개월후가격\", \"3개월후가격\", \"6개월후가격\", \"1년후가격\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "08d77378",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 결과 시각화: 한 장에 증가폭을 그려보기\n",
    "temp = result[['현재가', \"1개월후가격\", \"3개월후가격\", \"6개월후가격\", \"1년후가격\"]].copy()\n",
    "\n",
    "# 상승폭 계산\n",
    "temp[\"1개월후상승폭\"] = (temp[\"1개월후가격\"] - temp[\"현재가\"]) / temp[\"현재가\"]\n",
    "temp[\"3개월후상승폭\"] = (temp[\"3개월후가격\"] - temp[\"현재가\"]) / temp[\"현재가\"]\n",
    "temp[\"6개월후상승폭\"] = (temp[\"6개월후가격\"] - temp[\"현재가\"]) / temp[\"현재가\"]\n",
    "temp[\"1년후상승폭\"] = (temp[\"1년후가격\"] - temp[\"현재가\"]) / temp[\"현재가\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "139c53d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x1fc7a1bf460>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 포인트가 너무 많아서 해석이 어렵지만, 육안으로 봤을 때 절반가량은 오른 것 같음 (기준선 위)\n",
    "fig = plt.figure(figsize = (16, 6))\n",
    "plt.scatter(range(len(temp)), temp['1개월후상승폭'], alpha = 0.8)\n",
    "plt.axhline(y = 0, color = \"red\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5766d890",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x1fc034ab8e0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 포인트가 너무 많아서 해석이 어렵지만, 기준선 위가 더 많은 것으로 보임\n",
    "fig = plt.figure(figsize = (16, 6))\n",
    "plt.scatter(range(len(temp)), temp['3개월후상승폭'], alpha = 0.8)\n",
    "plt.axhline(y = 0, color = \"red\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "b88deea1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x1fc02cda850>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 포인트가 너무 많아서 해석이 어렵지만, 육안으로 봤을 때 3개월 기다린 것보다 더 많이 오른 것으로 보임\n",
    "fig = plt.figure(figsize = (16, 6))\n",
    "plt.scatter(range(len(temp)), temp['6개월후상승폭'], alpha = 0.8)\n",
    "plt.axhline(y = 0, color = \"red\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a7aaf61b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x1fc03106a60>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 포인트가 너무 많아서 해석이 어렵지만, 1년을 버텨도 손실이 나긴하지만, 많이 수익을 봄\n",
    "fig = plt.figure(figsize = (16, 6))\n",
    "plt.scatter(range(len(temp)), temp['1년후상승폭'], alpha = 0.8)\n",
    "plt.axhline(y = 0, color = \"red\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "04d408c5",
   "metadata": {
    "scrolled": true
   },
   "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>1개월후상승폭</th>\n",
       "      <th>3개월후상승폭</th>\n",
       "      <th>6개월후상승폭</th>\n",
       "      <th>1년후상승폭</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>52705.000000</td>\n",
       "      <td>52705.000000</td>\n",
       "      <td>52705.000000</td>\n",
       "      <td>52705.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.003487</td>\n",
       "      <td>0.013038</td>\n",
       "      <td>0.029122</td>\n",
       "      <td>0.066851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.105242</td>\n",
       "      <td>0.187102</td>\n",
       "      <td>0.283976</td>\n",
       "      <td>0.469646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.652752</td>\n",
       "      <td>-0.710422</td>\n",
       "      <td>-0.737160</td>\n",
       "      <td>-0.840800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-0.058030</td>\n",
       "      <td>-0.100978</td>\n",
       "      <td>-0.139330</td>\n",
       "      <td>-0.209270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-0.003591</td>\n",
       "      <td>-0.006615</td>\n",
       "      <td>-0.012069</td>\n",
       "      <td>-0.032742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.103175</td>\n",
       "      <td>0.144737</td>\n",
       "      <td>0.217412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2.389015</td>\n",
       "      <td>5.199863</td>\n",
       "      <td>7.497778</td>\n",
       "      <td>12.023584</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            1개월후상승폭       3개월후상승폭       6개월후상승폭        1년후상승폭\n",
       "count  52705.000000  52705.000000  52705.000000  52705.000000\n",
       "mean       0.003487      0.013038      0.029122      0.066851\n",
       "std        0.105242      0.187102      0.283976      0.469646\n",
       "min       -0.652752     -0.710422     -0.737160     -0.840800\n",
       "25%       -0.058030     -0.100978     -0.139330     -0.209270\n",
       "50%       -0.003591     -0.006615     -0.012069     -0.032742\n",
       "75%        0.058824      0.103175      0.144737      0.217412\n",
       "max        2.389015      5.199863      7.497778     12.023584"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 기술적인 분석 수행\n",
    "temp[[\"1개월후상승폭\", \"3개월후상승폭\", \"6개월후상승폭\", \"1년후상승폭\"]].describe()\n",
    "\n",
    "# 모두 평균적으로는 이익을 봄\n",
    "# 그러나 절반 이상이 결국 손해로 이어짐 (중위수가 모두 음수)\n",
    "# 최악의 경우 84%나 떨어짐..."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1a225e6",
   "metadata": {},
   "source": [
    "#### 평가의견이 neutral인 종목을 구매한 뒤, 1개월, 3개월, 6개월, 1년 후의 가격과 비교"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "c9288220",
   "metadata": {},
   "outputs": [],
   "source": [
    "result = []\n",
    "for _, record in report_data.iterrows(): # 모든 행을 돌면서 \n",
    "    if record[\"평가의견\"] == \"neutral\":\n",
    "        stock_name = record['종목명']\n",
    "        data = stock_price_data[stock_name]\n",
    "        date = record['작성일']\n",
    "        \n",
    "        # 날짜 범위에 데이터가 없으면 무시\n",
    "        if date < data.index.min() or date + pd.to_timedelta(365, \"D\") > data.index.max():\n",
    "            continue\n",
    "        \n",
    "        # 날짜에 맞는 데이터 가져오기\n",
    "        # to_timedelta에서 1M, 1Y 등이 모호하기때문에 더 이상 지원을 안함\n",
    "        # 따라서 한달을 30일로 간주하여 day를 계산함\n",
    "        current_price = get_nearest_close_price(data, date)\n",
    "        price_after_1M = get_nearest_close_price(data, date + pd.to_timedelta(30, \"D\"))\n",
    "        price_after_3M = get_nearest_close_price(data, date + pd.to_timedelta(90, \"D\"))\n",
    "        price_after_6M = get_nearest_close_price(data, date + pd.to_timedelta(180, \"D\"))\n",
    "        price_after_1Y = get_nearest_close_price(data, date + pd.to_timedelta(365, \"D\"))\n",
    "\n",
    "        # 결과를 result에 추가\n",
    "        result.append([stock_name, date, current_price, price_after_1M, price_after_3M, price_after_6M, price_after_1Y])\n",
    "\n",
    "# 결과를 데이터프레임으로 변환\n",
    "result = pd.DataFrame(result, columns = [\"종목명\", \"날짜\", \"현재가\", \"1개월후가격\", \"3개월후가격\", \"6개월후가격\", \"1년후가격\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "f4a4096d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 결과 시각화: 한 장에 증가폭을 그려보기\n",
    "temp = result[['현재가', \"1개월후가격\", \"3개월후가격\", \"6개월후가격\", \"1년후가격\"]].copy()\n",
    "\n",
    "# 상승폭 계산\n",
    "temp[\"1개월후상승폭\"] = (temp[\"1개월후가격\"] - temp[\"현재가\"]) / temp[\"현재가\"]\n",
    "temp[\"3개월후상승폭\"] = (temp[\"3개월후가격\"] - temp[\"현재가\"]) / temp[\"현재가\"]\n",
    "temp[\"6개월후상승폭\"] = (temp[\"6개월후가격\"] - temp[\"현재가\"]) / temp[\"현재가\"]\n",
    "temp[\"1년후상승폭\"] = (temp[\"1년후가격\"] - temp[\"현재가\"]) / temp[\"현재가\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "2e4a88c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x1fc0322fdf0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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1QKncRCEXv9TUF0EQBEEQBHH1oIAFQQwGlf5eA5CQA0EQBEEQBEEQO4mRHNWvfvWr+MAHPoA777wTjz32WOrfffOb38R73vOeUT6KGAHqiyAIgiAIgiAIYicxdOnv5cuX8ZnPfAZPPvkkMpkM7rvvPhw7dgxvetObYn9XKpXwe7/3eyMfKDE81BdBEARBEARBEMROYmhH9bnnnsNtt92Gubk5AMD73/9+nDhxAh//+Mdjf/epT30KH//4x/Hv/t2/G+lAdyNXc2QM9UUQBEEQBEEQBLFTGLr098qVK1hYWAj/vX//fly+fDn2N//5P/9nvPWtb8UP/dAPDX+EuxQaGUMQBEEQBEEQBJHM0BlVIQQYY+G/pZSxf585cwYnT57EH//xH+PSpUtDfca+fVPDHt5VY2FheqjXfe2JRWQzBnIZdQkyloGm4+Frf3sB773tB8Z5iMQADHs9icmErufugq7n7oGu5e6Crufugq7n7mInX8+hHdWDBw/ihRdeCP+9srKC/fv3h/8+ceIEVlZW8I/+0T+C67q4cuUKPvShD+Hxxx/v+zNWV6sQQg57iFvOwsI0VlY2h3rtxZUqCjkTbkSNlzOGiyvVod+TGI1RricxedD13F3Q9dw9bOW1vJotNZP02dsJPZu7C7qeu4tJv56cs66JyaFLf2+//XY8//zzWFtbQ6PRwMmTJ/Hud787/P0DDzyAv/zLv8RXvvIVPPLII9i/f/9ATupup31kTL3p4tJqHeWqjQcff5FKgAmCIAhiALazpYbaeQiCIMbP0I7qgQMH8IlPfAIf/vCH8ZM/+ZP4iZ/4CRw9ehQf+9jH8J3vfGecx7griY6MqTUcrFVs+EJgbjpLGxxBEARBDMiJU8swDI6sZYAxhqxlwDA4Tpxa3tWfTRAEsVsZuvQXAD74wQ/igx/8YOxnf/RHf9TxdzfccAO+/vWvj/JRu47oyJil8xUYnGFuOod8Vl0SO/jdtVA2tBu4Vku+CIIgJoVSuYlCLm7WZEyOUrm5qz+bIAhitzJ0RpUYH74QiOhQAaANbidBJV8EQRDbT3tLDQA4nsD8bG5XfzZBEMRuhRzVbSLq3FimAc+XWKs00bA9ALTB7SSo5IsgCGL7ibbUSClhuz58X+CuY4d39WcTBEHsVkYq/SWGJ+rczBQtrG3akBIoV21wzmiD20GMo+SLSocJgiBGI9pSc7XX0u38bIIgiN0KOarbxIVSTUVchYRpcEzlTDQdAdfzMVfMpG5w5NBMHvOzOWzUHGQtI/zZIBlxnV03DB4rHQZA15YgCCKgn/3v6JH5bVs3t/OzCYIgdiPkqG4Di0slNBwfQkgYnMHzJTzfw3QhgwN7pvHJD7099XXk0Ewedx07jMeePgMbKpPqeGKgjHg0uw4AWcsgMS2CIIgItP8pKFi9s6HrRxCDQY7qNnDi1DKKORObDRdCSjAAQgLVuouP3PXmrq/r5dDQInj1GbXki9QiCYIgukMBPXLWdzp0/bYfspF3HuSobgOlchMzxQwsk6NSd+F5AqbBkbF41weml0NDi+DVIW2hG/Yc9yodpoWVIIjdTq91bicH9Ma1hpOzvrOh67e9kI28MyFHdRvQjkkhZ6GQswAAtqt6U/t5XZpDsxWLIDlJcbZioetWOkwLK0EQu51+1rlRtQC2i3Gu4TvZWSfo+m03FCjYmdB4mm1gWBn7Xq8rlZvImPFLOsoiSPNBO9mKUTRHj8zj/vfdjLliBvWmh7liBve/72YcPTJPo28Igtj19LPO7dTxL+Ncw2lW686Grt/2Mm4bmbg6UEZ1Gxikp7E9o/mutx3E6eWNxNeNO+JM0adOBo2I9puRTisdpgjs7oWqFQhC0c86t1PHv4xzDR9VuI/YXq7167fde95Orcq41iFHdZvop6cxqWTo2Zcuhdm2dgZZBBeXSnjiG6/i8noTgMSBvQXc+2NHdk1P0FYxyEI3jpIvWlh3J1e7pLsfA2G7jQji2qXfdW4njn8Z5xrezVmn53fy2anBlnEwCW1M13qgYKdCjuoEM2hGs99FcHGphEefegW1pgfGACmBi6s1PPoXp/HRD9yy43uCtpJBFrpxZKRpYd2dXM1qhV4Ggg5aXVitwzQ4Zqcy1AtNXFV28zp3y+E5PPX8MoRUoomFnAXTYEN/tyRnfRKcAKI/xhFs2YlBiUmo0LuWAwU7GXJUJ5hhMpr9LIInTi2j6fhgDOCMAQwQkqFpe7FFYzcbD8MyyEI3jow0Lay7k6tZrdDNQACAx54+g3LVAecMQgLrmzb2zuTCPjq614itZreuc4tLJTz70iUU8yYatg/XF6g2XNx922GcvVjBI8dfRtPxkMuYuPOdN+CeO24a6nMmwQkgrg47NSgxKRV6O7Eq41qHHNUJZqsymqVyE76Q4Kz1M84AX4jUnqDzpRp8X8I0WGjgXqsPe78L3biuHy2su49xjiQaZayHNnD1esCCoFWl5mD/nvw1XeZPXF124zqnn69CzsLslPqZ7fr46/95Aes1BwwMBmewXR/HnzsLAEM5q5PiBBBbz04NSlCFHjEs5KhOMFuV0ZyfzaFScyCkhPZVhQQMzhN7ggCEEbyMyXdMBG+7oYw0kcTiUgnVuoMra61SW8PgQ40kGnWshzZwTVN9PoMKWnm+ICNiF7ATSwR3E2kO5OVVVcFgBNFigwG+AE5++9xQjio5AdcO4w5KJK0R712YHsehxiB7iBgWclQnmFHLoY4/8xr+4lvLcDxlgO6bzeFn77wZdx07HPaoCkhICQASuVxmy3otdyPHn3kNJ799LrV0a7eWsxHDE3Us985kUam5WC03cd18Efe9R4mkPfj4i30/b/08m90MhBOnlrFRczBTsLC2aUNItR4YnJERscPZqSWCO41uwYA0B1ICsYomBP9uOt5Qx0BOwLXDOIMSaWvE7GwBb5wvjPOwyR4ihoYc1QmnVzlU0iYJAH9y4jRWN53w7yRUJO6R4y/jF+95Kz5691tC1V/GJA7sLXao/mqorKiT48+8huPPne1ZurUby9mI4Yk6llnLQDGfge36mMpb4X0yyPM2jrEe2lDZM5VBpebCEwL793SqgBM7Cwowbj29ggFpDmTW4nBcATAVGGIMgATy2eFMMnICJpuonZazOBqOj0rNRdrEhW6MMyiRtkY8+c1X8Yl7jw78fr0ge4gYBnJUdzBJm+SjT70CMIbNupP4mkYgmPTJD7297563XMaA4wkqK4pw8tvnQicVGL10i7g26MexHCRiPupYj3YD96brZsjA3SXspADjTi1R7hUMSHMgT333Ep5/+YqKIANBVRPwQ0f2Dn0s5ARMJlE7DZA4X6pDAjA4ALDEiQvdGGdQIm2NuLJWH/i9CGKrIEd1B5O0Sa4FRoje+KIEQduuhkr7ovp35zbgC/U7w2DYO52N9dNdqzQdL3RSNaOUbhHXBv04loNEzMcRXScDd3eyU/oWJ71EuZsT3W9FQ/R7LC6V8D+X1mKv4Qwo5EysV5MDzMTOJWqnrW/a4c+FBCyDJU5c6MW41uy0NWL/3vGW/RLEKJCjuoNJ2iQ9X0AkOKmAclIZ0GGoRDfietNDNmMAEFit2DGH1/clSuUmro/0012r5DImbNeHEfFVhVQ/J7aWnZp9AfpzLAeJmFPJH5HGTulbnOQS5V5O9KDBAP1+TdeHZTDIIHy8d0ZVLk1itpsYjaid5gX9yUArmZA0ceFqkbZG/PSPvemqHwtBpEFW9Q6mfZO8slZLdVI1+awZM1TaN+K1TRu264FzHpYl6UysaXBwhlg/3bXKne+8AcefOwtfqI1GSEBC4s533rDdh7armfTsSy/6dSwHiZhTRpRIYqcEMSa5RLmXEz1oMEC/n8EZXE8Agau6vmlj32xu4rLdxOhE7TTOGfyIkeZ6IlB/7py4cDVIWyPe8ZYDWFnZHPp9d3IwmZg8yFGdMAZ5wKObZK3hoOGIru89H6j+Rt+vfSO2TA7PE8EmqpBQYg/bGfmbNHQfajfV353ATttQJjn70i/kWBJXi51wr01yiXIvJ3rQYIB6nYTnx/dX1xOoNz3c9x7KZF1NFpdKeOIbr+JcqdWTmbU4fvzY4bHt5dpOK9tezK4C1LX3hUTWMrat0mHca8RODyYTkwc5qhPEoA94dJO8vJre/D5dsPDZB/5B4u/aN2I9pgJoZVIBNa4ibdbqtco9d9x01RzTrXAod+KGMsnZl53ETgtQXGtcS9dnkkuU+3GiBzH052dzeO1CBQZnkFKqSpxA9Xcmb+7aazyJLC6V8OhTr6BSd2M/t12Brzx7FgDGsr/ra/rI8ZdT/yaf4bvm2u+GYDIxWZCjOkEM84DrTfIXfu/rgGz1oWokgOvni6mf2b4RF3JWGN11guifwXU/hUidtUoMRz8G6VY5lDtxQ0kyHCs1B44r8MmHn9sSo363OQ07MUBxLXEtXp+syXF5XWUbD+wtTIwGwjid6MWlElbW6+G+CqgAMOPAnuksmm73iihivJw4tYym4yf+TsrxKvgfPTKPQk7pWugARZT1qoPFpdJE3POjUio3wRhwedOG5wuYBsd0waJgMjE05KheBXR5SXQjTpqbNUq2KJcx0bCV4mx0DWRA1001aSO2TI5f+am3AUDbcafPWiUGp1+DdKscyp2YnWy/Xys1B5W6g9lituMcvndheuTP241Ow04MUFxLXEvXJ/p8HZovwPEEbDfZedgOxtXnu7hUwh9+5aWO9hxfSMxNZWAYHHPFzNiOm+hNqdyM9Yu2M24F//nZHDaqNvy2eASD0v8Y1/O93YHVXMbAxdUaGOPgjMHzJdYqTRzal54wIYhukKM6Bo4/81pqr6IuL6k1PTCmInVpc7OGURDUC1I+w9FwAKbnsgV/c9tb93ddpHptxLvNMJok+jVIt8qhnOTesDTa71fHFZgtZjETGHnRc/je235g5M8b1WnYbqMh6XiWzpchpIRlGpgpZpDPmhMfoLiW2IkBpGHZCU75OHr4nvjGq6kaEvWmB8vkVKl0lZmfzaFSc1Kd1XEr+N9yeA6nlzc6fs4YMDuVGcvzPRGBVanr+mRkagRLnplIEH1AjuqIHH/mNRx/7iwYGAzOYLs+jj93FoDqb9DlJUqMiAEMqXOzBikzal+QHE8gZ3kQUgkz5AcQ9+m1EU+asb1b6Ncg3SqHcpJ7w7oRvV8/+fBzIxn1vaodRnEaJsJoSDgexhgYEEa6987kwDmb6ADFtcRODCANy7XilKv1RRHVfgCU/X7/+yaj1Pla4q5jh/HoU6/ESrE1DBi7gv/p5Q3MTWVQrjqx628YfOiMerttVm242x74aboCe6Yz2Gx48DwB0+SYzptU2k4MDTmqI3Ly2+dCJxUADAb4otXfoMtLeKRxNE09d5Ayo6RI9Ox0DnPFDD75obeP7ftNmrG9m+jXIB3WoewVYNgp4yu6MYpR30+1wyjvPwnZoqQZybNTGaxt2mBBxHtj08bsFPWeA5MRlNupAaRh2GqnfBKuJwCISDapPa905PqZHbXm7haOHpnHR+9+C/7kxGmsbjrhzxmAXIbjxkMzY/28UrmJmWIGlsmD9Vd9lhDDPd9JttmVtTr2zeaAyPN0tQM/+pk+uLfleNuuT6XtxNCQozoiTccLnVQNZ63+Bt2X4PoSgAwzq2nquf2WGfUTiR5lk9avXTpfAWPA3HQWjLGJLM3aqfRrkA7jUPYbYNgJ4yu6MYpR30+1wyjvn/aMni/V8ODjL/Z1LYd9hnWm+MJqHabBMTuVQdP1Ybse9s3msXc6i0rdVQPoJzyjo8/BWtXB3sCh3opjnZSg3KQFkLbS2dtKp3yU69mtnWeY40jD4GxXBiB2CkePzGNhTwFWxowFS2zXH7uNox24Qs4CAFTqLlxPIGeZQ62/SYFQ0+AoV1ufAVz9aoxrKdBGXB3IUR2RXEYpuRkRX1XIVn9De1+ClIAvVSbjQmCwDrPx94pEj7JJR18rpJIS1iWC1M82PgYxSAd1KCchm3c1OHpkHmcvVjqMyn6DPb2qHUZxGqLPaL3polJ3YTs+GIDL6w1MF6yuz+Wwz7B+XbnqgAdjpdY3bTViSiiV5AN7CyjkrDDSPan3RPQcTOe3znlcXCrhkeMvw3a9WO/udj0zkxJA2mrnfSud8mHXwF7tPMMcx3TBQqXuQLRVP37w9jdOxHW+lhm1/LzfQE7UgctnTRgGh++LoYOEScc9U7SwVrFhu/62OYndnulxBb0mpVKCuDqM5Kh+9atfxcMPPwzP8/CRj3wE999/f+z3//2//3d8/vOfh5QSN9xwA37nd34Hs7OzIx3wpHHnO2/A8efOwhfKyBUSkJBhf4PuS6g2XHh+q+iHcZWlHHbj7xW1GsVROXFqGZ4vsVm3IYSEhIr8VmoO8llz1/ZLbQdbZZBeK71fi0slPPvSJcxMZTBv5uB4As++dAk3HprpqfqrxTSElOFIp6RZwcNeo+ig982GG9b8MQZs1h1YJu/qDA37DOvXaSecBZliSAkhJZqOj3NXqjA4Qy5j4L73vGng73a1iJ6Draro0M5Y0/VhRFQq987kkMsYu+6ZGYSrEfCatDWwVzvPMMehSz51FYNpcGQsftXmcBPpjNo+0m8gZ9xBmaTjNk0D1+0rYKqQ2VYnLumZHlfQa1IqX4irx9CO6uXLl/GZz3wGTz75JDKZDO677z4cO3YMb3qTMnqq1Sr+xb/4F/jzP/9zHDhwAJ/97Gfx+c9/Hp/61KfGdvCTgN5o0sqE9CY1O5UFAFxaq8MP9MlHMbx6LXqjOCoXSjVsBkOwtWvtCwnf8XGxVJtI45YibHGuFUGWboZ0L9VfLaZRa3oQoUKhHNusYH3/PXL8ZSBQ2ZWegMEAiVbgJ+25HPYZ1q8zTRWxZ1BBNM+XkRnLgTIjY6nvs11En+Vy1cbcdHZLe670PWQF54sHjn2l5oDz7I55ZsbR6tH+2p0c8Bp2DWw4nqp8EqpVx+As1s6TRLdzHy351CWZST17tIdtD6O2jwwSyBlnUCbtuO+b0DaOcQW9ur2P/j09Q7uLoR3V5557Drfddhvm5uYAAO9///tx4sQJfPzjHwcAuK6Lf/7P/zkOHDgAAHjzm9+Mr371q6Mf8QRyzx03JUZGF5dKqDc9rG82w3IyL1CYs0we/t2wG3+3Ra+fTTptY2w6fofgQ4wJM24nKcI2KcbGVveJTMr3HMWQ1mIaWvWXsfHPCj56RA16n5/LgTEWBqqU46jWgjTjeVhDW79upmBhbdOGCFoNJJTDOj+XRz6rztlW9GKNQvuzXKk5KG00YZoOpJQwDI58xsDBvYWxfaa+h6Lni0Gpp++U3qpxtXq0v3YnB7yGWQOj/aQMqlVHV0IxILFVp9e57+c4JmkPu9YYJdMZ3X+urNXCEUSXVuv46O9+HZbBcfePHt6SzPnV6GXvpYo/COMKenXTfqBnaHcytKN65coVLCwshP/ev38/FhcXw3/v2bMH73vf+wAAzWYTjzzyCH7u535uoM/Yt29q2MO7aiyklBe+8Mpl/JevvYp8zoDj+XB9gdVyE4wxSCmxZyYHy+SoNVysVZoQEvjME4v46R97E97xlgMjH9fP3HkL/vDJRfhCqIiT6wNS/XxhYTo8PtNkmJ3KoNp08V++9ipmZwvwZWtjbndYDx+cRtPx8LW/vTCWOZXj4GtPLCKbMcK+4IxlDH2MadezH7qd03Fc00F478I0ZmcLePKbr+LKWh379xbGdm9N0vc8tDCF9UoDuYgh3XQ8HFpQa0ev6/nehektv4+jx7h3OouVjQZ8KWEZHL4QsecySq9nOA39umzGwMJsDuubSsyNc4aFuTym8i2hDdNgWK86I9334yT6LNcaLjwhIKGcRoMzeL7AZl3gA+86MPAxv/DKZTz5zVdxea2OA5HnQV+f2aksTINjo2rDcQVyWQu/cu8PX/V7ehhGWQO7vXbYe7AftvqeS1oDbz2yD1/72wt4/Guvxu4BzdeeWEQxb6Ja9zr2vrnp5LWu17nvZy0e5fq139e3HtmH7yytdtzn4ybtedqJDLIPRL93IwjqN5tu4pxc1xf48jNn8fzLlyHBxn6etnL/+n6pjj/+b6exWXfBmbIFL67W8Z9OfA8P/Mzge323vXqQtSDtfYTE2OzA3cik7PHDMLSjKoQAi2TWpJSxf2s2Nzfxq7/6q7jlllvwUz/1UwN9xupqFSJlGPMksLAwjZWVzcTf/enJ0wADpvIZcMZChTeDAbmcBSklNjabWN90AEjsnclhZb2Of//E/28kBc5opitncUAC5aoTRtveOF/AyspmeHwG5/B8qf7LfPzpydPgAGSwMEV3a51l4Izh4ko19btfbS6uVFHImXAj89CGOcZu17Mfup3TN86PLwPUL2+cL+AT9x6N/Wwc12ySvud7f+Q6PPb0GXi+jGUr3vsj1wEYz/cdlfZjnMpbqDU99b9zVuy5jPLG+QLue++bOiLmSX/b7XU/cGgGdx07jBOnlrFRc2LPie362DOVib3fdmbL9bNcrtpY27QhI7afLyQsk2OqYOHFVy7jf/2R6/t+32jGKmfx2Frbfn1mp7KhyEmvc93P516NcznKGtjttcPeg70Yda3tl+ga2O0e0Nfk4koVe6dz4LCx2XAhI33lM0XVvtO+1vVz7nutxcNev/bv9PqlCr77WgmzxSymC9ZYbIp+Pne90tiSz5kUdGbxXKke/sw0VOvW+mazQySrnStrDbzhwNSWXY9xs7AwjT89eRr1YHSbnr0tANQabuJe30spu9tePchakPY+RqDeP6oduBu5WuvtsHDOuiYmh3ZUDx48iBdeeCH898rKCvbv3x/7mytXruDnf/7ncdttt+E3fuM3hv2oHUm0PEH3pkgpUW96+Nk7bw5HvxicYW461yrFw/BCFe3lQ44n4Hs+fvbOzkWxWxnGgb0FXFytgTOV8dGbtRmUK09a6ZcuT/N9EYpVGJxh/9zVPcad3M81CJP0PfV9/cQ3XsXFUh26PGmcjOpstJdoHdxb6Ps9hu1pSnvd1SpBHPac6We5UndjFR2MAabBYXCG6YI18L3Wra9Jz50et0M56rns5xzqvylXHVRqDuams+Fe0u863au892ooEF8Nh76fHjl9LvbM5LBnJodzV6oAurfqjKM8Ou09chZPHWWllaobjqd6z/UwaAAN28NMMbNlau/t5zJnGfB8OVFtBGkMeq/pedtat0Pj+RJC+shnTNSa6f3LQKAIMIAmyXYGCxeXSvjSf/o2vn+x5dgwSBgGA2cspoqv+aPjL+H5l6+E/67bHr78zFlcXqvjY/e8DcD4SpXTlP5PL2/s2DYFojtDO6q33347Pv/5z2NtbQ35fB4nT57Ev/7X/zr8ve/7+KVf+iX8+I//OH7lV35lLAe7k+i2eemN/5MPP4dCzoxlokcx+AdpVu92fHcdO4xH/+I0mrYHPxJRnpvKwHb9ievbiori6FPpC4FKw8PiUumqLfCDGCyT0uM5DJPYt2Z7AsW8iYbt48JqHQ996SVcqdiJWbdBzv2gzkbae+v/07//4skzmJ9d3pIZqmn0YyiMQ/Ai6Zw9+tQrmClm0HT8vkY46OoT7axqQRvPFwPda/ocnnl9A1aQLdWOXHSt3QpnbJRz2c99F/2b2SkL65sOVssN7J3JhaMv+lmnt3vu4Vb0ZyY9O/0E2NrPhcGVYT5TzIQjptTsSyPcW8Zx/pLeo95wAcbgSXScF0AFnbTwk6p+apU/OZGs0lYEEScpWDkI/dxrOjNYt7s7nwAghQy1BroRHYHW6zwN8zyMc+xLklMugaB6qlMVf3GphG+9cgVJfOvlKzj2gy0bbBzrbJrS/7vedhDPvnSJ5rfuQoZ2VA8cOIBPfOIT+PCHPwzXdXHvvffi6NGj+NjHPoYHHngAly5dwssvvwzf9/GXf/mXAIC3ve1t+K3f+q2xHfykEW0894PS6JliBtMFK/GhGbfB323zaF/Ibjk8l/pQHz0yj49+4JZ4CTFjaDpKqXDSnKqjR+ZDI1hIVR44U8yAc3ZVI7z9Giw7XThjuw3bdk6cWobrCWw2VBbOYIAQEn/2tb/D/pnsQMInSe/dr7PR670H+eytMlZ6GQrRNUQb5o7j4/JqHb/2ub/GdfPFns9/+znzfYFa00PT8XFwX6GvEQ56pqlpMHhCwvNlqFpcb3p9qY5Hz6FlGvB8EZsHvdXBlUGM+fZrV224Pe+76HnW43vKVQcbmzaOXD870DqdNXlMMOW+91y90sRxj8BJe3ZyGQOOJ7rut+3BnP1zOVQaHhzXD0dMMUhkM0bHPTzOqov52RxMru79NHVTw2hleTv0JNqc1n5HrfT7HSYxWJl0/IA6X+dLNfi+VDPvOcPcdDYxw6ln6PYq5dUoB05gKmeg2vRT/24movDc6zz1eh7SbLlx2BMnTi2j6aR/D19IFPNWbK8/cWo5ervFkBhPNj/6netND9mMgUIufn5OL2/g/vfdvGMTAEQ6QzuqAPDBD34QH/zgB2M/+6M/+iMAwK233orTp0+P8vYTzeJSCV97YhEXV6rhYvH1F8+HWT3GGISQqAQlqdrAAxCW8uQsjnpQMjIOg79b+VD7xq0jUKeXN1If6pX1OtY2HUgAWYvjx49tjXrdONBGcHvf9NWI8Hb0BTOGetNLXSh3urx6e7mtLwQsk+PRp17py5EZN6VyEw3bD8awRGcfdpaiDWoUD+Js9HrvQT570OMcV/AjWkZfKjdjBkil7kKsVHu+b/s5q9TdYJar7Kv87eiRefziPW8NM6vlmhP+zjAYUq2iNuKOHFdCQABW1huYm87CNNiWBlf6NeaTrt2VtTr2zea6juVpP8+FnIV81kS96YXlzL2Ifvah+QIcT4Tn6Wox7uxc2rMDKeH7omeArT2Yo0ts9YipmWJGzT+OKGZ3CwD16wC2v4euuEo6L47rw3b98FFofyIk1P7Xr00x6PoRnRHdsH14vgDnDLe9ZX/H3/bLqOOVkqo4wFQlRt32gGDkkJQyFrCK3mt6hm7nGU1HCOB/fccbcHmtHit/BVQm1TSUnbdZd/uaXd0r4dD+PZ/61jKm8laH45YWTO12jkvlpjpHKcdmcIaPfuCWjtewlGWZBb8fhfbvvLZpw3a9cA450Do/V6NNYSvYyRV2V4ORHNVrFf3gqKhOa7FQglKBsRw4q5wB180X8ckPvT2xhxRSwuQM65s2fF/CNFjosAx6o0YzXZ7no1Jz4fnKiVB9sp0RqCSDZnGphD/8yksxFTvbFfjKs2cBYCKd1e2K8CaN06g1PeQzRuprdou8ui633Wy4cFwB2xWovr6BpQsV3H3b1QtqzM/msLZpw4iUVwmp+sraN8lBjeJB7qte7z3IZw96nOPKSuk1ZK3STDQ8qg0PlmmkRvfvOna445wNM5IrmlnlDLAsA3tmcsiYvO+ROvoc1psuaranlCuDMslqw8Xdt22tMdBv5YGuCND99abJwbnKjuq5m0DnfTeONW/c2cxhmJ/N4VKgoKq//ygjiNKenag+RL9l//pvXc/H3plc7Hr040yPEkDqFngu1xyIYM5r9DnlDMhlDADdg6XtDDMP9OzFCp56fhlCClimgXzWxLMvXcKNh2YGvndGDbQlHX9powE/6F2SUOJHgNobhC9R2mhgfi4Pzln4zDQdT5V7D3Dsxbz63ve/7+awHzP6vXQbVfvs6jTnpNtznfQ9PV9gY9PGZt2BaahqslzG6Lg3+znH87M5VIJ7Kzja8L+WyXHTdTMdQZx600uNHRbzZnhuh3XG2r+zZXJ4ngjnkEfPTzs7wQHc6RV2VwNyVIdAGxbVhoum7QORzcLgCBcizhBrPE9aZAAAUiKXMWAYHBmTD32jRjNdlyt2uMLYroDt2ijXHGRMDs4kGo7ApdU6Pv6Zv+pQZztxahlNVxmX0diilMDxZ78/1Ea0VeiF6HyphqbtY6pgpZZabwXRa1pvumF5mO36qdcxbSPyfbllRuO4F2z9vSt1FzISgRUSYELiqeeXr9p9ctexw1i68BKEkKrsN5CrLuYzHZvXIFmuQe+rXu89yGe3z1+WUqJcVbNEk2Y5jisrpQ3QLz9zNvVv6k0XpTJL3WDbe4WifX7dvnfSsZgGgy94aIxNF6xEIyyJdmEmw+AQUhmsc9NZnF7ewD0JrxvXs9JvSej5Ug112wsqAlSptC8kfKhSxTQnd9QS/MWlEv7uXBm+UCXVpsmxZzrb9/kdF7ccnsOZcxtgCPqQPYGK5+PHfvi6od6vH32IXiQFINcqrfFy65t2WIr+6S+cSp0t2W8Zpy5NNQ0WVqWkXV/TMlDMqQAhk/HcnxqxxAZSlV1cKmHpfDlom2lljHutH6eXN7BvLoesZcAyOdwgGz/MfjVqwKR9/as33XD+rab930ICq+UGivlMmOHMZcyBKgosk2PfbB626+NPTpzGZsML+4M5Q5gkODRfDF9juz6e+MarsD2R6Jx0e66/ePJMx/fUtidnDJ6vssXThQwO7MnHjrWfc6z1PrRybnjGGJDLmonCexmLw/ZYGBTQ5DIqeHHXscMxh90Xysl89C9Od2Rnk2i/tnretev5XasGJskB7LanTEKwcNIhR3UItGERGuiR59MXAGMSnDEIGW88j0b4dfRcCgmdt9TRUF+qMTCPHH8Zv3jPW/sS3og+BE1XgDOAcQ4pRSiIJITs6D+wXR/HnzsLoJUpjZb8tQfKhJQTE+2JLkR7prOocAfVhhsrtd7qY4wuotog5pzBD3qLkhacVAPEYMhEsk5AK9P66w89M3QZ9lYs2Pp7e15LFToqfOMLcdUW2qNH5nH3bYfx1PPL8IWAaXAUchlYBu/YvNLO/S2H52Il+ZWGh0LOHOi+6uU49Pr98Wdew198azk0dBhT68DKeiNoJwD2zuRSI+Fpxvmg4lFff/F81/Pt+enR/aReId3nxzkbuByx4fgqABHMUE0zwpJoF2bSAYyZYrZn7/64npWkMtJ2FVffV94GDxRXGNR4MIMzzBUzqdctauhEHZ1+KnK0aIovWhkn1xNY2Whgbirb1/kdF6eXNzBbzKJhe2EFUD5rpgYSejGOHvr2e3t2KoO1io3VcgNCtgLTjAEXV2upRveFUk0JEArZke3S67LribA01XYlLq838NjTZ3D/+25O7Ln74skzmClmYJk87CFHUE1yYE9+qJJZPX5EOzp7Z3KxTGMS4yzZHvW9chkDl1brqr0AgBcZa9itkNcXQKXm4IlvLgEA7nznDV2DdECgQM6Zau8KboRaw8FmPS6+JKRKEjie3VGmerFUx765HHxf4PKmHU4qeOIbr+Jf/cJtAJIDXPOzy7F1PqqOrr+7kEC17uIjd705djz9nOOjR+bx0bvfgi8983/h9UubkMG6dGhfoSMYo5+RQs4K70Xb8cEZw1TejO2Vn/7CKdQaDhjjMLgKGNYa6rwPWllQyFlwPQHHFUO3WF1N27WX/bVThcmuJuSoDoE2LMLRCYgvhFodDZDI5TLhBqlLnLToiy/iy6eQQD3otTMNBtv1+hJQ0Q+B7Xr43usbkeyuRLcxtGYoN656M7TjMz+bw2pK6Z/OTGzlw96vYd1pTGSRy5qYK2b67tEalegi6nkqQKCyNsrhTFpw0jItJ04tdzgblZrTocA3aBn2VizY+nubJocdBD+UBH/r+1/NhfaeO27CjYdmYuf0Z+68pWPWW9K5b3dOLq2qvttcRgnU9Htf9cqgdft9koiHlADjrXnG83P51DFW3RzwR596BU1HGcuVoHfro3e/JfWZ6iamAQCc8cToPtAKrKSJmgxScrl0vgIhRWCEIQz+JRlhSUTLh3VP00wxG/YXJvXuD9LvNSjpBosEICEkC9cPQCKXMXuuY/qYHn3qFXi+gO1K/N25DXxveSP8myRD88SpZdSabsf7SanWnLTz22tW4jCUyk1MF6xYxn0UfYFxiBsl9f9KKbFatsO9Xu+fQgJN2+u4RzoDLfFsV7QqRQc4PV+iXLUBxsJAdfs9oJ0VPfYOUAHnYfY9fQyzUxmsbdpgkJAS2Ni0MTuV6ercj7PdZpT3WlwqKS2QoP+03eZpN2OSHNdosGF+NofVcjPRuS1kDTQcH64vwSDDkX3VRrpCsH6momWqgITn+VivOmElhZASF1broZp0P8FQ1xPgHJjKW2i6QpXOGxwZi3e8vt9zfPTIPN572w/0nLsZfUb0vVhrOChXXWQinwEAl9fqQFAxgeD7+pLh8lq955qStLdZJsf//uPds7GT4gDqZywpKNGr1JtQkKM6BMqJlIlZR63UxxlwYG8xZhzcdewwHvrSS5HoebIXqQ0zyzR6OoW6DHllo/Pha3eE2+GREuWm01po7zp2GN+/VIn1qEaP7cpaHasbzbGPftGqyRdW6zCDzbNbRmMSFqLoIsoZ4PrK6GSMo2F7qVHptI2ofUGuNb1YnwighTLiwYVubMV50t87nzFCRxXQ95REIddZdrvVtJ/TtCHX7X/34OMvxlVqhTrbUePC83wsna/gkw8/N5AgSr+/bxfxCKPkgZELyPBYgORIONBpnD/xjVdDgTdtDNWaXrhJtqPFNFoOUxyDM7zjzUoYKml2Z6XmoGn7gSHdcsbuf9/NfRnRUWdOZStUXwXjKnuRZoSlcfRIS5hJt1boEVteYEDq950pZuALiXrTjTlN41pTUkV+wDATySiqebEmPF8m3m/tgbyVjUZ4jZMMdV9InC/Fs37qOicfp5QyLEvVKvYIlG5rTQ+cMRicJVbjDEPUUEsbAdONbiOhxnFMGtM0YBosCJooDQpfCAgJeBJYOl+JHe+JU8thiW5StksHenSAU78XAFgcqYHqcaqu672BRTJ0ukqmV/lw9DiUTTT86LpRvtOJU8so5C1kE0rWk6ys9r5eVa3Cw2ADALzhwFRMmLHWcFAq27BdEb6nrkI4v1Ltqe/WdHycv7IJBCKblsmxETipUkr4QZaeMaSuzZqoQrdlMBRymdh6pYMW7eiy3rVgje9H2Kkb7c9IvelifdOBwVnCOCUGxuIniQX20vHnzgZ7X2v+6jPfuYSfvfPm2HPcLfDUj1YCsD0OoLonZWpQYtKmKEwi5KgOwXXzRVxeb6BcdQIlS2WgWybH3HQ2NbJ59Mi8MuyDUqBuCCExU8z0HGdwOhI570X7Au36rbLN9pLTfTM5nCvVk49NAibDWEuAtYFarjrgXBkD65t2OBMwyVm/WgtRtwxvtC/Y9VtOhusJXFlvwIgoIfbKFLcvyDmLh6IGQMtZ1RtlNLjQja04T9FjbToebEcATBkshZy15Yqq40SrFr6+Vo8Z+SLoVeq2AfdrRCf1oEVfq0U8ROQZ1YZtxtBXvUVaJLz9eB568qWWwJt+T8jA0Ikfo5b+16rlTMqYM6NLznX2OWl2Z63pYapgDZ29jzpzpqmi0KpcjOGG/dOoNtxEI6wbaVn048+eBQucLp3t0iXGUca1pqQFjAyDhX2znudjfdNGUyiF4yLrnJ/ZniF3PAGDq0y332aWh4Z6W9ZvfjYX7ivRAJjm1x96BqubLbVlzlpZI8bV/aGUtfsPmKURVZDtNQKmnW5ldcBwWdXFpRKqdaW8rAOmOiNyYG8BV9YbEFJCCBF7PljbnlgqN2Mluu3ZLp0Z1fe5XnsYAySUPZG0940jY6yJ7g06K6YdnV7vFz2O9aqDPVPpo+sG3fsG+U5RZ5tXbHCuHAFfxO9pFv6/OHpGs9YTSQtSZC0OKYMAnmgFhNp7X9NQHR0ShayBjGVgo+p0/A1niGVVoyQpdNcbLnzRvZc9Bos+7Szy78Fpd7DKVQeAxNx0rkPd/cCeHC6uNSAgwzVJ97QKoY+nxWq5GXuWonubvpe+8NQr8H0JKQU8H6GORJpWwnY5gPOzObx2oRKbSiADrYQTp5ZDX2HSRZ+2E3JUh0A/oHtmMmqxCSyBfNbs+SBcN18MF8Hly5upkTjGWVii1m2cQZoseBLtfxf9t2lwLC6VACB8b4OzmKMUZW46O9Y5pWF5RJDNUSWkKqu1f08+0Vm/GpGoNNl7PbdVLypThQwO7gPqDZURCGHAsy9dAqD+63oCDdvH2qaNpQsvdajj6gU5/Nyg31UTvRa5TH+P71adp6TNY7sX2uhxHFqYwnt/5Lqex5HLGDi3Uuv4uSqBU6NvkjbgJ77xKv7DV78bm59ncIYP3v5G3HPHTT170ICWgaZFPFRJVLytIJcxAMb6N0bi3wI6MRn9Xjq63X5/e746Vs5U1YfBVdCMc/W9T377XDjDLml2Z73hYrpgxY5gkIxk1JnTohkMEq4n0HS8oe/bpCy6GWZtdZSbQQgBzviQ57o7aQGj64PAxRPfeBVXKnbQ5w0wsI5gXbXudGTIAeUwGjx9RIREXNjvrmOHQyGl9pcIiZiTqn+m8YUEN5KrcYYhWqLdbQRM0hqTlqX+kxOnUal7EFI5h77oT1sh+jzsncmiUnOxWm7iuvki7nvPzQBUoKDW9Doy0oWcGV4nADFBtNnI99GBlmhVymajFTTWVSnRXuqkczaO9XXUvUEfR1r1CtC/RsKw3yn6XEWDWwwivLc5U60TjqumIegVNlq+rfVE0s5J1jIwN60qH0apsGjYPqYKGTUjWge3GYJ2MPU3n/2zRVy/UOwo108S4zQZMFVI72XXnDi1HOouaIYVvwI6gwtSynDkj0bfvz97582xAFsQjUptHpZIbjFr31OF31q/NjZtSCkxO5WdqLmqdx07jM89sagy9JHWjtmpbHgfDXvvT4rdtdWQozoE+kb42t9egOOWw0xJP0IG0UVwKm92NOADgRR4l1Ka6ILVTSggCR1VbG2Kahh1LmuGG2x7RkNEoodaHTKfNcc6p1QbqOFGExyb54vUjMY4I8tptG8Ovq/KcfXcVr3p2o6Pueks1j0Rbn6AMiQNg+Pkt88BkKjbkf4/ma6OG+0dSirrZkwJP/TDOM9TtzK7q71A9hLCWa90OoSJdIn0VGouTIN1bMCe5+NS2e74e1/IUIzj9PJGRw+akAwN28PcdDa2Cd/5zhsiJVCt4zENjve8/fqO/tt+r9+BvQVcXK1BSKaE1QJDyAfwsQe/EWbACzlVdtkIyrj1CAdNPmsgY3FU6jbqtodqw8We6WzH7M4HH39xpOx9e4YHgFI7BrBnJt9X4KEb+p458/qGcvSCn4d5BgncffvhrvOlh6WbU3D0iCqn3i/VnNe0YF256oQlvrpcUCNkZ9UM0LqbfKGcJx2QzGd4LMjSL+2f2W/ArBtHj8yjkDMxP5eLlVx2mx8ZXXejeJ6P1aACwuAcvgA26w6mC5meRnl0vc9aBor5DGzXx1TeCl/30bvfgj85cTrmzBucodpwYUXGjGk1VNcTWC03MFOMz+6NVuNUIrOCOWfYM53tGqiOlmQf2NspdDPIedffe9z3e7TXnDEV3O5njvKgxnf0uZrOm1jfdACIsJJEi9Dls6YSqwxUrmvBDHvtOGk9kbRzojUkKnV3MKOrDQnVcjA3lUGpbIetHdHAh0SnSFe3sUv/qo+2iq1oAYru+3rtjxJV2/7o3W8J71vPV8EuIWTq9qtneUdJmzYAqHNWrjrIWEYoWLYddkk7R4/M47r5YliJodpMVKJn0OqgKJOkarzVkKM6JEeP9NdwnvQ6QD1wnicgczI0FhiAjKUU0bKWgblicilNdMGxrHiPYDvRXrNoGZgRlG9dvzAFIC5e0Z7R4JxB+KqngTGEEblxltlqA1V/ppBqATM4S43wtm/YuS6zSwclatBaJsfslDIcKnU3MCBlbNP1fCVLr/uNgJaoUMbkKqMWEPYfSkCmqONGy5kW5lQpjL6Og6r+AuOJwE/SwtjP4POcZcDzZU/jVI9iSoIx4Mj1sx0bsIrKp3P82e9jKm8G5Zyte0IHX7ToUFQB9tgt+/E/zpRCQ2qmaCGfs8LZhHoW84lTy/jiyTOYn13uacTd+2NH8OhfnEat4XRkgHwh4QsJx7MhhEC12RqRIoI1AlAZ/WrDiwmGuJ6IqYPmLI4HH39x5DFR7c6cDtbc/76bh1pvo0TvGctU8wfD/tegZ+vgvjzuueOmodRme9HLKUgL1jmuj0urdUgp4fnJFS4AIKMKf+HPWjAGZDOGGj/hK9XMYdG9sL6QKOTMnr3b/TDo/MjouhsXoFPPZvSZE5KFY5W60a8y6sKeAjYbHoSUkaCkMpRNg3eoobqegO34+EiCir/tCezfWwjKvh0IISClTAxUa7XmVk9yd9Xhfhh1b1hcKuFrTyzi4ko1vAdOffcSvvXylVhliF4vuo2+Of7Ma+Fs1l6Z8KhDm7M4wBg8MBzamwcYw+W1RuggR4WMohUMl9ebYEx26ImknZNHn3qlq73VDyzYAzxftY0ltYG1983qcv1xBQGHeX0ag4xyqzSC+xat0t8kOFPP0k3XzcR+njRtQKPtqtJGIxTf+7XP/fVAEyD6CZIMk8W898eOxHQSxlGp00skc5jqskmFHNVtoH0RTLvx40Zp8kDomYKFkuunK/QGTibQ6nFUZWCAZbY27eiClZTR4MHInalgjuEowglJaAPVMDj2TGVQqbnwhMD+PcnR4uiGrY2mcys1fP7Pv4O/f8sC1qvO0BHiJINWb7JeMDrEivT06j4z31dqbtrJ1uVbjieC8qLOiyQl8L3lDRx/5rWY49mtd2irFI17LcCTIveedizDCuF0C3DkMmZiJqy9j7EdLVpUs71gJiYAtOZVatGhS2v1sBTc4AyzxQxMs/W96k0X5aqDh578Dg7syWN104bvy7A/8Q+/8hL2zeZjZejt5XQf/cAteOT4y4nBEkDdg1pZWqCVMRMicH5S8HyJ1UoTGYPB8SQQ9PRlLN51nE8/Pd/jyvC099/qsuWZoi4rVv1p+/bk4fsC9/7D4YRF+qWbU5AUrPMDx9QXAntncuH8TiB+DRkDsqaBwpSJnKVmcUcDC9GqgIulGtxgrRqkdQRQewZnKktoRipvRpn/rUl6zuoNFyZnuFCqxQKGQHzdbX82LZNDBgJGQCtA1Mso79eYV/2nFta1TkX4t+rZXFmvhyXMB/cWIKVEvemlVs7oDG57KX3SGtx0/DBb6EsBEYxY6Xec3TjRe6V6rlTA8A+/8lIoxBgVHhLBmpXPmqnzo5/61rKqQopkwrOWgUeOv6wy7hEV8Wig0vEEfM8PBXiix5Y0FmtY59ztse73gxZQ2qg64Cw5OdveNwsMVqadtMZGe8ErVSesJlndaHbYH2l0q2LSo9zWN22sb7aqjT7/59/BB29/I1743ko4oqbbuqPbTryE75Y0bUCj367l90vUmm5iq03ad+sViB82WL8VlQvdgmrtx9l3ddmEQo7qVaZfcZVuD0R0wcpnTcwWM6jUndDoEhKqv6aujMUo0bVBOVSdcw31Ylatu+E8svnZHP7e9TP4n0trKFftUEZ8HGV4+sF919sOhiV3N1030/VB1ht2u8qlLySef/kK9kxnY431QP8PaNR40AatlEC5qpwJ1xdKSXOlCtNQZdDRKO2FIPsBBlwJZmCanEEE62r7+iyBDvXMNKPNdX38H7//TYxa8tVO9H4DJF67UMHnnljEdfOtSPMkqCxrko7FMjg8P755RQ2ipE32hdNXUkXDAOCHjuxN3GRMzhL7WqMk9XdLKIN5s+4ilzHCUVUGU39fKjexMJcDLAPrlWas3/nCaj3MdKrh7gKOB1xcq+P6oPc9rferkDNjIm5JfYnt9OO/+L6ELZSjpI1LX/jhCI72oEo/G/24yrXaP2tt0w7H1OggXKXmwvX81OqVq0lisA4ShsGwL1J6rlsBdOCRcYZ9M1lICTz4y7eH33uqkMHKeqPjc/yg3E4ZzOpn/bSQzM/mYo5Ae5n3oIGrJGM62lMWZsmE7AgYamdHr7vtz2a14Xao7eqxSv1cg17OgDaY905nQ6EkQAblxqrnsdtM0rSKnfZSeiA+Ekj3m5vBrOro9t7POLtxo/fKXMaEG2S20ypUhARcz+8IckdLhFUABdCjTDxfBfwMDszPtWZIZy0jNWiqj+t8qYZ60+2oJPmDP1sEZwj3Nv33vcZpffHkmUCvoDtRJyztudLVEkkk9c0C/Ts7aWvs/e+7Ge9628GOObGu39+4u36qmOyEfvVoO4w6P6LjvBhBMMEwlIAkZ6q6pf27pU0b6Hw/hPNaq3UHjDE89OR3EoM/mn4C8aME68ddhjxIBUq/1WWTCjmqV5FBxFW6PRDtKmEH9xZiM6U+/YVTuLLegBdREoyiF0jfl7hYquHA3gLue0/LADl7sYLjz54NX8uZKj1drTQxN5XF/FwOjifCksRhex3bF71nX7rUUxJfo8doRDcEoLVYNWwPM8XMUFm/9vlgQMug3TOVwVrVCRZTVQLpeDb+lx86FC5Ef3T8JTz/8pXwYBiUDLtlsFAZOIppMPi+xPFnv49nvnMp1Whzg/7YcZV8RQnFrHwRyqgzxnAlcm9Oitx72rHkswZqjZYCYlR8p/1+u7RWx5lzG+AsOrsyDmPAd7+/kTjXbnGphIeeXITbxW5JM/ytoKTN82VMCdAIysDKVQe248dFudA6RhGUxGs3WPjxMvSke133ZvUi0HEZqAVLSAmLt8R1upVZXs2sfPtnWSaH54kwq1PIWTAMPlCVQr9lX8PMG203RG+6bgYXSrWwtw9Q65Fl2HCDIKceqxPtd3rim0sqIxspEzZ4a9xSWPWBllEdKxFG8vUvlZt4+MsvhW0HwwSu9Pm7uFZHveF1KHXe/76bQ8dT9zbmMp0BQx5pCUl6Nh97+gym8xYath9mj99x83xihVK3a5D2d9GgwoE9eTiewGq5iam8UjzvNpM0qWKntNEIjXSDM+yfU2uqnq/MwIIgqbpY7SJYDP2Nsxs3SfdANFPWfh9xxmJBoc5xVKraiwUVXPr1lmnE1rjLa3Ucmi/G3jtjcpy9VMFDT74Ezxdd1zAhgfMrNTz0pe+EqrO61FjNJJbwfAFfqPXioS99B67Xe1U0g75LrQNiBHt79Dk8tK+Ai6t1AMlz7nX/ebRvVqPv9W4tICdOLcPzJTbrdjjuKh/RINHPfNRmio6706XcZy+UY8mUasNNrGLarCndAs8Tfe0xer3hLPq/GaaKmVjJcFp1i/BFoDCs0C1zridCxWxt40op4AnANIIs9ojjDicpWN8tqJY243w7jnMckKM6JvoxYKKN4L3EVXo9EGnRmejwa91b2o6eA2cGfaoXSjU88c2l8H1PL2+EipjaiHY8pfW+sWmHTuAom+IgBmvajCz9PTXRbxotzWzvB9SR+rRyyXYnKGrQAkqVteH4atyAyZHPGDi9vIEbg+P8XjAyKCqq5HqqJ2VuKhOTpdeRRLVZqCKpvzu30TF2yDI4JFqjkBA4BEmD5ofhQqkG2/XhuGqDNw0WGrT6Ok/SvK+kY7FMjrt/tCWEE+3LaJ+V2nB8MLDQWUxCD2r/gz9bhGWwMIN96ruXVCBiCDhnOLivgIulOlxfKEXbNkEJxxPBUPj044r+N0rSZrS4VMJquTOzlvbe2oAYhNb8YITjXpICGMNu9El9cL3u+fbP0iW1rufHKkluOTwX6xXuNmKjn7KvdudikHmj7et6kjhVMW+h1vCwby7X8RwuLpVwvlTruH6+kBCuymblMgYMn6lnve3vsoFGQj6j2koubzRiBrrttrIvgwauoufPdnwIKbFZd2AF4nxaSdv2RMtxka3exr3T2b4y4EnOZrvQWjeDNcnxTbs/op9Rb7gwuJpFKnzlCaisNYsFYNsrdpRiKiA8Eai8C1QaSvRKz1c2Asvb4Ep0p90fYJx1HWfXL4P23+l7IBNpVUiDAfjVn741sZ1EjedpfSnPl7CM1jo0U8yEM3Y9Twk8btbjbR6VmgPbEWpGfR8lAhII720WZG/LVbvj3ArR3ekNvx9T3zJjceQyBupNL1RY50zNLPV8NT9TRD6k/VC1gvehfa1qpvZ+3ErDQyFnJt7LF0o11JouGONB5Y1EpWbD9wUylpHa29l0vPAZFVJ2JFPKVRv7ZlW1j4YjGLvjB7OA+zhP4XkNAq6H9uZx7z98U8fz2h5UAlqK24bB1DMTnEfPD6pEOIPBWFj2L8JtVI176mZn9rOeTVKwvltQTY++moTjHAfkqI6Bfg2YaCN4VOjBcX2sV2xcWavjwcdfDB2xYW60E6daw68rdbejFFIjghIiEWRdz63U8NCX1LgUna0MM6+tpz0oXVQlTXums0Nviv0arGnn9l1vO4gLpVpo0EfXXs6UiJFG9wMqQRyJi2sNAEpKPXqt3rswDSDuBNUaqtdLSmA9mLM4P5fH7FTLvZFShkqPhsHDY/F8GUby9DFGBUz0eInoxlFKUJIFWr0xBkc4+6y9h2VYFpdKaDh+rFTV8yUMrrJQ+rpsRZ9Fv8eX9plJP9dCONGRCe33m34GVcFeb1xfXePP/fliZPMbAqn6tBhDYhCpH1jkvxKq51WTtEY88c2lsGesH/oIisc+P4oMSh45Q2IAY5h1LakPrp8Sx6SAk+spEaF600t0YC6t1fHQl15CPmN0tGT0G1zrcC7Y8PNG+wnIRO/9Bx9/MfW9pATmihnc9x6VqYgq16oKCnXt9cisBx9/EedX6+HvgXj25RfveetAgavo+fMCw1ailenNmBwXS3Xsm8vFVOcBhvVKE9zgwQgnFVzVGaI0Z7Xd4R8mk99rb4++9tP/4Vu4GAj4mAYLz9WBPbnY3+mgoC9UFk/1mqonyTJbGXLV3uKF9xGgyhmlVHu2fv4sk8dUgrWw2aBr9DD9d/r+bDoeeNBfm8Ztb92fmMUCZFjFE3fYVOCrmFMTBlSWWsE5UK6pvVJn4TbrbtDPPfi6KiXCa9Dxuz7fQwUlBPJZpe78Kz/1tvCZvLRWj7d5dHl/g6vvDABfPHkGTfu7iercnufDl2ovMzjDE994FUePzAc97CxSOacc7UrdBWedpbn683MZM3xGq1W7I5liGmpWqq4yC7908D+UWdL9bLX3pgoh0XQF/t9feQmOKyEhsb7ZxJnXN4LnqCWolbWMWH+2ylrL0OHdM53B+qYDzxdgPJ651XohQHpgtJ9A/CQF64H0hFX7cY4y2m0SIEd1DCQZMGXb6xAA0IYT50qMIvpQawEIPafTMjnWN+2OgeO9brSoWmwhZ+H7l1oqmR0N7DJulLqewJefOYusxUNlNt3fE30PXd6XpMrWL/0arGnG4Qunr2CmYMXKI01DlQY1HC8cn+N4qlx2qmAhaxlY37SDBZVjs+7iwN5CaLC897YfANDalP/kxOlwfJDBlQFuu6pPat9sPnbcvi9bI4Mi5zk6DJwBmJnKQEqBhpNclt0LHW0FdESSjxwlO3FqGcWcGW6k+rCEkJgpZlCpOXBcMRZlz0EZxFDsRvv9ZgZloGZKOXYSUg6eaWxHSKBSdzBbzMJLiN5ruiUEuKGyLmqwPTCVtxJ7zQF1/i6UuvfStqNn9xpcvXfTFXAcP6bgqZ2aNNLO0zAbfVIfXD9ORpqTF22TiDow0Z5gzxMdLRn9BtfanQugv3mj3cqF23UNTi9vpCrCp904LAge6Ncs7CnAypixNdh2fZxe3sA9wXt1y74MGriKqdWbqlRPSgHbAc5dqYbZxPVKM1S+FsFDJyTAwqBrfyIp0QBXuWqrMTaR75qkvB09/sWlEh45/nLQ1xyZ7YrWvXf8mdfwF99a7qiAMA0WnC0RBhb1e+qgoK480N9Vq8FWag6mCyrTqucrG5HbiTGGQsYIAwVaSdR2faxu1IN2hDpYcJ367Vsdpixf//xrf3sBF1eqKgDB0RHMswzgY/e8reP187M5vHahohw4g8MXIhBxQ/gMPPvSJTWWSX17MCaxd0bNRLUdH0agOp4kVtgv/fRo90JIlWEs5syYdkSprGZxR9s8Wo0bcbSIkh6BxznQTAky1m0/1CsQUmVqF5dK8Hw/VHRvR0bOUfS3etzdM9+5hEJOrbNhUCC4L+emMlir2ChX7bCkXgiJQtYIerK7B0OLOdV2ELXZGEPH+hlux1IF4h3XRjFvYmPTDqsB27+D64lQnIoF5dfZQPTT4KxD+TmqWxGdHKHaxVgYyExaz7Imj42GirbNDcpWzUFtX5tJ9ZfoMGDqTSXkACljAgDvettBfP3F86FybBQJYHYqG87pNDhDMW+i2vCwstEMR5L0utGSHEBALQiWofocu5UOAgh6M4IFoW2IPGetxc7z5dARmn4N1iTj0PN8XKnY2L+3gMMHplCpOag1vTALcsvhuVi2od5wMV2wgteKcEahXljbjU1tMEZVUnXfDADUGh6mCn7suE2DIRNktqbzVkd/IQDMTqme2dnpHOy1+lCOKhDNwnb2sAyDUrDMhMGR0LkOsv2VuoN8xsRm3cXapo2lCy+FWZetpl/jKWnB1xlyIGHsCQNsISGYMi5G13Lsn0LWDAMAPOhj07eC7ldOEuRgUFmJqKJ1+72epBJqGrxrKbFGG8v6f88Us7HSunLVxmbdhcFZ1/czDVV6lWTgDpOVH7ZcWL/nE994FeeuVMPn7fN//h0c2qfKuPV767JC/d0lOmdv9htcS3Iu9KiqdqdIn4uzlypoOq1Km7rt4cvPnMUz37mEn73zZtxyeA5L5ysQUsAXPNVJ0y0RSdfHamvVSNq3KjU3rOzJZVpBt47MOZDYu92N6Pmbm8ri0lo9tre4ngjKMUXQegIgUnGig6RaJCWpZUbTHuCq1BysVZpgjIUGa7TSpj0IBihRwabrwwjKJ3UJsp7RePyZ1zqEaTReUAoPqGqlj/7u18Nj19Ux7W0rql++9VmH9hVxx60Hcfy5s+F+LCQgIWNChvpZkkKEPfP6HtbKz/201Oh+6Cj9Pmd6dNTHP/NXaDotHYUg8QXLTDY17zp2GJ97YlH1YDM1ksUwJPZMK3Gwe+64CTcemsFDT34HUsog45wNZ6LWmx4e/OXb8eDjL8LaaKbqcvRiWCc1Y/Iw86v35NVKE098cyksW81lDKXqHqlQS/o8VSElw/LZfjLDvgCYAQAMpsHwJydOKwX2FGLOafDv6Li708sbuLzegBB6BJ8qW7ZMDtM0lMhb3YOQQmktMBXc2jebD5+ri6VqxzHooAnnPFQbZ4x1iH22E72PtVCZsmE7v6MWoJJSYCpv4Q8e+AddlZ+TRj1tVFX/f5LuR3RNOTRfgOMJ2N1EKnqw1eP+omtztLpsJ0KO6gi88Mpl/OnJ0yhXHTXAebo1axOyUwDg9PIGZooZNB0/dJL0WmRwtYFeWquHTpRvy6CHUT1EWrwISDf0OgxyjnCT03X7kYBVB3oBmZuyWj0WUMOZp3Immq4IS02SVNn6pV+DNck4rNRcMM6wsdkSC5jKWzGV0egcxE9/4RQurdZDlWNVTMbC8uCosfngY/8Dp18vJx5z6OBDSbpHI2onTrV6AvbMqPfabLjha0yDYbPuouH4mM6boXqrGDBLlzF52PfSPvttWPQ51mNw9EgUKSWqDRdCtIajAyrTevzZs6GQ1lZFBYH+nJS0BX92toA3zhcAJDst0dIiDolizsJmMCd31MxpN2pND4WcF5Y26nEfRpCFMQ3lODPd58YYTM5SgwPdZn7qMRppJeUabTzsncnBcX3Umx7KVRu1hhtWdFgmxwdvfyNOL2+EaqVKybNNWTxwytIM3EGcG6CzDw4YrN+mUndj19MXqoz70b84jZmgbDAaWArXR4mYKNRdxw7j0adewVrQGmFw1XemS2k1d77zhg7nwhcSWcuIOUWPPvUKwFigyBzfDzSr5WZoTIXf3RWwXRum0Sr3i6rJp2U2PF9g6XwFx595DaeXN2L7li6tVPuWquypN9KfBSkxsJBbdG/S2RXPV1oKnAEi2JxEkEnhjIEF2aKFuRzWKnbXlplo0CY6ighQQcK1io2NTRu5jNFRaQN0Ksfqe94PypSFVGXKnGcxP5vDyW+f6+t7a4RUrTZpsEgQWKvx6Oc9LdMefZY+/pm/SnzfasPD0vlKGFgAktfMhuPDaOv7TBsjkx4UbAkEqVJY/TwlL6hHj8zjuvkirqw3IKQMxMGyMXGwo0fmw1nWaUGi6LggLmRicCXpfIficX38fbf30aWoni/RsH1cWW/g4L5C6zmCFsBqBV5U4EKpWkvZf8tFO+oZUvPtSxvNvrPD//j/fjR2P/z6Q8+ErQAaXRKdD8ZA5XNWrAqj3nQ7nqvZqawq7w/WPEC1TW02XPhBpjafNVDvQ0EZaDmryhbu7KsHWgFWzgBfsjDY3s3OfPDxFztKibvpfoxbCHCSxv1NOuSoDsnxZ15TM7+ECBYhYLXcwN6ZXFA2IcMFPxqp1mUIus7/0lpd9RAET5/r+q0FKyjzioraRMUm0nqqomqxc8UM1jYdNTYCqndMB/qTo3oMDEDDVs70zW+Yi/VxzU61soijzhzsx2BNyrzqiLQj/KBn1kfT8dG0O7OYUXGpcJSNBACBYjCbVM/q+5nf+D/7XjznpjNwg/LAR596BZbBsFFzgUA9UP+fF2QJZCBM5fsCq4HTMOhItkLW3JI5eR3BjaDc/E3XzaSKBgmpSqMBhJubabCuA9qHoT1QEXWidT932oL/5DdfxSfuPRp7v0rDa933gQMxP5sLDSP9fu1iVuPA4KokSUpgfdNWpVSbdpj90lmYQtZAxjJiVQKD9JlFS5k4ZyjkrI4yeQDIZ9SYlnU9w3UqE8ugC6Ei0CsbzXCcQ+u7qICJZQBuW0WrLyTyWWNswg3tfXDRUU2/8HtfVwJQgZpme+BGj7HShEacBJq2B4sDlbqXOB/RFxJCtkShzl6soNb0WpmOaAo6QpJzUciZsfm4WctQDq+UcBLmYEfX6Kbjh5oBUWNWC7Mcf+a12CxDg7OYYFsUIQWOP3cWs8UsZqcsrG86WC03wDkHguCNNjQBlS2xE5qyGTCwkFvUaNQ9iQuBuq1W9A2PUwCSqywwoPY7HdhhQJg50y0zy5c3cXpZ9bVlgrJiPYpIKzxLKVGuumFZX7TSRhMNghVyZmymLYMKyuiMzOeeWOzre/eLCKJnlskxnTfDMS/33HFTX9UrTceLzS2Nwhhi63J0zdTVBK4nsLEZ7/tMaiXoHhRk4WzQ6PVs2H64XrffL+948wKeen5ZiQpKGWTU2UC9gXqfKGZVC4sMvvPeqQx+/1fv6DhX0QkMDdsPM2P9tDVEcTwR043QL1PZSJWkaNpeYnZUSGAmb8EK7rnRgqNKLb7bW0TXFIZWQOaJb7yaOqKNBf/PcQXmpoyOecbtz1XO4jCt+N9JKVGzvTAwBaBvOyv6fTgHpOSJhpMK+OuZ00oI6hd+7+thYCeq6q7F0c68vhEmDPrR/YgGzfUz4zg+Lq/W8Wuf++uB9un299OMQ5m3V3XZToQc1SFoH0ytnB8BxlSWL2cZyGaMYB6aG4tUS6lUDB3Xj/V+GQbDWqXRsUAqYRKJjGWonpqVWui4CtGKXnoRp0lnbZU6nMDsVCZcjFVPm4m9MzmUNhodC4YvJCRXkV8dWX/2pUt403Vqhmo0qns1oj5JEbH1ShOOKzrKNZuOiEWN9esK+WDETJuhvll3VVY1mNXXdPov41gtN8NzH80oKZVPAdsVmMqbgJRwfRmW6CTN1uwH3UMSjYC2bzDREp5BSIs6PnL85a6va4++er5EueZgtpgZW1QwOqQ8Otd3ttgaaWE7PuamszFVSNPgaNhxD+qJby6h1nBimXEpJNY3bRzaV4gJRv3dufJQohxAK4sWjWy3FKDVveB6Qo0KqdodSol1WzkmvxqIcfRLUimT56rxSXNTWczPKtVUzxex+bjRjc1xBfIZE03Xj5VXacE1PTtWG3RJbZecAbbTWcY/bOa9vQ9Oj2rS4imAWrfOrdTwyPGXY8GccIxV5P30dXE9NYpppphJdewgEZaJPfUtZdhlgkwyIEMRk/bvpUsWu/VIameLpawIEq3+MCB91u1/O7WMPTO50LmcncqqrHjb2i5kMH/TV/e8Ro/ZylotA1R/TzdUopXhudOfO4yQmw5OLixM49c/+//FRs1RugFoaSjombymoYK6JgNsTyCfMbDZEGGJMKDWU8Pise/qi5aTpIWagEBJNiI8NlPMwAl6njXRLJ2uMgEQOnI5ywwVfHMZM9YeMir6u8+2jRvStAeh2udo5zJmx5qnmZvOhgJN0X5rbZ8wIByftr5px+6PP/izxXBvOb280TUoaBgMjDPVThGxT8CQWNq4uFTCsy9dQjFvhn2P1YaLu2+Lrw3RipiLpXr4/TW62kG3TekyXFegwyaIvp+uQlD3lIQZ9AVJrz+lX0Ddb+3KwAwqCRHt7W9H9a37mJ3Kwoi23AyBEIAP0bUaKHZ8TFX4LZ2vpHTLRl4j1XOhst5K+VuvdfmsCdM0cOT6fGxkU3TuMQuSHwBTgc0hv6fu1Y2KZUZb2drflwVlybqFAkBMMdkyjUDUrKXM3E33QwdDfF+owFpkX+mnZz7t/capzNtPddlOhBzVIThxalkp9kVmB4KrMtvpQgY/e+fNyoB2fVRqbixSLaVEaaOJcs0NBBcUvi9D4Z52hFSz5OLjWOIzuCRUDxmgFr+D+wq4tFqHLwT2zeaDqJ0flLN5KOR8FIM5cx3LhgQYb0XWy7aHF75Xwr65HObN0Weo9kvSxnzXscP4wlOvhKVybYfdYTTqvpv1IEqrxQyElJify6NSdTAT9I72rXbaJeLqC2UMCaHmZIYlvgJh76GRHBTsipTKINWl348+9UqH4x0dHZHmrA7iLKgM1mAlSUJIbFTtnsIK/XL0yDzOXqzgqeeXQyfV4Ay1podsxoRhcHi+h0rNCcWgtHFfb8qYkXJ5rQ4txiFl3GG5tFqH5wv80r/9Zmzz6xfdn6wUBxkMKXH9whSWL1djf6dVO/Vz6KXERmxX4NR3Lw30fOnsYbSUiTEWCNb4KORM3HTdTMc1j1Y2fPLh51T5M7r37bZnTCxDGXgiIoITnfEHYKR+nLMXK3jtfBmNptvx2VHqtocnvrkUvqfu2YwGiHRGAYHBMzuVVX+T8J65jLqujxx/OQxI6fMrJMNmzUa5CuyXiH2vsxcr+PrfXkCt4YTP+spGE3NTqjROHweAsMol+vH6f+cy3UvkOAsMxw01fkjPVfVF/D31MScZw/p7O8GMWQDIZ004nkAuYyqHOuH8jSrkpg1b1xMwIudAnQ8ZZi/ve9/NAIL7+1IFduQ7cM7QiJwfKRGWEauydBVwqdScUMRMX6d6wwWYKvWLzlu97S37ceOhmTCDl8+aoZhhdMzMne+8IbVHdRh04OzKeiMYH8fC9SspCNU+R1uXnEPE76WsxVGuOfA8gdWNJhaXSqGRHI7KY6zrmm27Al955qyqlJhrCQmG1WLrDTz4+IuYLWZgcKbGt/nx67K+aSOfMWJ7tC7Rnp3KwjJbmd2T3z6XaF/YnoiNZYquITpAL8Je1kzMOW9H/+yxp8+g1vRgMgYZlFwv7MljvdLsX2iv7d8qOJZcidDKuqr703aVuNYwLSfR1+ybzWOzZvel8K4DqUImiy4l4fkitF2EUH3U83P5MLMdzdJnLR7p32ytHJbJw/13WMJ2kx7nS7VeqD8olZvIWgZKwTFxhqAlxg+V6pXvm677EQbNg2oQfdq0cFp7z3wvW2ucCsL6s/TsaT17u1t12U6CHNUhKJWbsILh3NHaeM9X0ZBotO7KWj1WKgEAnNvwA0emX8o1R4ktRKLbUaKiF7rsRP2dkvYXaD3UQgIr641Q2RdoGZpKiVH1qunjbdg+hBRXtZa+28Y8W8ygGsmmRDlXquPgPnT03bRKqmV4vjzPR9PxMG8qY6tfp6zXIqsNWhmojPq+gGWytlE0g6/UtivCvrq07K+U6WMw0qJtZy9WEmcMWiZX9+iAu4qUQNP2EyPZw3B6eQP75nJYCQw4FkQ+KzUH+/fkYRjKcYXUcvoqQjrTkdlVTiqHUhaMfitdftuP6FA7URVmALH+dNNgwfD4YC4g1PFfty+Pf/ULt+EXfu/rqe976pUVfKxbA2ob7WOlAN2zo56HB3/5dgCqbeGR4y8n9rxpoZh+iZYampyhkDVC4Ytoa4JWOW3fQPsRxTp7saLmkuryuh634/mVWqhQfcvhOVwIMiZA5JoH52h2SmWtLMuA5/lhz3guqIgpZo1QVEd/V13loh1mBqDRdLEe6d//P5//Pny/M1exUVVzQw2DByXLCHrz4urTDMqQ0mqhLEFJVc9gBlrq4r7vo+Q1ASmRCeZF6z5ooLtAi5Sq73O13MBMUY3YuPOdN+DrL55PPH+5rDmSkJu+7lpZ11BCCmGbStbiMcdQ95XpLKz+XtHvpPdj0+BBlthEvenBcQVmI+Jgei9zHS8mDlPIWWEQNtpCkzbb8SfvuLFD9dfkwWzJEdg3m0O14YZtPZ4v4Xjd++miJefRTK/tisi6KfDQl14CpIDnt66nwXs/VxJq/rTOQkdVsgHgzOsb6r6wTOyZzuLyaj32/r4vUK75KNccHAj24rrtoW574agZzpgSunO9cG9K6ztuX0N0gF6vE4AqB+22nmnnKqkX2ZcI1+92DK5KtH0hYxVVWvFYSMBkDF7CPh91VqUE1iLVWYOiy2kZU6X4g4wh00Ghfke0CQlkglJ8X6g1JzrP+Isnz4RZ+lpKZt8bIFPd69j7eaPoeY0KH5WrDhb25IMKPRtesG920/3QP9PCXhIIVZcBZf/r0t320vIkEcq0SjYAA42Xitp17bOn9divK2vJpd07BXJUh2B+NgcvKFHRhoqQAGe8Y+PWvVyaetNtlVENEEHTTe1pROv/dVmE7unRC1ns/RD/bNeXSjQpcNbWKs0wOu/6IugVajGOWvpuJGWH9MY8kzc7UxARrqw31OxCKSEEYmVMGlWCbcMKIllZy4BlMNhdFPMGRQqJnMVR9UUwM0+VJPkjDOJs2h5qDberwZk2BiOtl/Pkt8+FWeXozy2DJWaue8EATBWssQUydJlatEdNB4YqNQe+L1U2IHA+M4EypB7xoDmwJxfMOWTgLF6R0OV2ipHUf+WL1jVlQTZIG8R61rAWyzA4Qy5r4B237MeDj7/Y9fkXkT7cXhvViVPLKFedoCUAQCRrzDnCzNfxZ15TTh9YUKbu4/hzZ3F5rY7Xr1RTe5XS0IevnHE/fGb3TefQsL1A/bzlILVvoP2IYlVqjhI/4xyO6F2eL9EKVD370iW85+3X44XTV3BhtR7rZwUQZulVL6IAB2CayqH2VU1YaMi6kV7SjmqWmhtmG9qfzWi5LABsbNo4cv0sTM5QbSiBNc8Tql0kY2AqZ2KqkAmN85miErZrN/EY6wxa6qwcoObGmgYLeyz73mvAYDs+PhKUUN94aAZPfOPVjvM3DiG3MBP47Fm4wXFrVfZsptM80WtB1uSoOD7an1opVbBJlwfqMvBPPvxcYj/Y6oaHfXM5+L4S1KrUnLCc+1/9wm0AWuWhS+crmCpYMDjw2oVKWBKbyxi46bqZmJaD5/k9Bcy64bg+qkHwzXZ9uL4Mgj3o2k+njeD2TK8IFi3OW85C1CToN6smZeBw2l5HRY+QSkG96XjYy1vqwdFKJi+4Ca+0qd7rLZEbrWNZ2WjiK8+cxdy0WsvXNm00HOXURrfQS0GPoB71M1PMxPpuc5aRGjTV91NSL7LBeaDq63U8OxKqdHy13AydVl2K/PrlzUSROf269nM2THBUowOTjHW2NgGtUWNpaCGmQQqgDK6yogws1vsZzdLLlM8cn3U1GhIq0H1gbwGGwTFXzMS+SxpRYS8dLANaqu66dPfEqWW4nojPzhUSTz2/HKsU0NVMeg//wlOvoGn7mCpYmC5YfVUeRe06bSMJIVHaULaOwRkOLRQTX7tTIEd1CHTKfnYqg2ogxGEEqpz6ptMGV1SwYu9MLuY0DVzmAYRRnPaFJbrpaCN5pmBhrWL3HX3qcF49gdVyAwwsPuQZo9fS9yI1OyQEmq5AzuKp0UMhkopuEv5OqjmR9YYbi/5G4ZFM9aCwoAcla/IgEi1hGRxZS5XTDbNB9fOaXIKBB6Q370ezyhrPUz1uhayBhtMp9tKN2alMh5M4CmEvR5txqjZnVc6nKhRUj46ed7hRtdFo+mF27R237MfXXzyPpuNDBg6llOml2Pp5Mw0elsVxLYiUcJw6GJTPmmE1QiFnYdYTcFwRzlSOGrRTBTO15B9AR9950qzH6FoTGsey9R8hgFsOzwFQQQntpAJqA3U9iW+9fAWWyQcu9U5C9+HrihODR6tPWNg32L6GpAm8hAY6+lszGdChtq6djij63OnyzmlPoFJ34PnA6kYDB/YWQlXc0JEV6QGONGOv/ZANg2H5cjXMejEAGYujkDVhGgz3/sM3hdf30184hYurNTW2g8vYZyToOMUoV9Uc7mLWVErzfQTIhFRzAg2DdRhT/dKt5E3/bq3qYO9UJnwWOGcQQaBVZ7SbtoeHnvwOjlw/G77H/GwOl9bqqNnd2xKEBI69uXXcaf1ggESt4bQ9g50iVY4rIKTsCHpqPYLm+QqWLlQwlbdQyBmqrHgEyjU3DIrZbmsf7GeO9slvnwueb9lxT3LG4DMZVJ8M3oLCANz/vps79AuiFV3qo2VY/eX7Egj0GTRpj7EOthscCA4Tm3VVhaATAklrwGbDRSFrolyzA/0PlS6WQqLpePiDP1tUBvu+At7x5oVYllY7t0C8F/nOd96Ap761nBzElBK5jBHO/o0qJet7WVVNiNRzPKq6vLZNBJIOUNErAKH3BzO4F6J/bSTsdaF4FBgO7o3fd9FS/m7fq9+gcC/eeHAa3780/MgVXXbt+wK3HJ7rO4upv6fumVfnWCKfzYalu188eaZjdq4R2K/tpcHnS7XQOdXrjL7n2+c2t7O4VMLS+XJQ7m6oHtxIQJUFpd2vX9rEp79waizBxe2AHNUhaBf3aL+x47X6qgSwXHViAjzDoF+qjJb4AugHG0/OMsOZUWoQOEPTHbwnQPW2KbGo6bwJbqjsy6i19P2ie8vUAPBIdshgmJ/NYX42h+8tbwy94Gkjz/GUCFb7+2gjSMiWyETf7w1Vttd01Jwty+CYm8qGSor1hot81sJqZfiIe+pnM9U7lUSasZbLmB2iIpWaEppa2FNAveliZaM/p5NzhoxljDWQERXKiBqnuh9ts+4Em58EJEO5qoyVzWDUQnt2TRsp5aqthDOkTOyb0VkHETHwvbbyTJ3BVRFVNa6k1vBiQ9F1EEtnOx58/EV4vsRmvXsvL2Odfed6rIl2XHU5HCCw2Uh2eCVUhuWF762g4Xhhb3373/hitN6hKOF5ki2hEa1q7AuEBkJ0DUkSeDGC0jRfAJz318fFIt8vrfJDGwlNx4fvezANhpmCBSFVNlavc+0jO9Y37dChMo2WivMgKFGQ1nWXUM+hW7OxdzoX9vbecngOV9YbwTqfoHTZw/HcO6PEs6oNF9fNFwN11bNweySldU/qMKX73WYDAq0+5em8+t1T31rGVN4KA0baEanbfuiQRd/jrmOH8fk//05PA5wBeD0Q/tKvS+oHmylmOtbhIJEeqzTxUmY3apzgOW4XIhoF/RXbAxK95mg3HS8YN8Uhgn74sEQ/klkfRkZg73QGR4/Mo5Az4QsZllPKyJrsS+DCah08eA71sx/9Gt2eGYMrB7xVeaTal3qVrftCYqaQUePrAnEcP/JZvpA4v1LD+VIt3I89X4Rlx9MFq6MX+eS3X+9QNQd0+5TSAPGFquJSAbJI/6fodNgsg4VK7KPeJ/p0tAdsosfRDxLqmuWzZmg7fPW576eeb18A+SwPq4L0DN/1TafveeSWwdS67ktYQXn1MFuPFQi+DYOUQKXqQEqBp55f7juLGbXz/VINfjCd48CefPgsbtadSDWaDCqbWDi27fgzr+Gp55chpAjvl8260kkwmHqFDuh228Mee/pMKFalqpqUMr6uvtSJLcYYrgwo9jRJkKM6JEePtIZct9OeuSrkLOSzJi6W6jCZ3mg6o539IoTaScOeNyCMOgMtZTxfKCeskDVjc/j6weAM180XIaVEvel19OuMc1ZmEncdO4w//MpLMVVRFf2TuOXwHG48NIPvvb7RV2guKYKnN5Bawwv71KJ/217aNyhz0zklphURawJavVFzRTXeJqlcpxdpEUnL4Lj7R9NVf9OMtTvfeQOefelS7OeeL7BvNhdzGtLOg85I6tLmjU0bs1PJggSDogW1oufJMjksA6jbIqbYp/xUCduVcFwHhsEC8YZ4dk2X+Dz4+Iu4tFYPy3OSvl97lUH77wD1PGsxkpliHk3HQ62R3Pd29Mg8LpRqqDVdMMbBwz7WlOqA4EMcT+BiqRaWs2/WXczP5dB0fTRsDyzSK5PGxdVaaNBFhdzC75GSKU6i/Xx1uz/0ZqnLn6VU/az3vefm2BqSJPCiWipkWEqns0xAq0ez3Z4SQqJctZX6bcocSO0w7ZnOhs+BnmkafVaLORPVuhuquJerDgAZ9iZxg41UuheeI6ner1JzcHBfIRy30o42QlX2qntugnM1ZqpcdXB5rY6T3z6HjGXC9bvvBb6QYAbCGa2D0G02IIDwd/qZ9IVEvemCcwa3re3CF+pZj77HXccOqz6sLmij8HKkLyutH+yJby4BSG4NqdseinkTsIzE47taGJyFs5bVfs+6ztHOZUzYrg+DtXrU9ZEPa3MwKGGxn7vrFgCt9ic7Jeqh15nYz7q8fyFrwHZFUEXFQuOdc61K3fvc6zFPQkpkg+AhU+HLjr7Qhu1hppgJhc1sx4fBWYJt01on20v42yu69F4RPp8Jh8x5sF40R8u4RwkDGvoYYkfdH2/YPxWKZN7/vpvxM++7GY//5fdS/76QMcJqg2rDCRV5+0ECqndej2UL9iM/SMn342AbXAWk/R5rbzZjwE7R89CVUnr9Ltf6y2IC6VUmWlulvWVKB4LzWZX1jE4N8fVzHdxAkrGY2nv7HtYunGQaQN3WV16fH7X+67GIjKnPNwy+I+e0kqM6Isefea1jGLcuT9K9R6bJYURuPG24DZqpA9TCzYIlaaqgBC+ighOLS6VQGW91owHXlwM7qYBauBu2B8f14bgiFJD42Ttvvio3+dEj89g3m8fF1ZqaqQdltBRzJk4vb+CeO27qWv4bJe0MqwqleDlX+6YGxLNo/SCh+h9MQzkhWhFWoyNkM8WMmvkW2dyiZC2u+i+DlVsvPp5WH0WrNJUz4KbrZrqOpuk2/Fr3oWnpfy2kVLe90GBIN3JU0ITrubFSlYcBg4kCtKMX/WpbGZ3riViUW/dvBxVnMdGbK+sNleU1eUc5snbcpwP1a9tV/ZU6wst5spBGO1oxUPc7h9dT6NJAdX89/OWX8Ms/+bbgPVlYzsdZq8wqKpbWfj9E1woJhPNPXSEhheqt7GYO6gSFkK3eJv39ul1j3YPlBqWSN+yfxrkr1Zgh2ussMcZUbzAkpgsZTOWtjnuhXQVWi5/Nz+XRsF1Ug4xxJlD0tIOseRIbVQeer0YA6fEy7Uqj7aIsl9fqmJvO4vKmyshHMTkLywSBeF9yv/SK/rMgiNmwvXSlX6bWANNg2L8nj9evVFMDKaGIXlCurB3UXuXdOpN5YbUey6om7XXR9WZxqdQx1skyOeamMsHoo6DUTqgytemCFQjn9D6Pes08cWoZViCU1C0wIoSED7X+3HJ4LtajDKjsxaNPvZI6zkWzVmmi1nCGztokwaDEsRji/YMq0CfD/Q4IsiEIgmGGCjp/9oF/EL5Gz4SMrrFa/Tc6pmcYMibH/rkcLq834fqq5eYP/mwxCK4BUqa7QxIqMwSWXq4bxXZ9ZCwjUMsXwV5voRo8c/18DSERtn/oftXo8UT/Gw0uqZ5WL1Fsrv056bnOIW4/tLeV6Ht9nPdT0rENUrmnhbaiAaHf/8f/C/7Lye/FnODoZ7SPphsU/f114HGqkIHBVSVXt8Cf7sflHD3nxgKA02XkYPvnCKFswW5ZzF6E2ipIvldsRwBTwXMvZWxP13uydmrNoIoxWnnULpwkfJk4Ii6fVeOetI2he2i3WltmqyBHdQT+PydP4/hzZ0MDsG57+PIzZ7FvOoNKXQmAcIbWrFSuIhtCyHCgecbUZVDdBXIQvH7vTDbso4gKXmh0RNv3RYeK5CB7lkSrnGVuOttRxnU1nNWm4+P6halEFb/FpRIYUwp0w5KkpAmMp39Cz4I7vbzRUW6bNL82aSO3XVU2ekPQCO8JCd8XYRluK3IqMTuV7WsB6tZvZnsinGdnuz5s11YRu0BJNw1fSHCTq8CBUNUCT3zj1XBe2bD3zolTy6jbncZCGu3GiEYIpcy4VmlibiqLX3/omcSNdn42hztuPYiT3z4H1/diPVW98IXETNZEvRFstLLzOGxXtJUtqminijC33qcfdL9n9MbpldnTf2kZSpW46XhgjCFjMrh+ci+VXrM4axl+37+02WGQ9cL3JbIZJXKVpiys74uHv/wSbFeAQcIMgjzFfAY3XjcXk9hfXCrhD/5sMfUz600fv/ATbwWAmAKj7fqo2x6klGFGRZdvr1VawlfhOQgMhr93/Qyef/lKn9+4hcUZuNkKMKUhpXLsulVZyNAY56o0LGMmGtTaWE8qAUy7xXTJpf4b02iN9kgT4QKUgI8OKrXfv66n1qt2JVxfeD2dRO24Aa2sggrwRXqx085T8N/Xr1QTM9O2K4J+u+65JyFU5ca42Dej1P/LgQiclKLNUWfgXK3suYwBT8gw2J3PGDgYmR2aVmZ9//tuxj233xiq/zIo3YDNuhuW/vYOLAH/t5vn8eqFCiyTwfVbS42QyjjOWgwdQ6Aj6CobK9g/fL8l4tT++Ywx7JvO4t5/+KbwO2WCaphWoL13FZovtDhQ928ohQoItffKt9/noi042Iv2bGbSYYxDB6CdNHXifhBSrek5y8D+vflwbY7OCR7lcA2unCTT4LGkiS5J9X1VVTFdyOCm62ZQbbi4tFZPHaWlx2ypIH337502JSMN1xN4/UoVJmfYPzd461LS3O4ouayBpuODA0gqEuCcYSpvdWglaJ745lIomqiVh5OoNz2YgTOrn1s9N3ortWW2CnJUR+Arf/VaoqOzuukgY3B4QkDvQTp7F11oOQvGIOQsrPURoWJMlREXclZYkttu9Ouy48uRcs1o5i1aYthPv5fOZHYbKdEvg8zwBLr0VFocjz19BhmLoz5Cm4cQ8U1jUGc+DS1bf/Lb5zrKapOc1K4wFW1+03UzeOF7JQgpYsdpmqp8MWlA/CC0q9SFfSMyUEbtcWI8T6DsqWj2/GwOVzaa8IVALmOgEShEup7AI8dfDpU4e1EqN0cagh5Fb1bd+oJL5SZOfvscGo43sIAWY8CBPXlUGy6awQiHtONgwQXUwSorMEI3qv1HqXlYHjT4+bFME/+vT7wbi0slPPTkd+C46dkpfd7aP2fQTzUMFm64tut33SxVT6AMg3qr5QaK+Qx++sfeFPs7XU6ahpASn3viO2GpKGfKENDPT7nqIGMZobGqhFHQ0Yuoyy6HcVIBwBUShuejd0GeDJVEw7Vbl29Gbic1l1miUndw7Jb9eOFMCSwQ9NB/F+0ZBPozZLVQT/Te/d7yRphJbRfh8kVrFNYT31zq6mC3Pw79ZPp0X+PrV6oAlMNWrjqBQFdvA9QIsuBp6OqLbozLn2AA/rc7bkwdG6bnheuS3ne8eSEsrcyYKihRa3r4/qUKPv6ZvwqvZ9q4lk9+6O24546bQrVjxtRsUz3SR0g157lctdX4nsgFylocP35MBVkNQwkBJuEG631aRRCgrqHq5W6tMUnnVAIoB/dP1uSx2en/+4+rcuPHnj6DWsPtuX9yxiF6BLB1/z/nLJax6rjP+eAtWhnLgOP6iZlkhpYdltZj2nGs6C+TOypN18elUh03XT+DF165jHxmNPtKIwRgi1YGlfOWCjSAQGgLYUb7kw8/13WtiolydVlILJPjuvkiLq3VU8t/097flRKVhte1Tz8qhmQ7qlKkvX0maoNzrgK2ZdsJq+Sif6O+DzCVM0OtBM/zcWW9gc89sYg909mWOGqv7xD8kRdM85ibznTc6zsJclRHoFtE2PFFWKagjV4t/qL/7QfzFb0+Iz5CSJxfqcI0VB39gT35jofF8QRQVn/fXq6h/5eW7gcQigG0EzUEdFM3MPxYmm4iG+2KkNG5de29k74vYFpG8D4WKjVnpOik7oVhwQJqcLWJLOzJ4/JavS+DKgrnavHUs+CefekS3vW2g6GAT9MRAznHvi+xWm5iZaMZlv6Go1Cg+3cETIMNtABFjSNAlQZqI15vIpapDHSTc7g9RH9aBrG6LmsVG1oEQzu6Eqrq4NGnXsFH735LT2dVZ1D0dx1zEDqRhu2FD06vz9SDvnXZ9Sc/9HZ88uHnkM3wrtlNKYP7JHCKtLKtvg/7uZ990f+g9naEFDEhhrS4LGNAxjRS+9AGwfMlLq3WwpEpaffqiVPLKOQtZDMGKnU3mEvKMZM38Y63HIhpApTKzZ7Btmg/o5AtJVGgVTWStXhYNmiw1u+1QySlRG1IFVe9jgoBZDMcUxZHuRZ/LwYlfOQG5eamwWGLlkhN1GazTNV3pPeA9aqDu287jOPPnu2aKVV9SnHhJz36S8+QdH3Zcd9KAMefO6tKyyN9zYBae5qOMubORYSLhiHtWZNAOOpitdLEdN5Crdm72oGhP2e2W+vNONYcFuy177h5HqeXN/BMoEAeDdKmVbnceGgmpgqasXigZuvDDgQSbdcL++qAzv05GuzVI1iiZYWWyfErP/W2xM9/JnBy054vIVXfatPprvLaTTBOnyNI1W6kbYRD8wU4XqsHNtq2cr5UC0v+k57/bs4LAMxGhA6VIBI6KjOiY18GxehSgSQRDwRxpmbmdhMr7OceHFdA1/EFXrtQxm//8d9gKm9huocqfS8YVJBSV4IICUCoMnaNqmARYQl7t+BSOzq41jEFg6nRcIAKfAziqALajjHxxDdeDW1S1Wrmo1JzQ/2XXMYIqnOS3ye61wipemYNA3DrouNvMiaDlCwIWKn+6mrTC+wCNrD4ZiFnwqsqgav1TQeW4eHuH91abZmtYiRH9atf/SoefvhheJ6Hj3zkI7j//vtjv3/llVfwm7/5m6jVanjHO96Bf/kv/yVMc+f7xtqh6rUgJi1W7T/zfKW2munS9B2FQTkmjmfjljfMhiVteqZrFB3JAZQSJmcMWUvJ3fcqE4xu8NGNZtjSgW4iG+0jfQCJ1y5UcOb1DeyZziJrqci43uC/ePIMANVPMI4SGglgtpjB/JzKiK1uNOB5/Y1kYWjNqxVBliyan1rftPHC6SvheIxf+L2vK+NX9K8WGjq1LBhKHjg5YMrQ0mXG/S5Aukyv1vTCjV47PnpOn1Jb1v0SvQwNVR5qsJaRYJqd5eeaWtPrS6jlrmOHcebcRqxna6uR4f/r/plGEB2VUJm/asPF4lIJuYyB1UrvQE54SqXaoAo5CxvV0cLX/RjWnAGOK/Dwl1+CF2RXUpHAwX2FkUYA6Hc3Td7XvXqhVFNzI/X6FPS2lhOydfOB2NcgFQpJjovtCliB4aQ/VgfztCDLoFoC0c+zDFXerTPKlslRrrqYncrEnBYdPEoLDBSyBop5K6xOkNLD+VINn/zQ2/HC91ZwZb0BETixWYuj2nCDXlpAyk5nQpX5qiyu4/qoNTx4bUqlWiBNhOcgngnIZ82eme2+6OPmlRJoOD72zmSxVml2zXS1OwSDHoJpqJLEUWAA8hkTP3RkL169UOkapNUkVR2dOLUczm1UmRkGIVWWUkhgZb2BbMbATFFlTaL7c1RAT49gqjU9ZC0Dc8VM16om7eR2CwY1HYGspUqDewUP0jKHnKn+fF9IrFWasEwjHDFWtj08cvxlGMH1MA2G6+eLWDpfgesnO8jtfb9+UCaqe+3npnMoV+2gXzr9eEXkducMsKz+bDQpgWKuPwFLIdG3on5XBoiqtJfht+N4SgV/s+5g70wO9aYOmnUK13WjNSKpNbUBaE1TCCcrCBWgu7RWD1szBkGp3sbDrVpxut50UevRYpCElFJlMys29gdGwflSPbiPWnOJ26+xcjDjiQgetM9IqCx+2jl0PAnDQKgpoNcv02B9Bd3aaa/Qcn2Br//thdgc153C0F7j5cuX8ZnPfAZPPvkkMpkM7rvvPhw7dgxvelOrPOvXf/3X8W/+zb/BD//wD+M3fuM38F//63/Fhz70obEc+HYRm1tYtLBRHU29Td+MMwULK70WQRaPAPdTiiahbvTpQqY1wJ77sdmY3TYinWGTUo40liZthqfuN33k+Muw3Za0Ng8M1M26UoSMijjlrFdxca3RM1AwCA3bw/pmE5WaCyFViWg/a79EIIqVshZ6vsS5Uh0fe/AbOLSvEIoUtasx9gNnQV+Dvm4SmJ/LgXOmBKb6eA99rnXviV4E9SbULhITlioF3mK6oSEgoAwBQN3PqwmZd52VUZnc7hw9Mo97br+xa7ZoK2gvmedM9Xcc3FtQSqHfeBXnSi1FUYOrPqpHn3pFzWjtM8AhoUr/w5JYp4uITgI8KM/Q56afU6T/NuyL4+l/K6Gei0Hn/amWhkB5lDPks0aYBRNC4r+dWk7cLI8/85rqo4sdhIQtlPHy//y338BP3nFj6NStrNcHK6PvQrsjGhVmGSqtEkEbGNFqmCPXzyQOmLc9gYzJY4EinUW1XR+2J8JKiugYGT2+iDHWUupmrRUs6fmRUmDvjFo/LFMphn/5mbMAWtlkzlg4eqXj9QB+6Mhe/N35ykjnRx1Lf3/negKljWZYFp0xjfA6saBEe1h4MB/SNFjYZzZMVpUxxMaRvXCmFM5XBTqDtJq0qqNaww1GwUSiWxEklJ5D02nA4Ay3vWV/+Lt2AT29hqUZqn90/KWBS9w9H/jBH9iD7yytdf27xL2Dq4oUGawxQrS+C9DKtvKg1MF2JV6/Uu1a4RNFO6mAeg73Fqyh1o2ZourxTbsfdHVC1jJQyJmpIm9bRb/Pj8GVw+31+P46eF2pOWHQeZDP2DOdU7O0Iw5bzJFkLTtDBcMlNqpO3yKj0QCEVsHmjGGmmIHn+9ise7GRQYPCGAtH9GUtIya42TVAJnXrl0AhZ+H6+WJYARBVrE8jKTimxRrHQa3pXluqv8899xxuu+02zM3NAQDe//7348SJE/j4xz8OADh//jyazSZ++Id/GADw0z/90/jc5z634x3VaGZwKm+h1ij3nEvXD4WcBcuMqwvq0kLPV8ZJe09lv3i+yj4qRVOOueksFvaoS39+pdq1bIQxYP+efCyjOcxNntZvKoXAQ0++FG48vjasgv/6Qh17LAPHOgdRj4rtCoiai6m8BYOjp1hHlH7KbnwhcXG1FkTDZdBjOFiEMqksr7TRwL5IiSyQrs6pDaFm5IZVPUTKGU3KQEggDDBUask9lDrjzpmEwRkurda7RkVVT1N/X/zGQzO4bl8h5hh2Y9RyvVi/SPDfQs6EZfLYvf/Ql16CEDIs89Iz0PoVYIoaT9qBmS5YSslP9JkNGjDCnUSvKO3KemPg8zmVt3DdfBEXSjVkLI7Vih0zcmxX4NG/OI2PfuCWWNn/U99Kz8xxBlws1fDY02dw9mIFX3/xfMdc3XEjpfouDdvDTMEKFboHRR+f8CU830fT8XHLG2bx6w89g7VNpVyZtTimCxmYZrx/DWhXCI3PkpUceOjJ78Ay1aiXmWImHO+jBHk4HM9P1FLwBbBWscGZyvbeeGhGKeoGRmk/BtJ61YmV6F9VpCo9rTYDI1qOJnqklrFOtdhB1xQpW+NPoiN4ZiIaAp7nY+l8BZ+MlAInVR2VbU+pd/YQfWp9toyNwgK6j9KIZm8hJU6/Xh7gmyqEkHjpte5OKtB5HjMmx8F9BVxarYMxGSvLb32f1mt1Jrlhe6mjqbp9HgBsbDYHttem8iZmp7JoOD5cNzkQqT5L4s533oDTyxtY6zIjlQX/b4xx9r7vUV8AjT6ddClVOXYuw2EPUF1QyFmoN+MCb+2v3r8nj3LNQdP2IZlotcMJgBndkycqU6u+sV43N+uq71NnLPX5CBKfA6PX3NmihXrT7bt0ONq6U2u4+LtzG6FjO8o+NWybT8f7+PLaUv29cuUKFhYWwn/v378fi4uLqb9fWFjA5cuXB/qM6V/8fwCXLg17iFvCz18oB718LHyYXM+P3EgsMJ76v7EylqHmHPkyNPpZWxhonNlDxljQoyp7RqA5Y/h7b5hr/eC/DveZv9FwcXm9HpaJSqm+rzbs+3E7L/17FT371eDf43BVWbjFRH4W1GmM1xVuXVOTs2AepjKDWjMmh/s8XYI3+5fTuFiq4e/XHfz96B/8CbBqcryBMfwTKOGj9s9iQda8fcNjYOGq3+t8FLKmEt7ookanjzdjGZh9dgar5QbWNu2w/GfvdBb7ZvMA1EJ//Xodv8ZY4jG3YxpcZe2GPI88GBGTeMyMYd+fZjE7m8eNlzfxL22/I1I7zDOq7wn9WgaVgVQzBcc/wuBqkM0YwboYRMwTzgtjDPnHDcwemAaA2Dntdh61kuGxqBE0TouvjRsWprAW9FlLKQOBsa37vG73YDf0c2savBWVD8qXXS/dyGKMIWNx5Zj+e4F/OeB3s0yOA3sKOL9S67k+aIVrtc6k90b3i96DDYPB8+TY1+v2zwr+R0iv+8AyDRicBfM9JbIZE74QsXvI4FqZU+IjYDBNFiov+0IMlSE2DY7Mf+Lhs5WEXlt/IVj3t/q+TkKLpg2yzoX7FGN9HW+nHQUMGsrUYpKqHFS3e8Q/P9y7nsuj1nBxbqU60GfsFvT61S7c2Y5l8nA96GdvT8PgLJhxPDl75ajB8q2mENiKE8XBg8Cf/1nqr4d2VEXQTKzRi0e/v++HjGWoWQoTRMYy1IMFCdcV4WLFGcPhg9M4v1KDabCgBLD37arFLOygZFA96PHzNe4NRAu46HKpbu8vpMR61caBPYXUv+mHjGXANDlWNhpwXQHL4uBMqkjVAE/2uI2RpPfbqg1bv68Eww/+wD4AwOnvr4flsE3bH+r7SQD79xZguz4q9eSsp1rIlVFqmrxjTmT4nVlokoVK1f2cDsPgsF1Vtsi5uv9j7xuFMcxOZ7FetbFatsPvLIQMlX7fcGAa37+0GfaB9oNW1GVoGTOqXyT99TxSj9Pte+qxSNqp1n/fClgNd890vI61vofKGgwfwOhGv4aeJmMZYX98t+NhLFB0ZIA0kg0IHQjyfKnWeOgMcu97rd34YRhsTxmU9aqNqWIGK+sNQAbiOKZy7FozL8d3fYZxUoF4hl7HlkyTqzm7PVq09PVyhrjPhFCfs7A3jytryVUPjKn2grfcuBeAqj5Y2WgMLVCl3zMs0Q/qQ6OO8LgJr/EAb63HCBkGg+ejw0kFEIqytBwhgFkyeP1w30Nl5FvPVjubdQcXV+vqXgvSmGMJ+g6wpnDOcGi+iHNXBnPowj20z8+J2lFWwr7Xi7mpLOams6Hdks0E45uEhGVxLMypoOrKRgPlmouG42NhLo+MacDpEiDarUTXr6T7QScqAKX+HgbCh2QUUcGtQCeBugUHtxPGGPbvLaSuDdtGj+MZ2lE9ePAgXnjhhfDfKysr2L9/f+z3Kysr4b9LpVLs9/2w+tB/GHrj3ir+r0CIpqOXCkoldbaYRaXmdJRvpfGjb92PYz94MDY7rFJzsFF1QinvcSm6JcGY6idsV6KMYhkcv/rTycqAgxKN43zy4eewWXfDDXySiQoQjFpuyNAaVfDZL5wKRVCE6G/GXRI3zBfCZv80MkH/6OxUBuubduycGwYLRS1koHyg55X1wuCtUmzdE6LPT9JYDDMYXG+7fupolH0z2VDlLloC3w0r6C2LXpskRUANg5oRrESfRN8lUVuF7te6fmEKtuvDZGoQ+pnXN8Ze3tp+D2t/vd3+0wIkB/YWIKUMBV3SRpHwYBanjqq7nh++r3a+ddWJVkpeXCrhoS+9BM9LH5OzHZgGQz5rIpcxwhmsrq/G2OQzRlgKnFSmps/DdkT6f/KOG2OjTZYvpzsD0R7pQUWz9PNjGgz3v+9mANEZuMqBLWQNNGwfni+Qy5gwDYbr5ov4mTtvwW//x1MQUqvzJqvPR1FzFzmEEIEzrvKyvoz3hl2tQoRu8VUj6Hc1OMPsVAbvepuaz2y7XqhUKmTrubCCDJR26hkLMrEjHN9PJozD0e0fqxUbBkM4j3JYpvImbFcgG4wh00WZusfQMnko+iSlWmdmp7I4sEc5eK9dqPRtK41CMWdiupjBlbVG34E/ywD+8NffgybidkuUv4n0FUcnE9iO0gHRz79e+3rtp2HctIcdMOlZO0CJv9me6CpKlrS3M6h2m37EqCYFgzMc2pvHvf/wTXj0qVe6juoaFDXeqXuZe7QUPu3e4Ay451034sAdN2HSin85Z9jX7ffDvvHtt9+O559/Hmtra2g0Gjh58iTe/e53h7+//vrrkc1m8T/+x/8AAHzlK1+J/X6ncvTIPGaKmcQbwfVU1sXx+lt4GQNe+N4KHjn+spqJZhlgjGF2Sm3+QiY3V3fDNJQRGP2Mjs+N/I5zhrnpXNeGcyHFeJQdIywuldT8NtcfyEnd2vxJOobBMT+bQybIpoyCBPDlZ87iH3/ur7FaaYYRwaiTOuj3PNfDSQWUUep4Ihgdo50GdR/sm8lhbiqjDEDGwDFY1Fr/pUTcAWq/trrnrdb0YoPutYGjWQscIv0eog/r0/VbizlnKrjQSxm0mDPx0bvfgn0z3Z+Bq4EUqvT6/EoVl1brOFeqo9pQfdPjpn190oZkO76QyGVaWc/r54v46N1vwS2H5zBdsJAxeVCZgbCP3g2yo9r4yGVUCaTOEEspkMuaoSjbiVPLKOZM8La1a7sRQiolXF9idiqLg/sKeMP+KRRzJir1Vr9q0nkTAkq87ioRPW2nlzdw//tuxlwxg3rTQ9ZK3+b1ta03BzOsOGdY2JPHTDEDw+ChQMcv/+TbsDCXw4F9BcwWLVQbnrofmMqg1JouLq838IdPLmJ2Kgt9n/R1qoLMqRbd8YWEJ1rnX415GuhrDI1pcGQzBuamMmEAEFCOWSHLA2E6Vbn0rrcdxD133IRCzsT1C1PIZowg26Reo6omVNXCnulM2E40CpypmaCA2ms//R++hf/j97+Jz/7ZItY2bfUsYjRnp5A1cMPCFO6+7TCmcham8xYMzsNxSrNFK9hT1LNvGSwY16PGU10o1fq2lUal1vRQqTo49paFxN8zqL7JNx6cxhsPTuPgvgKOXD/X832jfcV61rxhKMHEYs6EYShxLjNY+xjU2JQ3HpzGwlwO2eD544xhpmDh5jfM4X97141gPSzzSXdSASWKVcx2z4WpoIEM9gf1/EwXLLxh/xTmZ7d+T263O4aFM2WDffaJxbE6qUD3cUea9r76juPjKkB446GZsR7b1WLojOqBAwfwiU98Ah/+8Ifhui7uvfdeHD16FB/72MfwwAMP4NZbb8W//bf/Fp/61KdQrVbxgz/4g/jwhz88zmPfNpo9Gqv7iXYFkwHg+hKu7wWzmGSwebdKKIwetf7tiKBs0DJUCXF7RtoIpLIzJkPdVtGu5UubXY/XNIabnZqGjupmLA7bYxADRHV11s4yOabzZihGstXYroBdbobnzwyioxLJWcN+0MqAhawRZAVEuOAMqrTaCzXz0EfWUveT70fuUalEmThXDiq4UtTLZcxQHbgb/RoaptEa9K1zZ2kv1dF3fQ4GNWba/z4tC75aaeJP/vJ7A80oS3q+xyHqI9GpPntxtaYEJoIPHvWeUBnvlkqiVtj2U55BBiUMk8uaoeJ3VJzlwcdfxEbNge+L2JgFIQDDAGaKWRSzyhhT8+EkDuwt4t4fOxK+R6ncxEwxA8vkqNT7F67o9/sCgxt2rRnYEpWaHZtVqTPvvdZ5KYFClqNu979+d6sA6IY+DtNgKJWbsWu0uFTCo39xGpu1zrVyo+p0jDHo7zhZ4uzOqMrs0vlK2EMmg/tMi+FwDmwGCuv93tPtQdv2NbLb9bBMDstgY1OJ1qrLM8U8zCCIqZ+D0BEMssVa3Ej/jZ5nGj1eNd5MKY0e2KPGy/QjIJc2tkJINbP61//9s9isuzFxNt+XGC1Xq2i6Pv7uXBlL58vYM5PDVN4Kz0W14aLacFGpux3Xba1i49R3L6E6YHBEM+ze6PkCx37wIM68voHVzdY9n8twuJ7EarkRzgHvdy552jQDIQVqDQHhy7AU3wjGRk0XVOCxkLNQyFmoNRyUq25YjnnjoRlM5azEqj2g+33ejy2iR07pFpOZgppNPO6qNiGVzRE93uj/NoIKIm5weJ4AZxy/+lNvAwA88Y1XsVZpjtUGSmJuOjuweGY7nLf27a043mhAvxu9hMVqTS91LNakw+TV7qAfgNXV6sSV/gLKODu9vDHSe0QN27DXBsDCnjzyWRPLlzchJcJykm60L1zTBQuzxQzKNUcZoFKoAeFQWVvO5EDG055pVaqTNE5hGLRxm7UM1JtuZC6gEtTRc6R6oTesYY07YLASGj0XLCxr5Z2Gvi75GqRvInrdL63W4fk+btg/PdL8yvb3N4LykazF4fiyo0QL0BusMpoyFg+uyWjR2+i1iTqqvXpLwgzdVXr8B7kP2p0fZYCnv3pYJ5ZBRULD4MUAx5iGwRmyFg/Pv3KAW3MMOVffhwFhGTVjwJvfMJeo+P3Jh59DIWeCMYbXL2/G1rSFPXk1EL3p4cFfvj31mB58/EU1Q8/x4Xli6J6jJAPW4BhqDm8umEtZrjnwPBGWPwPA61eq4JGS03GRtZTBPEpPsh4N9Iv3vLVj9En7CLBRs4/79+QhpUS56kBKiSPXz8bukV/73F+j2nDbSvFZa52XMhjl4cV+33VdwHDPgGEosZtKzenb8OtF+9iqx54+E2upYFBtFrmsGc4s1WWinudjfdNO3LfyWQPFnNU1OKzPw4++df/A42TGjW794JyhmDNx3XwRe6YyOHX6ytD3WGsGZ+fvdNXFMMvEwlwuVqZbb7gAUw6TnuHJGJDPGDh8YLrnlINooK5Sd+EF1SQAw3TBirUL3H3bYZxe3ohNP6g3XaxVVGDj4L5CWDqctQysVZqJgRWdZUxaJpSgYHqWmnMl8tV+nJuNzoACoM51IWug2hw8wMOg9vy56SxWy82OY1L2hsT1C1MoV204roBhsFjv+lbv/zcsFFGuOag3vYnqdR03hsHCiR9zxczYbPlxwTnDvn1T6b+/iseya7jl8NzI76GfCRVxVv9bAuEgaiWs1F1IhUEZYobBkcsYeOPBacxNZdC0fXhCYs90FjNTGUwVMrjnXW/E/GwOc9NZNJzW6t9PqV2/0cV+KZWbyJg8dFI9TwSlpur/Gf0cFFoLtS9a8zkHZZClSfcOzRYzMDnHvrk89k5nw9JXtTDzgRc8idbol3zWAGc83DBHxQrEjThjuG5fAYxxQCKcUxs7DqlKbCWC0UEY3TGKGhqer2bxqhI9iRsWivjRtyb3retyuK0k+u15HyuhEXlOwwgxU1mzbnDOYuWB/SLRu6RnUPJZA64vg1m+DDIQnpopZgIHlYX3hmnwoB/TxCc/9PZEg21+NhcG0izLUGVuBodpMJRrDs6t1FBvelhcKgFQDtODj7+ITz78HB58/EUsLpVwy+E5VOoOHMcfLTAplaJhVJfBjzip7W0R3Tiwt4B81sRMwQKYKsXUs0wNzjBdzGJ+NhdbdxhTzps1xLUGghL3EZ1UxpTq8mNPnwnPOaAi6Lr0lBs8uMZDfxQAYK3cwFrFhi8E5qaz4dzPxaUSFpdKHU4qoO5nHfyyTAOOJ2OtKL3W/ujb9XP4nAX/B9VH+wOHZobeK5Ko1B3ccngOR4/M411vOxjLSqn93EGj6YZZbl2SDTD8vRvmwuxalIbt96xg0p/yN6dXUMgmC5H0u4+OjgzXKtv1sVFz8MKZEgo9yj67sWdanaMkhIwH+U2jP0k1pRAdL9NtOj6atofZqSxmilao1eALGbuf07jr2GHUG8rZ1KX+vkAoZqXbBfbN5nB6eQN3HTuselgDJehy1QEgMTedjZUOQ0q4wbz16HOqxQILWTPx+RVSYrpgxQQRo8zP5jFTsGCaHAjW/obtAVJ2/C0LPm9uOodbDs9hz3R2oNaMfbM5HNhbiD0TOgCtzpOy9cpVG5W6g2zGgOOK8PpejRTauZUaqnV3Ip3UcT69QqgWi2j1y05i+JXkGmVxqYRnX7qEjMngeKPf3L6Qwcap3st2BSrBbDrPF2g4PqQUofqqdoiKeTMi/iIxU1Qlww3bh5AiNovNRqtv6cSpZVxaVSVFerB5NxiAd73tYGpUcXGphCe+8SourzcBSBzYW4iV9SUxP5vDpbU6NhtuqCwbDeYNU4Li+fHRKqNEXdPwhYRlcswUM/CFxFwxg/OlGjjjmJm2wgHv+vwOguupaK5lctz9o0HkdbOJpjN89H8qb2LvTC6M0upGf9uVELLTaBeR+2srNwkJtWG9480LuPHQDP7m9MpV3yjaS6QMzjvGJJih0aKGd88WrFg5XtbiePvfm++Z0ehnw7GC+Zn9ljLG3p/pAerdj2GmaKHe9FHMm9hsuBCBcSIkUK27yGU4Go4P4bUCL2Ddg0A6S2QDmM6bWN90lOI7BzxHFRg2HQ8PfeklvOPmebx6oQLD4CjkzNAQzFoG8pnRxTMYA+585w34+ovn4QVl9dHzV8yZXUXjojRsD/msiULOgusJ1JseLpbqUGttBm6g3mpwDs9X63DG5ChXnYEFlLRx7PX5umgFjrpm6nVCqioPHZx64huvxuZk6h51VWY32jPOmBKXY5CYncqgkFMOlw2EegZpj7QM/t9MMYPVcjPMhGsl5X7p9ZecM8zP5pQOQzET7kmf+/PFHq/sjQ4+5bMmTi9v4B6oPTa6rujrVK65uGFBzVDVJdl6hunmiP1suuqhvcRc94QPs64WAyGbfitBosumL2Q4O7bZR9tIEro9ode9EFa2yP7KgaVULS57Z3Jh2bo6P+qFev6wrmLRtpPuv05Ca5bUmm6snYZBBZ/15+i5uV88eQY5iwOMod5U7V7R4wEQBPE95DMGbBcdlS9SSjQdP1DrjmedOQPyOSsUF6vUXAAq213IWZBSxvQflOCdwL7ZXKBdIWNO4t6ZHJqOj3e8eQFnzm10nOP26iLNbFE5w6vlBppuK1qoX6/EKWUQ3HDC/tRom1v0XHa7tKNWGk2ei6ro9/v39V5S2ciXVuvYP5cb8d2uPuSoDohunj80P4XSeh21MfS8xCJOUBHxWsMJHGEZ9E1kYuqKugdIRbyy4ULn+gJW25R2HUXRm+THP/NXsF210HldVnfTYJguZMKNuJ3FQAG51vTCjeLiag2P/sVpfPQDt6Qu7ncdO4yHvvSSyuwF5bOaUfRH9Lvo3of2fr9REUIZqVpU5pMfenusjBlQgYFBS5E5U5v96kYDB/YWcOOhmVCt8fgzr+Erz5wdeKHKWmpczMamjevmi2EJ03XzRVxeb6Bad2KBFsZUBHS13Ixdj3a086L/ZNBFlDF1jrSBd3p5Q2VXDJXFc9ucta0i7qS2ji38XkyX9Kp/N20fxbyFwwemQsdfB356ERQKdBD9vKQZttGsbVQFUmeedOn29fuU4nP0+0TvP8vkKhrOlXGU1A/qQ0JPbmh3S2eKmdTvFu1JLJWbOLQ3j5VyM1RzNoJSYiEkvvXyFcxNZ1HIxYNol9fq4JwHvVPJ5X690NH/489+PzUr2UvkQpfNAcDGph06dkJI5LImCjmzVTLYbIbrsxYrGrakVJ+fbkSvqQ70SImOQJYXDHSfypmoNlzsD7zC1y5U4n2KQx1pi+hzUm2o/rp81uw7Yq/3LNPkKhMVfP9xxquEkFitNLF3OhtWBB09Mo+pnIV608Ug8YR2p83gDDPFDHIZI/y+pXIz9gDHvkrkntQaDeNShFZrmQqiauXsUbKptaYHg6vnoZ97OmpQm4aqlJJSYtg4PuPqXPZ0PIP/mgbDwlwBV9YbPRWEPV/iynqj4+e6zYYzwA8qpPTPLq3W8ekvnIoF4HWgoVRuYq3SBJgKODHoygiEz1u96WJ904HBGQo5U+0fno+fvVPtHxu1eI+44wnMzypnItr3zIITYho8LCcGGHIZ1fuqhd+0HdF+vI89fQblqhOs70qnYG46i41NG+WqEz6LViC0ZXAGw+CYKyobcKaQQcPx4QQjBVWAgGEqr8q9qw0XXuDga/xWhXHsgfAEYlMtfKGueXSCQPt1jqKDMGxQA2SbaE+i7N9bwHpFVU/2IunrDdNOpILZApWGqnDaSX2q5KgOSLR5/lBQW1/aaHZ9Vga5qXhQCgEgUMgz4PoC1YaLd9w8H4uQv+PN83jhe6WYCIARRM6iRBc+QGUdjj93Fm6PnWQqr7KEaYbHiVPLqlmetWbxCcnQtL2uUUgAYU9c+6I0CtmMAd9X2ecBx6X1R7CwalEZIFlMYc90dqDmfCHj2c9ow/s9d9yEe+64KQwK9Ksopw2MduXRWw7P4XuBcxhFSjULrp/SO4MhlgEfZK+QUvX/Re8ry1DZzK3O5CZhckAi6DGNfLZa1HW0nWGqYHVUKehnsdf7i6BqwjJb40p0ttYNDEvT4JCGirxHL5lpMBzck8faphOWnWpcT50zLwj4AAj6/3hYws0YcCjS+3Rgr/rfhZyFasrM3XBDDfqte12UqHAPEB87JaWEJ1rzUTfrTszxzQQlaK4vOu4rTT/rp75S3Upnk7IBMvZvGfQPqvJ0HeQxOYsZYCpjhGD0SHZkASjPE8hkjK7vocaWyLDNQUolSJasOCxRqbswDLVWrVcdyCE9wEww8iUteCAkIBOM/25ZeIOrZ952/TALz5jK3hiGMpb3TWdx+vXywMerSwt1cEj4Eu9620GcOLWML548g/nZHGaKGRTyFi6v1fteb9pPn+sJlMpNzBYzKGYNPPj4iyhXHXhh9guhyqvBobJKASdOLcP1BDZHmCMbhQf7bvTLiKACS5+LQQ1bIdV31AHPflBBSI61TXukdXzQvlbbFTi3UkPgt4Fj+IBH2uuiAXgAYa9xIWditQJIAXBDPac8eE5lkP1slffmwvJevX9EK1Ki4220fdHNuQSAQ/NFAMoZrjY8ZEwe9rpG7Qi9Pj/05Hcgpa4MU8EiIdQkgJlcBpWaHyYvhKECm/e950344skzmClmMDvVeq6llDH9Aa1XECXc33hr7rEOEus+9fDc6/22D4Miqttg9qHjohmH6OEwWIH+h+cLMK7ugZmihZWN4faNwZ1UhoylqgE5Zz3t80mDHNUB0cp92mgp5Cxw3uyaBWi/qRhUrwRD3IhrGa8yfLgP7isEDfdNPP/yFWRMjtmpDC6t1XHm3AbyGROez2LO7KsXKrBdv2Phi0YB9xQzWKs6qQuCwRmajo9cNu7kRimVm5EIpgwzPb6QHQa8/uzzpRqath/K1AO952P2g2mwUE1xnFMhOGfYN5MNBUNMBpiWERg9y8hlDFRqTigEY5occggFiabjo+n4yGfNxHIjHRQYFCGBvztXxpnXF7FnOqvUpVP+Vintdt8ldKkooCLIUmLgeXxaaXQqZ+CG/dPwfIHNhghLUa/mPqL2N/WJBmdqnAIQlkwd2FtEpeZ09JLpzNH8bA6Vmp3YBmBy4OP/6CgAhPe+DhwIIWPVDKbBkMsYWN8UMLgMjfZ6Qw2R1+rLqq8HUG6VCnBkLSOMhjOm+kqvOzgdClTUmx7mZ3Mx48cGYr3qSQgBTBfMmJHdD/OzOaxt2oDsFEXzfBmW1QIqiHZgTw6XN5qJc1TVOtGfITLoY9f+WV5Q86YdfEBVf3zx5BkwBlzetOH5AqbRKtOOltENQvQ+lwBEj0VLm2UmV73FnhBBj3F6JlIIGfSQxn9pBnsPY6xnBsoXgVov4s93NPud9PJu7Ru+AK6s1wMdBqb6pj2B1XITuYyJO995A248NIPTrw9eoqsN0aiTdvzZs+F33KjasAwGyzJHDooJoeYKr28CjLWcXr136yOYLmRie2ip3ETD9kMnNk0wKBTt66Lkqv5Ol/Cr/kQhJaqNeNntoIatlMD/v703j5Lzqu+8v/dZauvqRa1qrba8tLFl8Ihl5JEAj/ESy7KFxcTH78F4GXLMMoeXMyQzE/vFk8xwIEw8o+Ew4MT4hCSEBAsH4oAxsS3kgzGJFzQyJggHC2EZuy21lq7ea3+W+/5xn3vreZ56au1qdXXr9zknwaqu5Vbd57n3/rbvT9MZ0gkDZas1VWimMRHhb83W6DouF0aqrmtwfevFQscisjU05YAHqrWu/vd3HA7NYGBMA4OrMljqpffKLDcAgQBEWMCpkXE5mysrEShA3K+yb7LGhHouAFWeZTscmi6yAeR4DEPHhtVCKG4mV/HajTHovpSf8LkXqA2ARD1H/jiyNt1fVxt1Tbsu2nKOuBxVJ3eD58ljzVKVosp7FBDXyampgspsCmdWyIxAv1HfjGYGuMs5KpaDiuVgoC+27OpUyVBtE78HzNBZVfioDU+N8Pa6KiPCMDQl3y//DlTTaKbmy+oQ5nJger4sWkxAGIXSmJ3NVfDiryZEM22vBiJ8QJVewIrtgqGCzFAiUpFNY6Ju0u/dC5MwtaByMRc3lq6zwALmT3XKFav9B8Xa0Z2Voz8lFt5+260utlj4wiSK0Llq2v7cyycDNXaz8yWULHFo1BhUVESkQTHVTy9q8Q0urkzVtESlz2VnSzUHzlaRogWNWrDIOsd4TFde0OjnCGfKrndvwnMvn8RsrgKX87bbKAFAruQgV6ggX7SVjL/83HTS8NLq2pOND6cmt4JUmOxLmrjz+ktqPI3h9G6guknL9WA2FzRWU3EdH9/9NvVe/hSsb+w7rNojGLoYbK5oq8PlQErUGBlMpPLnS3bgsOp4xrXGoA4b1ZYXonejrHf+nRuiU/DlAaYeUgG6VHEwkDKx55sv1T1Ihdm5bROOjr9ck7Ehr/eJmSI0r7diIqbjrl2X4sC/nIys9WWoGueOly4mDcV2bwd5KJCHgPA1Eq4PzpdsPPKjV5GI6TgxmQdjQoRIpvap8XVQYhB+RaPvwhjQnxQtJJIxQ6Xy7zswhtfG5+ByLu6f8GdwRKbxy/u0P6VjwIzhjh0X46uP/RJFz4nFIK6rt48O46dHst5eIX57XfftVV79die4cs90OfIlG0PpuKrxf+7lk3jxVxMd6UD4lyD5Sv9vK3oyc6TizdW62yH8NrbDwZg4nOaKFt739vXqb9KRo7P6h+vwmJX/0Le2+dt7WLaLhGngmndtxA/+b3d6njMATNPw7644v2n5iaaJCGLZqTpTz6SxKs9fzNuHh9IxzBUq6n5dCBzVtEm5L/sjh6apw7Yd0Q6Qi1Kt/lS1U4LcP/z4jbxwRoqfLaMZjG4cDHRJODlVENk0TLa4i/5+Lvd6e/7docAzHIdjYqaIzGA1g+FWr4xl3WqRMSLXyrLlqMjv1x5/BRPTBXWP6RrD9kurYohR0WF/bWqrGVMVy8UqT6FbnnkaOWvCa6ff+SOuYYZz14jsR/l7nYkuEZJETEfMK7WRlCoOKnYJ/UkDOe98Jh2HnHM4aN3x2qregMuFI8J2XJwzUl9htxchQ7VN/B6w6VwFq9IxWJbjFaLXMuBJf0tvkrxZHVcoVA4PxJErWgFxE/Varz2C/+bQWFAd0q04mJkvIVeylTCRzaFqIPz9Dv1ewLipw9CF+IdpipRZjVWjmw4HEqaB26+7OLCI+qOy877UwcB9whEwbv2pTv4bqpubWF/CQKFkY91wCumkqVL1pudKgc9t93Aijc8P735roLk3UE0B1DQh/R0w1JRXUhzGojyE/lGIeRXPCXsqAXiRO2GAd7LxNjNyOReH0EbphyNDSWgag8GAFw+fDjg4GOtsNo9lCxhKx5SMv6EzjK7vx9jpPKbmyi21Zwoja7RbfZ1oqF0/Zb1RelYrHnE/W0YzGFmVghkz1PXp38B0jSFXsrD7XRtxeGwGp2dKykEgUz8B4XUW4iAlGEZF9U8GxHNlO4x64yg3+W1kSlbF5pgr2rA5AgJI8rvU+45bL64VmZKRSs7Fgc7lHFbRxSPPHAUgnBPhSBAXg8GGTB8sx8X0XFkpalpeKxvme996V6FpaOhLGN49xHybuxAaCRvVrmfJHgvU/rqQK3Q4ja0ZQ+kY5nIVRP3qpqGp+WMAYqYuUsSgbBPVAsXv8JiYLtS9xls5UM0XbMT6NWwZzeDj3vrmv4YBKPGrmKHh5KR3QJY13S1+br2ooVqSuFC7l71qZd3y+kwfJqYLTSP/reAfl8uBqfkKtr91TUctVKK+o5or36FROlVSCVP1Ut0ymlGOHNdt3IYtEdM956+vZZPfmeJFU1f3xwM18+1mQNSDc47MYEL0gB1KBPokh3Fdf+/h6lDPVKol50LnQNM0WLaDC9ancNU7NuDFw6fVPdyqkaGF1hLmfQdd0wK1o/IcMJAyMTXnwjSCLWZkFluuUMHpqQIMXWTDSeOw1U4KyhlatkW6OIfKiOCcY/VgMrLuVv02oX/LM2h2pgRDZ6rtlixjKpQszOTKak08OVnAq8dmAATvY5dzPP2zcXVdR+2F03MlofLfYG0OjM1bVAb6YiiUbbieIF/D8wsHNq3rx/GJHByHe90MhHOTMU2VIQjxURHdnpwrddQ6SV0TEG0ghQAgR8zQ6q5TusYiS7ZclyNXshEzRECjbDlKzKtVUbnwtdoK+aLd1S4eZwIyVDtA3pQjI/2YmJjHf//LA9C02pRT6U3tT5rIl4UhKRdL1+X4+O63AhCRzv5kteeWpgkjUdOqSpDiAhZevfA9O5e3RD0Z02AaWqRaXVQt5UCfqWoT5otutQF0X1wJN4WNVH9Udmq+7KWJiBoNDnHoSsT0wOv8qU6tqPO1S8zQkE6a+NxHtgXGWYYQ7UglTbWRf+3xV2oM5iikJ271QBycizl/aP+Rmt9Q1jHKxV4KMAhnRHCB1rT6XjKp/ly2oqPY0qPZjhpjuyTiBvJFy0vprfU6ahpDoWjBclxULJHaxDg8JcL2Pst/aBhMxzHoOfhmc2UcHZ/H6qEEMoao2Z2dL7V8WPUfRjUg0jDwI1LVxTzZHDh6fK5GaKCZMdrII+5HOnmOvDkD09AwmI6rOjX5e4jxAPsPHkMqYXipl+L1/vnwOz4s24XpRe85OHa/53wlxhX+7OxsCQVP/Kwemsa8gxmDoQOlso1CyYKhixoXXdca1rgcOprFP79ap6WDd6B0UT0wnZ4uwnJk7a4Gzl3V+5RzcSBIJ02869K1eOrAG8pwOjaRh64BqweTKJXtyMOAXDfTSROGzrD7vefjxcOncWq6BMZEajcg2hQ0w3GF6JRpaEin9ED/z2bM5SvQdHHj+lM6hwcSgbFziEwWf71m1Dr8tcdfaagY2+rtmPOUlqOu4bBzczAdU8qguiYEXZTomKc1EPW5rUQvXA5MzZUwPCDUiQGGiu1izXAfxrP5BQsPhcfFIYzwbZvX4MArE3A5V31RZ/OVhutZ1J+Uze374zlr+tV/y8iU/J13bd+Ex18Yq+mR7DfqSxWn4Z4hle4NjeHWay5We1Q39lfR1kdTkXtd1xBvUkft8lrnRSf7lKFX+5L7aWRocgCrBqoKz7JP5O4rLsRjz76Gx18Yaynjh3lZKoWyrT5MrFMuEolYTflEzNCg68IJNtAXq5vFNjwQx1zewuRsCRsyfWq+WkE+76uP/RLgHKahK8VsmYnVCvL3859H1mf6VD2rLGOKuv7Dt5+878PO3fA68rv3/1Nbjmb5ucWyjYGUiawlpJTD4/GfgTjE/ZWKGwATglXTc2VvvqsdMaTQ6FzBqntPyUh8vb/Lz13tOSwGUiaKFdETOXx96pp3Zmqgfu04HDA0cJerzK52Mufavb/kGJdTfSpAhmpXKFUc9CXMmoOSPHiWKo5oNu71DBXNnZMAqrWHjiPSQy9Y368WuX0HxjAxXVSHgKh1Vl6nQmSjelOG00czgwmcmi6iWLZVnVUybmDD6hTSqRicbB6OI4yltauSkdGYcERRqgyahqYMtbLlYKgvVnMwtmwnMt2uGwymgzn3jQyLDZk+nJwqYCZXf3GXtcIuF33wLtwwACC6BkMq70n8hnh4vqIWP907iGhegX29SNiW0Qzu2nVptRWQK1IYuyQcicxgAnfsuBgPfOcXynuse44R+T0MJuZXGkmGzgIpK+3gvwzGs3ms8lRAo9orxWMGKnbrvc6k8yCZaNzyRBiAQYOcMTSNGHaC38ljGiJiNjVXCkQfAKgDc6liY9PaNObyIrXabeL+dThq2mVEfbZ0MLm+dFo/DKIJesV2UfAyPTgT17ntcEzNlTyxsPrRlUZRHQ4AjIGp9NGqAJIsoRAhO3HdMUD16Hz64Jt472XrcHhsBtnZEhKmjnhMqM3O5ivqXvJHchhj6EsYgTUtbMTf8+DzMHXWkkq4SPV1kS+6bal7uxwwGBPGKqp9irMzxYheoyLasXEk+kAbrldvFimKcmzJVH+/ARhuNeZyYHggDvj0GIQ4jIWYKdryuDw6vbhdhONEHLo1LY61qxIo2y5my3bX1HH9mJ6BMZ2r4FO3/Ct1f8QMDRXLQaGJmn8rLaH8tdjh/Xj3FRfi/PUD+Opjv0TZsqvXfgje5KsP9ccDyqGZQREtWsiUMC/Fe9f2TQEH7UDKxEQTnYRubO+yL3k7723oDBXLQb5ko1C0sOebLwXu9/PXDwRKLqLIDCZwxb8S68vxbB7liqMchVFt9/zni1uvuaihoydu6uhLxlC2HKSTZtt7i+yDnBlKqP7nUpfA9hxGrcy5f60wjWo/2TIAcJGG34oTX5YVuLxWj8TPxkwfXj0+W23Z5BtneM2Vlz9jwrG3djiFDIQDS67rQFVJXjr9dM85ces1FwEQ85IvWnBdjnTKRCKmKyHCVMJsaNjPKOGqaFwusvcygwnlDNnzzZdgmjqm58sqM9H1ot6u23xeKpar1hO/Skc3U+cZk6KVQVXm5QIZql0gM5jAa+Nz6t/+lC1wIZik6xrWrkqqtJCtm9eozXFVfzwynRAAxrPV9i9RXkY/su0HUJs+unnTEI4cmwEDUweUil3G+95eG32pRzgqK+viLFs0r5bfYfOmocDB2HZcFNorNWwZmQq7dlUy8Hi9KJdMo2nonfVtlLbDleMgKgU0EdMBxpR4VTKmNz/k+D6bc+HB/fjutzbdvKK+00f/19MLiq7GTQ2f+HeXqfddO5zC8Ww+0EuTMWC4P46y7QY2Ftvh0NjCq4wt2w2kLoUPbDJlR6o6S2GGemheVoBssxA+TMZNhrgpjFh/WxBNYxjy2rj4vcRhQ6+V9NcwjzxzVNXzivnncCMuE6WIyBg2bxrCeDbvjbPx++uaSOHiEQcHuXGHr0vHlaq7MtVViDHJqIDhOdmkISnVRf3OmyiatZZw/AJsEAcu+QIlDCNrjDxHiEizd3F4bEYdEFTmhOV4mScMui7UYznnmMtbsGxRY5srWkoALbzGyp7VjTzpEr+zLdXkXg+3FZKtl+Tl3ay2td6BVtar+1/daD0Lrw/V/sDci15GtxqTongjjAWEV9au0jE511hAsF00BlVfLWvmAC+K1OL3bOezVvXH6wrabFrbj1XpGP7v4dOBWre+pIHVg2KfEQKH5UA6fvgzpudKmPVUpHWNoT9p1NR6f3z3W7H3qSOYnCursh4/zb7rXF60PXnkR6+qtOI3Ts51lC4ta6H97cyAqoM2lTAxkHJaVp4HxO+2aV0/xk7Nt2RISed3q4iolQZDEymN6ZToVBBeo18/MYdp77eSvzOH0BLYtLY/8H13N/g8SStZNFFZbK22b4oi7CgXKcciw4Hx5tdKYL1gqFFfl71bmzmG5LnAW8Lrim0C4sx0/yOHVF9fl0M4XVnVKasyTAwNpg4Uyi5KFQcnJ/NIJUwMDyRUW8avPf6KCOy4ohZYahxEZUD5gyWZwQS2X7pGaIxojfsLm4Yw6KKewyBS8f1zKOdZ9qcGpBNQ6LU0Q6y3HE5E5LhbyPWeg2PH5ecszocsImSodgF5M0qU58dLoZRRS/8GFVXvGE7X3XdgDKmkiXhMx1zBguPUHor8G7dUmAtLnAMI9MGS6rTJmF63R2oUcqF0HFdFhwHuiT7ZNd/NcVycmi+Lvltt0qoYEudArmDhwzsvCTweXqT8G1Hc0Bou6q6X4ifTW6TSX1Sk9tZrLsLrJ+aw/+AxlCo2EjEDm88dxK/enA3UFfu/h/9xXdNaMlLrkYgZDVNLGmHqGm7w5ku2bjh3pA/Hs/mqIe39v7m8hXTKhGloqHh1I8DipCC7HEK0gSPwWZrjqrYLYeR98Hv/zxbs+8kbgdYWUo1aphUWSjbu2HExHvnRq6p+SfYaTcaNGmOvlXu1EYeOZjGeFamlrWYVpBI6nnv5JK5518ZAnVU9LNtFsWxD01jNweH1k3M1/TYlwggVv15/X1UABBCRxoE+E9M+AxsIOm/895lsZD/ry1aQr/F/5fC9YDuuWitlexgZFZWGNCB+93qZE5NeLe9QfxyyqT28KNWJqSJkbVKUk0E6oAZSMaHu3fCXrtLMIVVPrEk+XC8KIq/legfazGACM7mq56+V8Zo6YDnSIETNoSWq1RjnImLh7ylbKFqBrIpuoHnGhuPyGl2EVMJAKlEVVevGcuNyIF+0AvdKlOHxMd/G6HeKhNM9j2fzom5QY4gZoqflXMGC5XAYXvGBZbuYylXgggUMqduvuxi3X3dxNbLaYNxRgjJS2+BYtoDfu/+fMJAykUqYKFba9wwP98fxv//f99Y87nfQDnmZYa1iePdvzNAb9owU9a0MqwcTmJgutpw9ozENn/zty1Q/0npr9P6Dx8DAVHsv05DGClPrXbdpRSm3HcKOcpEBwFCxAaZxaG6w1KU/Zap6/FxB9DiVyHZmUeMqhXouR6HeiaFpvaNpCCFJ1+UwDA39nuNQOgV1nWG151xUKupM9AjPFS0V2QeAu3Zd2pYeRPhv568fCOz7fmS957rVKRyPKAWR67LtiN9K7n2zuYqXCSL2MHlu5WjsjJTvVy8ApUUY1K046vyZRYC3zwBImDp2XH5Oy4GpXoIM1S4gU0qPZ/OBg4dIr9Nwy9W1aSFR9Y5hb5v01DBvoZtyXPCQAIO6GL3/9huM4TrRqD5Y7Xj3/HWS/hq3eMwICDd97fFXkCtYTesD6yFTS1o9lCTiwZrYehGw10/MKdXeVlJlNCZS38KH2/BnPffySQykY6qmcnK+jI0jfUokiwEBVU4p/27qGmKmtqAU0x2Xn4NHn3098m/NvuPWSzLq9wA4XvM2KMaC9bQaE9GguXwZ6aSJilc30srntau+LI36QtlR6qwSKyp9yBOi0TWGNUMJHPiXkzX9F2V0SKYVZgYTah4bKfpKFuoZ33dgTDU2b5XVg0mULQeHx2bwuY9uV+OcnC3V9XhPzBRVzZq/zrZi1f9c2+GImwypRAyGzgKHDnnQiipb2DKaCdxnAMf4ZKFmnsOfHLXRci426/6+GFIJQwn3OK7r1X1Z6vPjph74bnIe5Vg0jWF6TrTdEveZjNZqmC9Y6E+ZmM1V8MB3foHRjYM1glhzTeoTu4GM8kvPfo1B6/1vwhSH/LDTbVU61rag2idv3lLjUPMfWmSUtloPXVX+lj1lB1ImwFpLkW4V1RPWdZFOxnDXjZsDEZFCyUbZ6n5dfr4kSmBkumAz6jkp660h+ZKtDqkyQuO6ojXTQF8sYEjdc9u7VGS1WU/28P3j8up5oFCylLjLyFAiMouiEVPz5Zr6fP93f+RHr+JEE4dZmD5v3UzGdbguh2mwmjHJNZxzDkPzov0t7P66zjC6caCufoR/jS5V7Joe4bLEYrFo1iO1XaKuQdnj2R88kHvh5z66vdoW0BVtAdMpE7oGTM9XMDlbDNTCy3F97fFXWqorlT2+G2kV7H3qCJJxA7YrRKBs28W8l6qcGUrAskUmi2WLNmrgYl5lOx+5B0qfkf/8Jb+bdLJHGa1RAYvPfXQ7/vyxlwNif7KCa7XXy94wNCXkJFHOeRdYlY6pvW8wbWJ63hM0VMlBXDmWwoaj+kxNlKVIx0/43pbq6hxij9A1EdhoNjeyZCadNJCMC8fftdsvwMTEfMPX9TJkqHaJrZeMYHwyr640DrGxbruk1qsjN+Dp+ZIqjE/Gjbp9qRwv1cCfNuZHbvZxU1fNl8N0w7u3ZTSDgb6YSgcUfb2CDYQPHc0iV+rcSJXKga2klTEIg2qj1/QaEL+t9E77f9syhEDNQFocEhJmtEqbpjGVDrp6MKlS3upF0OpF22S9B7h4T9nxUNeYqumV9bwLYfcVF+LZX5ysMZqksV+PZFzHmxN5tUlN+2ozOIc46HtvpEQLuBDxyQwmMD1f9jXuFgtoVMpWs3EEnsuCPTMbHUw1DRjsq7a0cBwXt1x9Ee5/5BeRz+c8ut1Ss8PEY8++hsm5ErKe7SsFcKIil/XIzpYael3CG5ScB3nQ8itHhkWQwmnkYEKcSDan3zKaQaPkbFPXVJ/H8EYvf5tw2cItV1drgeS1H1SArnVOGBoQM6Oj/zK9/K4bN6tDxZqhBOaKNnKFSuBgq2lQTicpigQIMTNZv3p6qqDEqiZnS2pNqVgOpuZdpY4e5YC658HnUbbstoSS/GNjYIibGooVRym9Qx4yDF1ls8jsgHrrECCUaf/8sZfx4q+yogacefVavH1RuvsfOYQNmb662RtSVVzWQ/vXX9MQQjpQasndsxjlGmLoDANJoybdPmZqKNtMldF0k7LltuUkbFZO4l9DXJcjMyTWh7mCpZxL3LdG+g0pmZ5az+koCf8C0pkoBYh0HZBOGZGNEDQK6601MnOmUZZI2XaxeigB23YwOVtuakoyAPMFobJtGhq2XpLBz49Oqb8l4zrKtquuJ0PXULYcbL2kVjE8jO61w5HrdLPzTSImjB5/JqbLxeOLRbuK8K2+p//19zz4PACu9m/NS6kdnywop0OUM4V5mS8z8+Uah91duy7Fd5/9Dd44EW3YeKL6WNUfV3tBFHJ/SCVEJtZcwRJiXBzIDCUDfWXLFQeW7ah1u15tt6SVcpxGz/nY7suwdvi1Gsfd+esHxGtY/S27L2ngxSNZpJMmUglRf8wYw5Qqh1A7MgBxj5pR3Qu8AIC8J8P3pSyPkfjb0jU6G8VNHZbjomy5+K1/vW7ZCSdFQYZql6iXWjsdEu0Jb8Ci0XlRKe2GD9EyghlOG/Mjoo+Nc8+75d0rVRysW51SBf3i86uR2X0HxlSD+E5ww3dsA6QzYPOmIQDV37ZkOdBZVfxFpnyWKjYyhti4XLCaw57mpW5VPBXVqAbdYepF22S9R9mS9RQMDhde41LFwZunczV9yBZCZjCO6VxFRdzl1wovagwiHWswHVctIE556TYaY2CMB6PZ/gwBLsSU1sST0HUNk7MlxAwNJUvUKPt/T9UuxPOQNmvFACDg8fYfqGqicBzY/d7zlaiO/wDQqPVQ3JdWGJWyGs5GeOzZ12oOjrbDMTFdRL9PvKEZsm+ijBDXi6BJZLpcxXaRMLUa5UjZu1Jer/42LaaueamNFTzyzFFsGc0g2SA9nDEhGDabK6s2Mf5oJVD/oOW/9uVBXDomZBRJY8Cf3X21OijJccg5rfbmrfWWf2PfYcz5jFRdFzWzlu0G5kVjwPGJPE5MFtCXMJCIGUpkSQqOqOvS+//11NHlgTcRM+rW2obXDWWYewcJx+UY8R3ETk4WYDsO1nmCc4BQt84X7YYOubJl4yfegV2eWQJOiQZjCsM5cDybVwbrLVeNAkDgHtB1BsfiNXW6HPD2qZKoGUbLS3TL2A4PpJRGHXKdiqPWL6FK3r7a+GJQL9Llz6hRh1EvqhrlmD48NoOYIdqcyXVCrohyfsPpv8L5CcBzhYq/cdgOAoJbCL2P//XVP0I5xsJr46mpokqtZ4xBb9DX0nsrL+WQoVxx8L7Lz1GZR7ouWiMFHVBVfYCfH50S6qv5Sq0ImDdmed888J1fYO1wClsvGcFzL5+se77Zcfk5eOz511UvZqmQ7j8zNSoX6pRWFeE7ReqjyP0bqF4n4a4PABcOZu98OtBnIir1ectoBtduvwB3f/nHqk+zqHEUDiwZsWsmyjOezfvOPxoG+2KYtMU4/GcrqZY8PBDH6ekipuZKSmG+nkO4lXIcvy5ElGL97isujEyDff3EHB5/YaxmnTN8kd43T+dQKFmBOt9qs+MgHAi0G5NPZRACYLrOxFnWlwJc785ypDpwg4WPMXFdVCwH+w8ew7O/OIn1I2lc+84Ny9ZoJUO1S7SaWhu1AVu2q3p1hovCB/piyPsOmSKKyJTgj4ykNss975Z3r5nnspmQSjdhTKQWydQQ+dua3uFUir/IlM9ETBwO4qYX2fBS71wuBUZE1E3XxPz4kUZDWAyj2e/h/5u/Z6aps5r+ep3i36zC595AVMtL0ZRCIoBoAeEXAah3CNW9SDND1aDbfukaPP6TMRU1luqfMqXR1Bk4hCKwqQul10YHcynOBAivZbinpt+o2X3FhZG11Y365MpoUtjTWrHdmr7DgIjAR8GBQPSnGdW+iSIt1/JqMKN+a8aERH7ZclQ9oO24KjtgfaZPGTmrhxKIGRrGTuUAQAk3aAxwOMN4No8933wJbgPpUNtxvfUEODGZD0RigcYHrahrXxqfUP8r/iGNWtlI3m9wOZxjaCCu3kPOz3xo/jXGPJXL4K8mr3HH5ShbjqcCLGr0+pMGpucrkHeGiHLWV0f3R5FXD8S913L0JUzMFyxVO+sfQjh67HeQJeMGknEd+SJX9Y0VTyl917s34fEX3gh8F3+Eqx2xIn/0NnxNKWeV94fj2Ty+9HdC4GSgL6ayEkxdQypuYNLXE1zXxD4m+nwDOg9mPTSjnnMmCn8No98JkkqIuktp8A+lY6qWLeptNS8zQ3wur2tQyYN9N4gqCXnguy+rtdH1HIDCMVQW62XIUSzOEKImXKzOnjPWFfXVMuJtek5PBrnWsaaq4JJ6zkL5m/kdYwBX9d1i7AzZmSLgrcOiJVZ1/5R9N6uq+aL/caFk4/DYjMreCa/rQDVKHzM04VAeSmMwHUehZAWyd/pT1ftQ18T3OTGZx9M/s3DNOzdEOi8BqLNRvdT3bgjmLQVSH4UpBXUA4BhMB5XZE6aGE56zQWNC0G56voL1w8lIA/3akf7A9RjWhsgMJZArWnjguy8jGdNrBLgOHc2iWHFUWY5cE4WzBjg+kQsYowlTw1y+AtsT2rMdB6VKEam4EekQblaOI3UhGGOBz0/FDZyeKuA//O9nIDNxpJqzVD3316/KJUJjTHXKAIRD2PZpxszkKg3rUcOlbFLUy+FibJoWXZMaheNyGFr9jg+livjtRIaPmKvpueKyuJ7rQYZqB8gbeypXwXA61pLBIonagDnnKJTsyAtoLl8BfOpo4gDDldck3GOvEWFjNSwS1Ar+5tOy76s/MihTyNrpBdUKUekOnItaIClUI39bqUYsBWCkkuQOz6tbhtiU5SG9P2GgZLleDZxRfZ7vYFkoWgBjsDkCG9l7L1vX0JMro9i27aiemf70Fn9/vU7xb1aNDoSGzjDQV/1c2QJC9hJttNDKay6dNALp5U+/dFx5TeXhQRq18lAPVOtLNSbSfjSNiXY3tot80VKpki4XaaLliqvSsKvRYXF0k70vo9h26Uhk2ljcrIrytCqO5K9f8h9pOVC3/UoUW0b9fRNddcASjhYTpYowRqWYU6niwPBCEpbDa7IDBvpicFyOoT4h0CacV+KwZ4WiTL8+NgNDFwIvUgCHQR7k5ZzIQ05tXzw/4QPN5k1D1fvJq5US7wd1sFk3LNY/uT4OpWOYmAmlqTNxfchUNSXG5vKAMRLVAilsrDiuOKQBIp0slTCwfjhZExWqp44eXiPla2fzFfVhrluNosprFqgePlyImtuJmaI6KG29JIPpXKXmEH14bCbQvqFuFkELSEdVOGpWo2ngM+xn8xWYRvUANtQXQ7HsqHYO/t9VvkPFbn1kVScga2rc+muvo/ZTafDruoZV6Rjm8pZ6T8Yg0jqZWDPWrEpi6yUjePql43XFf7ZdOtLy92gXkclQzaiJmTripoZSxYVlO5FtyPw14dPzZbVmxk3RMsefyVQoWZieKytHz0JxueijDcbU2jjt9UkHRG9jxqDabRhGtSUZ54Btc+WEklFdQLRf2rS2X+3NpzyRszCcwzOCRfx5viCiVfKMNJsro2K5QgHem2tdk4rlYt3yK4JHUS+CBixcMG8pkOsxY9V9MmZoGOiLq36yChXt8+tzuChWnEgDfXAwVatR4BlmppfxM18Udadly6kx7PcdGENfwvAcXNxTyw2dCbxswr5kDAMpUzhMEVz76tUQNztv7zswBkPXAor1/qwN17t2j00I5+w179wQuVbIW8v1MuHGTs4HLt83Tjav+wyfXeV6CFT3kYFUDLliayJlhs6wcSTtKY/XV193XSARE2nJCVOH7fCevp4bQYZqm/g9b/1JcWN/7fFXYBoapufLIsUhHaspUJe0WytqO14qVsj5y8DaMlLDY+/Ua7hlNIMD/3ISP/nlabWoxOO6igzKdOV2mjy3RJ2TG+dVT7xfRr9cEYYh5+Ig/t7L1gW8qmVLpJH1JQ1hNNqi2v3Wa4VAxvnrByJFC8Ib2eGxGdx+3cUNI9WP/OhVnPYOFbpXbO9PSe5Url4ixbxOR6gl+rNRhvrjsG0HJ7J52I6LDZk+XLRhINCGoR4ykr8hEzQSN2T6AnXUjiuEUZhWTRkM49+cdF3DyKqUWHS9Q4zupV3PFSrqs8GEIZCImyptMYqP7b4M0/M/rRFUsh1XRQtbFUeKUlSW13y7yo2yl5/qU8ldL8INXLhhoOaa2fPNl2B713ZUdsDGTJ86lP33v/gJjmcLkYYNY0zVtqzqr6r63vPg85j20pElGhMiOq3WBD338klVF5ovWkpJVd5zug6AMfzu/f8kapC8huv+9gDy0DRfqODLf3dI9NKt2IgZWjVzxPtirZzHpWCNoTPki+LaS6diAceRfN965Q9hYzVhamBMtMkxNKgsgfBwXJejPx2D63oHIg7EDJE58er4XOR63YkwUt3vzsV1POhFHP2pZHVf44p0wGTcUPeAoTOULQ6XM98hS0RGEjG9YW/iKPyGSyP8hnFUqYqMQsuombxvgPqZQlEqn4wB2y9dg4/tvqyt79Eucm307/VSlyDKoFJO4Fw5cE0wxlCsONALwVRD6Rj0O0vawX+A1jWGu27cHBAlkpk2zHO++GdRRr50DdAg3idqrS+UHYxn8yiWHRExc+tfky4HdMaRiBuYyZXF+s+FIGXCa+H20P4jba1bfhql9na7lcxi41+PV/XHVOZHv2fwhde1UsXB8EAC8wULtiP2nv5UAjPzFaweStSca77zzKs1GgXHJvJg3j4ym6+oM4Hszek37GWGocwatG2RL8wArB5M+ISfNAwkhXO2WHY8Z5/fQeZGGlfNStnC0eBw1oufXKGC/QePNewFz0P/2ypSODMV0zHcH/MyFBDIiNQ0JnRmEB2QCSPPDaInrAUnqs+dR7gFUa9ez80gQ7VN/J435qWiiX6NTNWQTc6WsCET3ay92Q0WXkyVZH3o4o2ZrG3PSDe8hoeOZvHikSw0rdoXq1RxYBq6UjC8a9el+NLfHWr+Zi2SihsYHojjWIRkOFDdIP3R3nzZ9iJFHAN9MTz38kkAqCr0DonIb75kY2a+jA2ZPnxwx2acl6nWkeUKFVW/53KhAAzfocPfh6+RRPq+A2NYw+FrCB00OjqVq/dzy1WjQjUylHotf4OYocFgwOk54UxZPShSdw4cPq0ilY3gEFEiWQ8sCShBw3eY4RA9ZV1bKdHKaIeuMbU5ycPBXMEKbHyD6TgScQMGQ01rp6bXKhO1myodEmLxl9HCVp1FfkVl/6+TjBsdKzdKQZLwvR/+TuHsANurs7QdYHK2hO2XrqnK43upcFHIFGyXMxRKFrKz4gfxi+fIY4E4eGpt1QTJKIZMmzo1XQJj4sAk2wsUyra6MFyvtlBliISM0FLF9oSvqg0s5UEYEPMpf7twOpX4u5eeCLGh+x1yshVIs/KHsFEuFYh1TfMM5+gDDWNArmipKKoUTQMQmTkh19Kouy9map4x3drRSP6eg+mYKlvwp0w2Qoqg+e+BU9NFFMu2OtQm43H0xXWcmlnYQUfOXRjGoH4roH6pCiCuOT/N1t+liiC0qwshncDhjJBSxUHc1JArWIjHdMQMzWsBxaHJa7LNet0oUb8toxlkBqttXvz13TFTR3/KDOwvUoVUGJjRhioAzBcsrB6MK2VUP/6DucaEgKHMMHNdXjVavA9td92SNHPSd7uVzGLjX4/lWbSeOBJQdeL77zHh4OeepkZVWd3QNRTLNraMblGfJRx2uqr9lyJ1ImNCtiCqGkL+oIFcj948nVMlT/IxOddSxyEsdmXo0cZVs1K2KMX6eogzrB3QXekWDGIPTiUMsU9zLiLgXDreRUnP6emicsg3s4Zl72tAiDE1wl8L3MvXczPIUG2TsOdtrmAJjyPn6EvG0JcU9WX1mrU3usFqDkhThchIF4PoH7bQsQPte1n2HRgTBd0qdx81h+Ato5mutBPQWLXP6EP7j9R9nkwBkr/tVx/7JcB5UPXXKyyXqr8AlDEkPdwjI/2YmJjHoaPZQBsezsVik50tYYSxummD9WiWktyp0ePH/92LFdtb9JhK61u7SjSqHyw7KJZtTM+X1aHBbnGidJ3V1NQGlaAB3ftcKXTSnzSVAIfEvznJw4FlOQGVO7GpifY9n/vo9rZ+C9lqwx+h8Xvd79hxcUsHSBmBf+InY6JtD4Q3OFzL2irtOIrC2QF+Cft00sTTLx0H2DhSCQOr+uPIyewBn2o1UDUARepT9Xr1OxhcyEMuRyIRi7we/WvH9FxJZSucmizgzx97Ga+Oz0HXNazPpESLJk9oa75sK4eB8Bxr0Bivm3EhorG+tYNLrzRw3roBvGN0GM+9fBKW7db0BtQ1r5WS99byunMct25LmlbmSfZbdLwoUhg5XpcDjHt9YbXm3my5lho6U/eHjFLFTF30NUXjqKhMHdN1DcOeWAhQLSsZOzXf1IDhqEbu/ZHnIa+W3a/2/LXHX6lrkDRD1xn6kwam5mt71SZjRk2mRFTdZy/XEUZF7FpxjPiRqrhAsF65YrlIp0yV7i/X13bnQtOEM0fsP07NvPuNa399d38q4WWRiRZFuaIViLZnhlI44ZXgyN7HllN1JvUlYyFl1KoIFDwhPqkEe3KqoOrtN46kAVQdPe2uW5Jma2+3W8ksNuGzXCphIhk3UCjZDaP14e+3djiFuXxFiX7JfaJQqpZihFV0y5ajSqf89f7+81DU5+kai9T+kPeF0HEQZ0t5XaUSsbpnrEZOqCjF+pOT9VsrJWIGbMdtWLJmeut0O9mChq6J/zPEmqVrDHOFChhEVo9pCKdAO+85XxAOn5JXA9wIWb5Wqtg9fT03gwzVNgl73qSnRubtA82Nv3o3WHgxLVaipeU5RJ76QscOtO9lyc6WYOoaHNdVG2n4EAyIG79Yrt/AvJHjyCs1gq5rqtlzZnAM0/PR+fhrVwVrzFIJA5mhRMA4UiINRvC71jtAliqOEu8Re6kQjZiZLyMR09vayPxGB1BtVxBubr9QtoxmVD8+0Qw8uOF+9bF/UUqLNcqlaDwfsreZvxWRpJ4StDRGa6MzwnD2R8DD663rcpRdIVkf1duvEdLrHo6oSq+731l0PJuH43Clkih/R0mjuqZ2acdR5N/oy5bY5BmDEuiRh8JV/Z4okCcQZhpCRKZq+FevXY1p6nrdMprBXbsuDURB1w73KWGJMPIaLhStQB0PB/DCL08jnTSwelA4Q+KmDst2A4doWUvHbRfD/TFkZ8vhj1DvF17ZTF2k/n1411txXiZVTcvXS5jNlTHk/QZ+zzlj8A5uVlV4h9e2pIlCzpOMMvgPL2EHnBShcVxXqeUyQNWCS+rpFdRbS3VNUzVe4drxobQwgCuWK9Y6X7QxfDg0dA3ppAlDZzU9OuV30b16trARFWVgbcj0wT4131Z/TonjcEzOVxAzNPQlTRTKtur7ONwfa3qP93IdYT0j+vbrLm5YNxmmVLFr1mL5b5nuf+hoFn/y979oIUVQrNmzXmmGFDha1R/HbE44C8LzXq9Gu1QRUVcpbCNbwGneZn1qsprtJHUr/E4yoGpMTc+XMZgyVWspw9TU34Dq2sUAnJoqYKAvpkpk2l23JM3W3m6JTZ4p2j3LNcpQCIh+cSk2F6u5r/zvkS9acF2OdMpEQtZi+85DUZ+3/dI1Ndof/owiv46DyIap7e3dKlGfPxFRGiXZcfk5ePql4w0NRpdztJq2oOsMqbiBjaH0f9PQwMA8ITtTpWz7y2GawbnY62KGhoGUWbcGf/VAXDm2SPX3LMN/gDR0poRo/N7zqAWjFenz8GJq21VJ67BhYfvER1qVVV+o11D2f61Yjlcfw73NL3gIBqpy8FKGVg49bgqltxkvLU1+NwDYuDqlNsXw99i5bRPGs3nMezelfL9kXK/p5VVvEfer/vofjzpAyvREiaF7aqUcNW1MmuH/3ZNxQ9Uvd9NIlTTakKTjQxzaQy9sYKkahqaEfqKUrBttmps3DeHIsRkwSFVlFxW7jPe9fb0a64OPvlz3+7gc+JO//wXeck7zSJikJh05wusu38dv1C92hKadw4V/Hv19QTnnODlVUBuqbHUxkDIxOVvyonDVqZRtYnSNKaeP/zPaUS4WSrzBTVG2y8gXbSTjVk2alVy31JgaqLBKVJovxLW3PtOHsuXgO8+8iv90y5bAuP39AaUjSBrxQDWlHA1a0oTJDCZwcqqgogxRY6sZK9MQj4kWG1IkLOpAFv4c23ExX3QDdVQa0zzhM1+9q49c0cKq/jgMXYvsmx11ONR1DasH45iaKyshL8NzAPhVniX1rg15b4X7cwLA5nMHsXP7eXjguy83jPRVbBeV+TKG0jEMDqeUU6sZvVxH2C0jWjp4gVpj1V+P20q1nHQKcs4xNV9W0Xvd09Got/+0si58fPdbq63z3GCmgShRqD4QPhv56+uBYKTOtqsONtkCZ2quhP5UTGUFhaN8+w6M4aH9R5AZHKu7R7Sy9i5lmni7dHKWq/f9gm30hBiTTPNu9B7Nzp1RnxfW/ggrMzf6e7uEx/rGyZdRrNTeN+9+65qAhkS4nj0Z01EsO6otTytwlyNXsHB4bCbQ1safgTlftJVYGQOPWFGjkev3ep9eiH+PkAEWuQbfseNiXLv9AkxMNBd+6lXIUG0T/wFyOldRjekbCXS0mrIUXkwNQ0PFb1z4xhGP6arxvTyINEuHWojXMNz/1XVEqxHOeCDyKQnLwSc9OfgXfzWBE5N5MKbBNJhXp+ZiKB1vWIsY9qSGpcX91FvE/aq/zQ6QUXUwpqHhwg0DbXnIF/q7d0LUBrHnmy9V6wFDz2cMXiuOsi8tSxT4pxJmUydMo01z34GxyP7CsqUQIIzXRh5Fx20tEub//rJp+fjpfF2veyuHy2721uukZm3LaLVZu+O4KjookaJcAKoptqrmmEW2DugE+VpZe86YVLllKj11SvXj9ZkxoWvO5VAiWc3gEHNfLNtIxHScnqpN3Yr6TRMxHWDMO/jKCGv9ljRR7ymjDPUSb6UTy+UyNZgjGY/DcVzcet3FAJrf73Ls/UkzoKC+a7sQDJrJV1C2a/vvAaIe7cINAzXjanY43NDAGdgKwVT/an9CzatBl5GRcP/hKGZyFcRMvW6vxDC9XEfYLSNaOnjDZdCXnDuonNJHj8+qdbpRJkyp4mBytojhgQT6baGlETf1yOh5u/ivA39bmrATKhU3kPCM5VbEy44en1PfSYpwaQzIFSx8eOclgde1kwq+3FJ7m9GNM4XUFZDtfkxDC5RKNbuvOjHsm71msZwF+w6MYbA/AdPrbSz3yuF0TImqyc++58HnkUoYgQyxfLGinHz10DynLEe1hMNxxXUs58ifgWn5xcpaC6ZW7zHf81cNJBAzNczmLCTiOkplB+mUif6UGVBx9uuvLDfIUO0AeUH7axrDbRuqXj4hWtOKtzW8mCZjOizbQcqnPsogBDMG+mKRdZfNPLmdLgT1+r8mTF31pwwj0ybl7/PsL076UjKr4g+u6/WhcjmKZQdT82UcHX8Zu7ZvCqRdtjr2Rot4Kx67Tutgmo1pKby1kb3BEDrccGA2V8H61UFjzu/p9m/umzcN1fSTrVeL9dD+I4H+wqen8pjJVTCTq+Cu//m0bwyNV+p2IxRbRjNNvYit9GLrZk1cp4eLqhpoRUUHNcZleRdmc2WvPlWIkcgUukYKo52wZTSDlHeI8df/KvzpY94VJmsoqzAMehkVzfZmUd5QFR1bM5zCoaNZfGPfYVXnGDc1vOstwdYvMj1x34ExTM6UmrakifqeMspQtuqMkgGGJuq04qYOQ2cqnT2cRtnoc+Q4a9Yp79qzbDeQTSN+dhGVbnUt6vbaM5ev1PS29983u6+4UDkkm6mJT86VMNwfb+m7dNvYiNq36/XhbEa3jOjdV1yIU1OFgKp+X9LA5HwZjz37Gp57+aRXY8oDKrz1yBVtFEo5JGJGzX66UGTJx/GJvFoPYkawf+odO1qr0ZXX6O/e/08olKviUPLQH9Nr76d2otjLLbW3FeRv1mpU2U+UDodlu5iYKWIoHUfc1BfdiG/HCbxQh7Hc6+MDCaxSjt3oTI6oe9kwdFx87hAABLJt/I4Zv7EphcYA1+uEwDGbKwcyMGVKPuci+4Ex3jATRdxj3sIb2n4NQ8foRpFx4B+7X8X5P92ypdWfq+cgQ7ULhFMMwofb01MFrB5MRCrGht8HqC6m64ZTuOodoon1kTdnEDOD6X+2LYq/+5JG0/deKO32f5U89uxr+P7zb9REy3RPAdYwNDCI3mvy5teZuLEff2EsINzTDvUOZ60c2sLR21brYHoFuagfz+aRL1ZFeOQMhA83HCJDe3KuhEeeOaocLFEGqOyd2WotViKm4+RkAW4LKZ+NkFG1bl7XrfRi63ZNXKdeaAB44Du/UAIMAwNCHXMub8GyHU91PBGoi1yMdUBGfBy3WuPINCDmifjI9LG+hIlcyQY4x8aRtDIqyhUH/SlRn1iuNE524l7/aCk69q9GV+PPvvcyipXqZl62XPzkldP4wHvPrzmEy0NcKy1pwsjWIvUEOFwXGByonz7ZKo3WKaBaC2j6VLM1xrBudbLmdd2M/td7z82bhlD0RDx0LTo1E6iqkM/mKg3rvhyHI1+0Wurp3U1jI0q48MixGQx6aY/tOqW6aURP5ypYuzpV09ZGOqUH0yLzqNVeGeesEfdfWAhvocj10zA0uA5XkSFD19Q62u5653jRIlX37ZUFVqxqqZOk3Sj2ckrtbZVOnal+HQ5dq9bYcy76T3/qg+9c1AhcO+PuhsO4HUdSs3u5WbaNH7+xatkuNqxOYa4oyucc2/XEADn6EiYYY5jJRWcbSUFBQ2eImwYqVnRpib+9lCRmaJHZSMsJMlS7TNTh1tCFnLxf8axRbVr45tsN4L//5QGcni4iO1NUaQWAEFiZmiuBdaBG2w6t3Oh+A8lxRBsH/6HSj+Wl6A14xd6yx5aUo9dZ/R5aZ4Lluqn5F/WKVa0d0ljjoKXjcBQdB8cm8hgZStQ1QPd88yVVY3tqvixS01l0Hemho1nM5UWkfCHK77rW3VY+klZ6sfVKTdyW0QxGNw7W3IO6rqnG7jP54Ca3GOtAOKU/4aX0y1RV/9gYK6NiuYGa7n0HRPuLgZSJiaaGqkghlqJjP/zZOEqepK9fEZVzMZ6oaNFCo9hhqknV6NhI9bfyaVTCsGW0vjjaLVdfFDAiE6aGuaKNVMLomiJu1AHx8Z+MCWE6ywnU1YZTM/3OlWa0k9rfrXU5SriQgaFYtjHQF+sog0O+70KMaJna64ZU6/1igMzUkUFr7YeEf4MtivCUvEeSMR25ouWJiVVT4Dsx0mUPX9vhwbpX8JrrYzFSwRfD2bOYdOpMDetw6JrmpaoKgbatl66NzEbq1u/Tzri74TBux5HU7F6W2TYVX7aNf18QJSvyjC70C2IGVNnYY8++hsdfGAMHh6EBYAzzBQsbMn3CgHW5cvhqjKNQFlFXoe/gomIJQTRDYzV6Kf72UpKK7WLN8PJN+wXIUO06UYfbgT4TU3PlpuIa9fAf+KWx4bgi1W8gZSJXtDtSo22HZjf6IV+qmuyb2EzFrFRxUKoUvTq3YDZDox5aC2G5bUTt4l/U/Q2s22kVlJ0pYTAdQyJu1GwGYj44pnMVkZ4FiLnmHKemi4HDxL4DY0glTcRjuhDZcdpXCgVEZM2yna5f1802pF6riWt2D56pGqwoJWSZqloGYNsO5vKisfyGTB+2XjKCw2MzeGj/ESRMDYWSjajM4TBC5TiuDMJv/vDVGmeLPBiUKvXFeJoZN43WhAcffRlly1XK17JNTczU2kq1839WOOXuxGQeX3vicF1RIyBaHC2q12sipnfNMIk6IDquOCz5+xMaXhupqLGPbhzEyalC3UiBoYva9DOt4BslXCgVlyXtOqUWakTLPVS2j5HRaqm27hcDlFlNZcuBwYBT0wVYEctrsxZJC8F/bZ6YKsCy3MgU+HbYkOnDqekiZnNCFVzW3JuGBl3XVORdOsT99XjdSAXv5fZHUXTqTO2kH203f592xt0Nh3G7jqRG97LMtvGrCEdlqzmuC0BkwXCNYTybx55vvoRc0cLqoURNxkQ6aSKdNNWZI6BYD8D2HEGDfSZMUxjL4VZ59c4IN191Ucu/VS9ChmqXScR0HM/m4XqeTsMQ7QE2rE41FAtqhP/AP+E1XGfw2gr0J2AaFczmrLbVaNuh0Y1+6GhWHegk7bTPcblII5ONw1vpodUJy3Ejahf/om4YGtyK02qGmIJD1KyaEZtBZjCB18aF4IU/Vs4g0nOH+uPqsCnHwryD1RsnO1OdczmQinW3lY+k0YbUawIcrWy2S+WEkZ/zyI9exem5Mgxdw2qvPv+x519XKZUV24Vl2SjVybSQMAbEQ+2b1g6nMDFdCBir8j8Tsfa2Mn/2R5T4hPxON2zbpEoXbIeDebXBwlBofw2Jan3lcoZS2W5JV0CO++jxOVV7y5gUIhOZBzKzZqGGSdQB0dQ12I6jDCWgWgsdhbyHhtIx1RJFIrOC5F5xJrMVooQLZXsnyZl2SknHQDW1VzgCJ2aK6E+adcUApXiXv3abMaAvYWAwHV/U7yOvTanXsVBUJgNjMDWAe8f0gb4YYoaG49m82sNX9ccxp1WQK1pwPKfYQta8Xm5/VI9Onamd6HB08/dpZ9zdchh3KxtDXqPNWsoIlWAOTRMK7nJ/kaWABccNOPvyRQsf2XWpOnPM5S2ACwcpY6J0xXU55gsWckUbusbwyI9eDXynemeEehHy5QIZql3k0NEsJmeLgb53lu1iJlfG+95eW0PVKv4DfzxmBXqiAdVC6m6JptQj6kaXEQK/kQqgpXpEf93kUJ+JuYLdlR5a9ViOG1G7+Bf1gZSJrOW0XMvkRxqrYWXRnds24f5HDnkLZ/Vx0UrADRw2wxtMMqbVTQVvRj3BrsWkmzVx3RxTJ17gM4GMoq/hUHN+cqpQk1LpuM0vSUPTaub85qsuwqtjUyhW3GDrDiZqZ1ulNj2eY74gHDPJuKHWBAB47uWT6E9VVXk55+hLGCpS1e4aEtX6SvPKHJoZaf5xu57SjIy4GYZIx/dHBBdqmEQdEJNxHfkibzk7yH8POS5XToFi2faEQ6pqzGfSMIwSLpyzHdXOZSmcUnKfLzpuQAmUe5bn+esHGooB/u9PXqHeq54QXq+r3NbUZhua6kksenXywB4+mI4jETe6IhrXS6UerdKpM7UTHY5u/j7tjLtXHcZhkUo/mib2MNnRwDQ0leli6Bqm5kqAlzkhMzlc74aXuiD+tnSTsyXVDx0ATE0EeMYnCzW120t9DlgMyFDtImIz9uoBUe0fqDEE2nG0S9j48PdECzdaPtOoCAE6socUTNPwyZsvW1SjYDluRO3iX9STcQPJmI5CubOU24otFH79bBnNYEOmD6eniyKlBVV1VkNngcNmeIMZ7E/AnolOUWtGK2Iri8FKXPQXAxnpO/LmjNpck3EjMqXS/99RmIaGREyv+d23XroW/+EDl9Wo/t6wrT0103B6vFivq9FIuSb4lc4H0+K1b57O1SgztrOGdJJyFzVuaZjKKOpASpSX6G2KRjUi6oBoGhp2vXtTW+q4URHhE1MFOA5HOmUiIfs4nsF9LOyE8gsXLpVTSu7zcwULGmMwvPZtok2YKMO457Z3ndGa2TNFOP1eRo9lbba8PgydIeaLegPd28N7rdSjFRYyz+3ubd38fdoZdy9ey/K3+737/wmFkgW5JTB47WZcwGVctViTDsVk3MBAn4nsbBm65lPJZ2It9N/j/h7hgVaVXt0599aGxWqn10uQodpFpLdc11igB1Mr3vJGhI2PbvdEWwjyO/tbKLSKfLqus44UAttlOW5E7eJf1I9n87BsHtnfrhV0nUUqRUpFT8t2VU8ywK0R0YjaYG695iJsGc3go//raXWfWLbb0Mkx2Ne+CudKp1VBnjM1Fhnp0zWGsuXi9HQRpqGJjdjlgZTKRnNtGiJluF4q6ZbRTCBy1Anh9HjHCRrTck1olPrqp501ZCGtr/zjkQ5LBtHSQNfjKtLbrRKQRgfEek7XZgclf6roD3/ymyU9VIX3m0NHszg8NnPGPj+M3Oct2w2UwAz0xTsyxpaLk02Ky7jc9dR+OSbnSnjvZetqHAdSjG0x9vBei9y1ypma527/Pu2Mu1evZVmvOj1fVpmOVUemaCMne19LR6hh6KpPvRRNGuiL13Q18P/e/UkDWc9QlWVyAMdgOt5SO71rR/rP1E+yKHRsqI6Pj+Puu+/G5OQkLrjgAnzhC19AX19f4DmnT5/Gvffei2w2C03TcM899+Dd7373ggfdqyzEW96IKO/vUntK5IFkNie+r8akUm/08xlEOkTU32OGdkY2g+W6EbWLXNSlR85xXFXbLGkWAdc0htWeiEc4rTGQzucpPNcT0ai3wSRiXj9OJoyTei0s+hIGhvrFvbPS0rQ7pV1BnsVGRvocR8rtCyxbiBCBIZBS2cihFTe1rvbGjFonW81QiToUt5v6GqaTlLuoccv6UFn3OdQXU06gbtLOAbFdDYBeOnz2gn5Bs7TXleRQlRw6msXjPxnzdCo0OC4wX6igPxXD4bGZyHTexdrDezFy10vQ71OLX/l6vijaRXJU+133p0SbNulQlPvL+tUp2J6InCR8j4d/77ipqf3V0BkG+uLQNKacuo1K267dfsGZ+DkWjY4N1c9+9rO47bbbsGvXLjzwwAP4yle+grvvvjvwnD179uCaa67B7bffjtdeew133nkn/vEf/xG6rtd51+XNQrzlzejVTX0wbWJytgyHV+W4JZq/zgbw5OuD6DqDaZyZ6+FsW2j9tc0DKQdzBUv9bag/DkMX6SNz+YqokfDmSgp1SeMiypO/0Osx3I9TjSsdg2loyrAulm0Uy3YgJfNs55FnjqpItuiDxwBoDQV5FhN5nZ2ar6aeyv6HpqGhP2kgGddxIlsAwBE3NRi6hmLZrlGjLlsufutfr+voO7RqbMjDxUSujGLFUYazobOaDJVupL6G6fTeCTvapPDOYoiMdcJy1gDolbFvGa1tSbTU5T2LiaxdltqLmicuVihZyM7WCjIu9h7eS+esXoR+nyBRTvuy5XhCp8LJFDOtgEOxHZV++XvLDKrxyQJ0XUN/yoSmsZ5tp9dtOjJULcvCwYMH8cADDwAAbr75Ztxxxx01hup1112H7du3AwDOO+88lMtlFAoF9Pcv7zB0PRbiLV9O+Df1uCnaIWRnSjXR0vAhVP6TMWBkKKnUKcuWow4Ei51jfzYttP4IzKqBBOIxXSyYnKvo50P7j2Dd6hQYYzg5VagR6upmanR4brdtXoOfH51CqWKDQbRxMg0NU/Nl9RqXAxPTRdUuZyVGFdrh0NEsxrN5ZVxxLoTLDF3UwizFpiSvM1mPqmkamFc/s2ZVEtPzZWi2i9VDCbFxzhSRL1XbyYgUcKg2HJ3W87dqbGwZzeDAv5zEC788rR7TGGA5oiZbPreT1NfFpNcdbcv5oNRLY+/1ee4m2dkSTF2D47oqC02m4ddb68+mPZw487R7Bo0qIdj71BFontO2kUOxlc/xO2CHB+KYy1uYnC1hQ6YPt15Tfc+VXNrWkaE6PT2NdDoNwxAvHxkZwalTp2qed/3116v//su//EtceumlK9ZIlZwNi2jUpt6sAlK2Y5A1vNJIBaoHgl5Iv1pJtBKB8TeIXkyhrqi5nZwrKWVXmaY8PV8GD3k4OICZXAUDHLj1mosWPJblzL4DYzB0TdX1qgbjjqgDXYpNyS/X7/JqJslAXxxz+QryRRuFkgXT0BE3NZS9lGA5y67LMZiONYzgt0I7xsZLv86q/2YM3qEC2H/wWECYqdfW814bj5/lfFDqtbH38jx3k8xgArbjYr7oqpIplwMa07B50xD2fPOlFW+sE71DN86grTqaWr3Hw4GhvmRM9V2NyhRaiaVtTQ3VJ598Evfdd1/gsfPOOy8gFgSg5t9+vv71r+Nb3/oWHnroobYGt3p1uq3nLwUjy7xIuRPWj6QxPVdEwtvUZ3LlJq8AVvXHMTyQwDFPNdMvrlKq2Fg/ksYPfzaOeExXPRFjpo5SxcYPfzZ+xnLsV8p8Prz/MP7+6V+rtkGaxrBpbT8+vOut2HrpWvW8D+7YjD/7ziE4rouBvpho1ZG3kIybGFmVws1XXRR4fqf88JFDDedWjsO23ZpIvCQe09q+DlbKfEqmchUMD8RxeroIr0MJAPG/fUkTH9yx+Yx/52tH+jE4mMLXH/8XHDuVg6EzrBpIwLIdzBcsAFz1nJvLW9B0hpgpWsMYugYwkfJrGppaC+p9h0bfLbwuAYh8vxdfOaXuC+ZZzLYjxliynBV3zZwp/GtJ3GtID46612Qv/c7tjp2opZPfSf7uus6QL9qqncd7tqzHT355GobBMJiOIVey8Lc/fBWDg6mu7EdEc87G677ZOaVVrh3p79qZdSpXQX/SCNhYhs4wnasE5kjuw9955lWcnipgzXDw/Lac57OpoXrDDTfghhtuCDxmWRa2bdsGx3Gg6zomJiawZs2ayNfv2bMHP/7xj7F3716sW7eurcFNTuZUb6FepFtNrpcb175zA/Y+dQS2wxEzNFh28zmay1dg6KLthONw5IpWwOtz7Ts34KH9R5BKGIH2DxpjODGROyO/80qZz8eefQ2PPvt64DHX5Rg7OY+fHz6J8zIp9fh5mRRuvfYi5f0bGUzizh2XBDx13fhNTkzkGs6tHMdXH/slCuVqWqg/8jYzV2lrLCtlPv0Mp2OYyVewejCB6fmyUnOOmxo+vPMSnJdJLcl3Pi+Twmc+fLlKmzqezSNftMEhoiQyk0JGf2WvacsR0VXLdjF2ch6JmI5b3jca+R2azWd4XfKvLf7XfWv/4apKuW/pclyOVNxYcdfMmSK8lshIQtQ12Wv3ZjtjJ2rpdD79vztDUN0XTAhRCieSBps5+Nb+w4H9i1gceu3+PFM0O6csBXLPDwsvrUrHasZ0XiaF/3TLlsBjExPzPT+fmsYaBiY7Sv01TRNbt27FE088gZtuugmPPvoorrzyyprnff3rX8eBAwfw8MMPY2BgoJOPInoQacQ88qNXPYGU5rgux8x8GYPpWF0xEn8aqmS5pI71EvsPHot83OUc33v2dTz90nFsyPRh86ahwDzcsWPxRFlaSa2TQiJf+rtDAIJGqlTRO9tRaba6hg2ZPmWM9Yqgjl+EKF+yYXjp/o4r2nRFEZjVBpk5rX52s5Sr7GwJ6aSB+YJdc0XtuPwcACu3H91is5xTVpfz2JczUb+7dFr7WS71zkTvU29977USAGBlp/S2Sseqv5/5zGfw6U9/Gg8++CDWr1+PL37xiwCAhx9+GKdPn8anPvUpPPDAA0in07jzzjvV67761a9i7VpK3Viu+CMmpbKDdMpErlCB1aRPp8tFxEIeqKPESOiG7A6lil33bxzCGzd2ah6Hx2bAmPitHZcvaj1wq3MrN4vsbEnUYHq1zbJX6NnOchBakTU1ptej1NC1gKp0FGtWJVUbjoUorbZibMjDCAMLqCcPp2PYfcWFVCtPEEtMLxoMxMqg0frei2fQ5bDnLzYdG6obN27EN77xjZrHP/ShD6n/PnjwYKdvT/Qgsn9jqeKovpfT843rUzUG1cQ7bupN1dOAs/uGXCiHjmbRrEuqrM+T+HvXLVY7hnbm9o4dF+NrTxxGqWzDcUXNUiJu4parRrs+ruVIr0d+pKiRFOdyGzVO9ZDiamciaiIPI6mkiaH+eCAqDfROq5LlQqfRZ4paE/XoRYOBWBk0Wt9l395eW5d6fc9fbDo2VImzj0d+9CryJbvl7DxdQ7XVCRM9U5txtt+QC0F6ChMxDYWy09JrOG/eu65btDq3W0YzuOvGzT23WRCtIaMhqYQJAJgrWLCd6vUor7BgWrfgTERNmjlNeqlVSa/TafT5xVdOUdSaqAs5rYnFotn6TmfQ3oMMVaJlTkwV4dTJ35MxPOb9Q2OAYeiwbReGoSEZ07GOUjcXFekpHFmVwvRcCXMFq+lrpNOhWe+6Mw1tFssXfzQkGTeg6xpOTRWqvV9Dz08lRFuaMxk1aXR9Udph63Qaff7OM69S1JpoCO0BxGJA6/vyQ2v+FIIQnvN6RipQPXzqOgO4SCeV/TC5y+G6nNJ2FpnsbAkxr+3PqoEEzlvXXI5cYwDnHI7LoTGN5ohYMFtGM7j9uosx1BdDoWTDYNUoapi4qeGckTSm58uYy1VQrogaVZHCvjTs3LYJjuOibDngnHe1n/BKw7/mSFqJPp+aKnT0OoIgiIVA6/vygyKqREvsOzDmpYhG/50xQNcYXJcro9WyXZHyC7YgNU+iNaI8hbINhxBMEoI2MrLVlzBgOxyWI+pAd22n1CqiO/ijIXu++RLYVCGybHrES+mTaaAxQ1vyNFBKO2ydTqMTa4dTmJguUFSDIIgzCq3vyw8yVImWyM6WqvWmEegag+NUjVRdAxjTAHAM9cehaYzSuhaZKAGKhKmhZLlexFQ4Czjj2LZ5DaZzFVqoiUVHRMkYNCbWB6myCw6ULLcnxYso7bA1OhW9ufmqi/CVR/458LpC0YKhMdzz4PO0JhEEsWjQ+r68IEOVaInMYAJT8+XIqCoDwMDAfSETxwUMXVStzuUrWLMqSWldi0yUp/DWay7C6yfmsP/gMZQqNhIxAzsuPwe7r7hwiUdLnC1kBhOYy1fgcihnieuJeMlWRCRetDzpNDqx9dK1uP26i9XrEqYGMAbb5SSuRBAEQSjIUCVaYue2TTg6/jJsO2ilagzQNQ1bL8nghV+eDvzNdjgMXfwvpXWdGaI8hVtGM2SYEkvGzm2b8LXHX0G+ZMMF91LPORKJGHZu24R9B8ZI3GIZ02l0IpwebnP0VFSdIAiCWHpITIloiS2jGezaXk3nkjWpmsYQMzX8JGSkSmxHpJxSsTpBnJ1sGc3gmndthK4x2I4QVlvVn8BdN27GltEMiVsQHYsyEQRBECsbiqgSLbP7igvx9EvHxUHS5TB0DQN9MczmKuBAXbGlNauSuOWqUfKME8RZyKGjWTz38kkMDyYCdYySXha3OHQ025PjWmlQywiCIHod2g+WBjJUibbYkOmrOVBkZ0tgDNA0BsZ5QFn2nEwKn/vItiUaLUEQS00rYkm9KG5x6GhWqRFT3eTi0qkoE0EQxJmA9oOlg1J/ibaIStPTNYZU3AAHwBiDoTHoGoOpa7jl6ouWesgEQSwhyzWt029gM8YQN3XouoZ9B8aWemgrjnDv3aG+GG6/7mI6ABIE0RPQfrB0UESVaIuoNL3tl67Bcy+fhGloKJYd6stJEIRiuaZ1khrxmeVMRdUpfY8giHah/WDpIEOVaJvXT8xh7FQOpYqNQsnG5k1DgVYDtPkTBCFpJ62zl4yIzGACJ6cKKFYc2LYLw9CQjOlYN5xakvEQC4fS9wiC6ITl6nBdCZChSrTFY8++hseefx0MIr23bDl49NnXkRlMoGw5KFccTM+XcfT4L7B2OEUiSgRxltOqWFKvGRGr0jEcHptR/+aWA8t2cNU7NpzxsRDdoZV6aYIgiDBUR790kKFKtMX+g8eUkQoA4EK9UwoqSRElzoATk3l87YnDqg0FQRBnJ62kdfaSEXHoaBb/9/BE4DGXA+mEgcNjM9h9RkdDdAtK3yMIohN6WZ1+pUOGKtEWpYpdNVIRakfDg/+pMQ2lsk3eaoIgmtJLRsQjzxyF4y1uDNWlrVRxyKhZxlD6HkEQndKL6vRnA6T6S7RFImYEjFMeMk4B72DHRV9Vx3XpYEcQRFMygwlUbDfw2FIZEaemCoF/S9ec7XAyapYxUar1lL5HEATRu5ChSrTFjsvPAQeH43Jwv5XqQ7SpEdFWXdPoYEcQRFN6y4hgUNUNCCSLkFGzjKE2OARBEMsLSv0l2mL3FRcCELWqhbINQEQbpGEqEVFVF4lEjA52BEE0pZdqgNauSuDEVBEaODivGqqr+2Nk1CxzKH2PIAhi+UCGKtE2u6+4ELuvuBB7vvkSZvIVOI6LuYKFSsVRBzpdY6T6SxBEW/SKEXHL1Rfha4+/glLFgeNy6BpDIqbjzp2bl3poZxW91K6IIAiCOPOQoUp0jFT6nS9YcBwX8ZiO/pQJzoE9n3jPUg+PWCB0SCTOVraMZnDXrkvp+l9Ceq1dEUEQBHHmIUOV6JhETMeJyTwY06AxBtvhmJorYf3qvqUeGrFA6JBInO30SnT3bKWX2hURBEEQSwOJKRGdwzlk8wYhrOT9u47IErF88B8SGWOImzp0XcO+A2NLPTSCIM4CsrMlxIzgEYV6nhIEQZxdkKFKdEzJcrGqPwZd14TCr65hVX8MJctt/mKip6FDIkEQS0kvtSsiCIIglgZK/SU6RjZPXzccU4+VLQdDfbEGryKWA3JuZdodQIdEovtQHTRRj53bNmHvU0dQhnCSVWyXep4SBEGcZVBEleiY3up7SHQTmltisZF10DP5SqAO+tDR7FIPjegBqOcpQRAEQRFVomN6qe8h0V1obonFhsRyiGaQoBVBEMTZDRmqxIKgg8TKheaWWEyysyWkEsEtiOqgiW5AKeUEQRArA0r9JQiCIM44JJZDLAaUUk4QBLFy6NhQHR8fx+23346dO3fiE5/4BPL5fN3n5nI5/NZv/RYOHDjQ6ccRBEEQKwiqgyYWA2qtRRAEsXLo2FD97Gc/i9tuuw379u3DZZddhq985St1n/tHf/RHmJub6/SjCIIgiBUGieUQiwG11iIIglg5dFSjalkWDh48iAceeAAAcPPNN+OOO+7A3XffXfPcJ554An19fbjkkksWNlKCIAhiRUF10ES3abW11mPPvob9B4+hVLGRiBnYcfk52H3FhWd6uARBEEQDOoqoTk9PI51OwzCEnTsyMoJTp07VPG98fBx//dd/jXvuuWdhoyQIgiAIgmhCKynljz37Gh57/nWULQe6xlC2HDz2/Ot47NnXlnDkBEEQRJimEdUnn3wS9913X+Cx8847D4yxwGPhf7uuiz/4gz/Af/tv/w2JRGfiGKtXpzt63ZlkZKR/qYewZDy8/zC+94+voVi2kYwb+MCVF+JDOzYv9bAWxNk8nysRms+VBc3nymGx5vLakX4MDqbwnWdexempAtYMp3DzVRdh66Vr1XOe+ulxMMZgaMJXrwGwXRdP/fQ4PvLbb1+Uca106N5cWdB8riyW83wyzjlv90WWZWHbtm04ePAgdF3HiRMncMcdd+CHP/yhes6rr76Kj3zkIxgaGgIAjI2NIZPJ4I/+6I+wffv2lj5ncjIH1217eGeMkZF+TEzML/UwlgTpkWZg0BjgcoCDY/d7zl+26VNn83yuRGg+VxY0nyuHpZ7Lj/6vp6FrLOBg55zDcTn+4v+7ZsnGtVxZ6vkkugvN58qi1+dT01jDwGRHqb+maWLr1q144oknAACPPvoorrzyysBzLrroIvz4xz/G9773PXzve9/DZZddhs9//vMtG6lEb7P/4DEwMLXZ6xoDA8P+g8eWemgEQRAEUZdEzEDYB+5y8ThBEATRO3Ss+vuZz3wG3/72t3HjjTfixRdfxO/93u8BAB5++GF8+ctf7tb4iB6lVLGhBbO9oTHxOEEQBEH0KjsuPwccIoIqI6kcHDsuP2eph0YQBEH46Nh9uHHjRnzjG9+oefxDH/pQ5POjnkssXxIxQwhR+IxV8kgTBEEQvY4sTyHVX4IgiN6GrAqiI3Zcfg4ee/51OC4CNarkkSYIgiB6nd1XXEiGKUEQRI9DhirREeSRJgiCIAiCIAhisSBDlegY8kgTBEEQBEEQBLEYdCymRBAEQRAEQRAEQRCLARmqBEEQBEEQBEEQRE9BhipBEARBEARBEATRU5ChShAEQRAEQRAEQfQUZKgSBEEQBEEQBEEQPQUZqgRBEARBEARBEERPQe1piI44dDSLfQfGkJ0tITOYp1pcaQAADhJJREFUwM5tm7BlNLPUwyIIgiAIgiAIYgVAhirRNoeOZrH3qSPQdQ2phIGZfAV7nzoCAGSsEgRBEARBEASxYMhQJdpm34Ex6LoGx3Fxar4M23ahawyP/OhVMlSJrkARe4IgCIIgiLMbqlEl2iY7W4JtO5iaL8NxXGgMcDnH+GQBh45ml3p4xDJHRuxn8pVAxJ6uLYIgCIIgiLMHMlSJtskMJjCXt8AAaIyBMQaAwdA17DswttTDI5Y5MmIfN3UwxhA3deh0bREEQRAEQZxVkKFKtM3ObZtgOy44F/92OQBwDKZjyM6WlnJoxAogO1tCzAguTTFDo2uLIAiCIAjiLIIMVaJttoxmsCHTB11jcDmHoTMMDySg6xoyg4mlHh6xzMkMJlCx3cBjFdula4sgCIIgCOIsggxVoiNuuWoUg+kYMkNJrFmVhKYxOI6Lnds2LfXQiGXOzm2b4DguypYDzjnKlkPXFkEQBEEQxFkGqf4SHSEVWEmZleg2dG0RBEEQBEEQZKgSHbNlNEPGA7Eo0LVFEARBEARxdkOpvwRBEARBEARBEERPQYYqQRAEQRAEQRAE0VOQoUoQBEEQBEEQBEH0FGSoEgRBEARBEARBED0FiSkRHXHoaJZUWQmCIAiCIAiCWBTIUCXa5tDRLPY+dQS6riGVMDCTr2DvU0cAgIxVgiAIgiAIgiAWDKX+Em2z78AYdF1D3NTBGEPc1KHrGvYdGFvqoREEQRAEQRAEsQIgQ5Vom+xsCTEjeOnEDA3Z2dISjYggCIIgCIIgiJUEGapE22QGE6jYbuCxiu0iM5hYohERBEEQBEEQBLGSIEOVaJud2zbBcVyULQecc5QtB47jYue2TUs9NIIgCIIgCIIgVgAkpkS0jRRMItVfgiAIgiAIgiAWg44N1fHxcdx9992YnJzEBRdcgC984Qvo6+sLPKdSqWDPnj148cUXYVkW7r33XlxxxRULHjSx9GwZzZBhShAEQRAEQRDEotBx6u9nP/tZ3Hbbbdi3bx8uu+wyfOUrX6l5zl/8xV9genoa3/3ud/GlL30J9957LzjnCxowQRAEQRAEQRAEsbLpyFC1LAsHDx7E9ddfDwC4+eabsW/fvprnPfnkk/jYxz4Gxhje8pa34K/+6q/IUCUIgiAIgiAIgiAa0pGhOj09jXQ6DcMQmcMjIyM4depUzfPeeOMNHDx4ELfddhs++MEPIpvNQtNIv4kgCIIgCIIgCIKoT9Ma1SeffBL33Xdf4LHzzjsPjLHAY+F/A4DjODh58iT27t2LX/3qV/joRz+KJ598Ev39/S0NbvXqdEvPW0pGRlr7LsTygOZzZUHzubKg+Vw50FyuLGg+VxY0nyuL5TyfTQ3VG264ATfccEPgMcuysG3bNjiOA13XMTExgTVr1tS8NpPJYNeuXWCMYfPmzVi3bh1+85vfYMuWLS0NbnIyB9ft3VThkZF+TEzML/UwiC5B87myoPlcWdB8rhwWey4PHc2SKv0ZhO7NlQXN58qi1+dT01jDwGRHebimaWLr1q144oknAACPPvoorrzyyprnXX311eo5b775Jk6cOIELLrigk48kCIIgCIJoyKGjWex96ghm8hWkEgZm8hXsfeoIDh3NLvXQCIIgiDbpuD3NZz7zGXz605/Ggw8+iPXr1+OLX/wiAODhhx/G6dOn8bu/+7v4/d//fXzuc5/Drl27AACf//znW077JQiCIAiCAFqPku47MAZd1xA3dQBA3NRR9h6nqCpBEMTyomNDdePGjfjGN75R8/iHPvQh9d/pdBp79uzp9CMIgiAIgjjLkVFSXdcCUVIANcZndraEVCJ4tIkZGrKzpTM2XoIgCKI7kAQvQRAEQRA9iz9KyhhD3NSh6xr2HRireW5mMIGK7QYeq9guMoOJMzVcgiAIokuQoUoQBEEQRM+SnS0hZgSPK/WipDu3bYLjuChbDjjnKFsOHMfFzm2bztRwCYIgiC7RceovQRAEQRDEYpMZTGAmX1F1p0D9KKlMBSbVX4IgiOUPGaoEQRAEQfQsO7dtwt6njqAMEUmt2G7DKOmW0QwZpgRBECsAMlQJgiAIguhZKEpKEARxdkKGKkEQBEEQPQ1FSQmCIM4+SEyJIAiCIAiCIAiC6CnIUCUIgiAIgiAIgiB6CjJUCYIgCIIgCIIgiJ6CDFWCIAiCIAiCIAiipyBDlSAIgiAIgiAIgugpyFAlCIIgCIIgCIIgegoyVAmCIAiCIAiCIIieggxVgiAIgiAIgiAIoqcgQ5UgCIIgCIIgCILoKYylHkAjNI0t9RCashzGSLQOzefKguZzZUHzuXKguVxZ0HyuLGg+Vxa9PJ/NxsY45/wMjYUgCIIgCIIgCIIgmkKpvwRBEARBEARBEERPQYYqQRAEQRAEQRAE0VOQoUoQBEEQBEEQBEH0FGSoEgRBEARBEARBED0FGaoEQRAEQRAEQRBET0GGKkEQBEEQBEEQBNFTkKFKEARBEARBEARB9BRkqBIEQRAEQRAEQRA9BRmqBEEQBEEQBEEQRE9BhmoHfP/738eNN96IHTt2YO/evUs9HKJF7rzzTuzatQsf+MAH8IEPfAA///nP8fzzz+Omm27Cjh078H/+z/9Rz33llVdw88034/rrr8cf/MEfwLbtJRw54SeXy+H9738/jh07BgBtz+H4+Dhuv/127Ny5E5/4xCeQz+eX5HsQgvB83nvvvdixY4e6T5966ikANJ+9zp/+6Z9i165d2LVrF/bs2QOA7s3lTNR80r25fPnyl7+MG2+8Ebt27cJf/dVfAaD7czkTNZ8r9v7kRFucPHmSX3311Xx6eprn83l+00038V//+tdLPSyiCa7r8iuuuIJblqUeKxaL/H3vex8fGxvjlmXxu+66iz/zzDOcc8537drFf/azn3HOOb/33nv53r17l2LYRIh//ud/5u9///v52972Nv7mm292NIcf//jH+T/8wz9wzjn/0z/9U75nz54l+S5E7Xxyzvn73/9+furUqZrn0nz2Ls899xz/4Ac/yMvlMq9UKvzf//t/z7///e/TvblMiZrP/fv30725TDlw4AC/9dZbuWVZvFgs8quvvpq/8sordH8uU6Lm8+jRoyv2/qSIaps8//zz2L59O4aGhpBKpXD99ddj3759Sz0sogmvvfYaAOCuu+7C7t278dBDD+HQoUM477zzcO6558IwDNx0003Yt28fjh8/jlKphHe84x0AgJtvvpnmuEf49re/jc985jNYs2YNALQ9h5Zl4eDBg7j++usDjxNLQ3g+i8UixsfH8V//63/FTTfdhPvvvx+u69J89jgjIyP49Kc/jVgsBtM0MTo6itdff53uzWVK1HyOj4/TvblM+Tf/5t/gb/7mb2AYBiYnJ+E4Dubm5uj+XKZEzWcikVix9ycZqm1y+vRpjIyMqH+vWbMGp06dWsIREa0wNzeHd7/73XjggQfw9a9/HX/7t3+L8fHxyLkMz/HIyAjNcY/wP/7H/8DWrVvVv+vdj/XmcHp6Gul0GoZhBB4nlobwfGazWWzfvh1//Md/jG9/+9t48cUX8cgjj9B89jhvectb1EHo9ddfx5NPPgnGGN2by5So+fy3//bf0r25jDFNE/fffz927dqFd7/73bR3LnPC82nb9oq9P8lQbRPXdcEYU//mnAf+TfQm73znO7Fnzx709/djeHgYt9xyC+6///7IuaQ5Xj7Um6t6j0fNJc1t73DuuefigQcewJo1a5BMJnHnnXfixz/+Mc3nMuHXv/417rrrLtxzzz0499xz6d5c5vjn88ILL6R7c5nzqU99Ci+88AJOnDiB119/ne7PZY5/Pl944YUVe3+Sodom69atw8TEhPr3xMSESlsjepcXX3wRL7zwgvo35xwbN26MnMvwHGezWZrjHqXe/VhvDoeHhzE/Pw/HcQLPJ3qDX/3qV/jBD36g/s05h2EYNJ/LgJ/+9Kf4nd/5HfyX//Jf8Nu//dt0by5zwvNJ9+by5ejRo3jllVcAAMlkEjt27MCBAwfo/lymRM3nE088sWLvTzJU2+Q973kPXnjhBUxNTaFYLGL//v248sorl3pYRBPm5+exZ88elMtl5HI5fPe738V//s//Gb/5zW/wxhtvwHEc/MM//AOuvPJKbNy4EfF4HD/96U8BAN/73vdojnuUt7/97W3NoWma2Lp1K5544gkAwKOPPkpz20NwzvHHf/zHmJ2dhWVZ+Na3voXrrruO5rPHOXHiBD75yU/iC1/4Anbt2gWA7s3lTNR80r25fDl27Bj+8A//EJVKBZVKBT/84Q9x66230v25TImaz8svv3zF3p+Mc86XehDLje9///v4sz/7M1iWhVtuuQUf+9jHlnpIRAt86Utfwg9+8AO4rovbbrsNH/7wh/HCCy/gvvvuQ7lcxvve9z7ce++9YIzh8OHD+MM//EPkcjm87W1vw3333YdYLLbUX4HwuOaaa/A3f/M3OOecc9qew+PHj+PTn/40JicnsX79enzxi1/E4ODgUn+lsxr/fO7duxd79+6FbdvYsWMHfv/3fx8AaD57mM9//vP4+7//e2zatEk9duutt+L888+ne3MZUm8+Xdele3OZ8id/8id48sknoes6duzYgf/4H/8j7Z3LmKj5XKl7JxmqBEEQBEEQBEEQRE9Bqb8EQRAEQRAEQRBET0GGKkEQBEEQBEEQBNFTkKFKEARBEARBEARB9BRkqBIEQRAEQRAEQRA9BRmqBEEQBEEQBEEQRE9BhipBEARBEARBEATRU5ChShAEQRAEQRAEQfQUZKgSBEEQBEEQBEEQPcX/D2Rzxu38Q9vWAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 포인트가 너무 많아서 해석이 어렵지만, 육안으로 봤을 때 절반가량은 오른 것 같음 (기준선 위)\n",
    "fig = plt.figure(figsize = (16, 6))\n",
    "plt.scatter(range(len(temp)), temp['1개월후상승폭'], alpha = 0.8)\n",
    "plt.axhline(y = 0, color = \"red\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "5a9230cf",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x1fc7c7e6460>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 포인트가 너무 많아서 해석이 어렵지만, 기준선 위가 더 많은 것으로 보임\n",
    "fig = plt.figure(figsize = (16, 6))\n",
    "plt.scatter(range(len(temp)), temp['3개월후상승폭'], alpha = 0.8)\n",
    "plt.axhline(y = 0, color = \"red\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "84e72314",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x1fc7ff785b0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 포인트가 너무 많아서 해석이 어렵지만, 육안으로 봤을 때 3개월 기다린 것보다 더 많이 오른 것으로 보임\n",
    "fig = plt.figure(figsize = (16, 6))\n",
    "plt.scatter(range(len(temp)), temp['6개월후상승폭'], alpha = 0.8)\n",
    "plt.axhline(y = 0, color = \"red\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "50f63011",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x1fc03092580>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 포인트가 너무 많아서 해석이 어렵지만, 1년을 버텨도 손실이 나긴하지만, 많이 수익을 봄\n",
    "fig = plt.figure(figsize = (16, 6))\n",
    "plt.scatter(range(len(temp)), temp['1년후상승폭'], alpha = 0.8)\n",
    "plt.axhline(y = 0, color = \"red\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "b71355c2",
   "metadata": {
    "scrolled": true
   },
   "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>1개월후상승폭</th>\n",
       "      <th>3개월후상승폭</th>\n",
       "      <th>6개월후상승폭</th>\n",
       "      <th>1년후상승폭</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3504.000000</td>\n",
       "      <td>3504.000000</td>\n",
       "      <td>3504.000000</td>\n",
       "      <td>3504.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.003030</td>\n",
       "      <td>0.014030</td>\n",
       "      <td>0.030766</td>\n",
       "      <td>0.069014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.110722</td>\n",
       "      <td>0.180114</td>\n",
       "      <td>0.275047</td>\n",
       "      <td>0.475613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.634347</td>\n",
       "      <td>-0.674839</td>\n",
       "      <td>-0.700606</td>\n",
       "      <td>-0.818932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-0.060807</td>\n",
       "      <td>-0.109422</td>\n",
       "      <td>-0.153578</td>\n",
       "      <td>-0.220149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-0.002507</td>\n",
       "      <td>-0.003360</td>\n",
       "      <td>-0.008186</td>\n",
       "      <td>-0.032898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.063211</td>\n",
       "      <td>0.115330</td>\n",
       "      <td>0.156925</td>\n",
       "      <td>0.221571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.902098</td>\n",
       "      <td>1.460077</td>\n",
       "      <td>1.913084</td>\n",
       "      <td>8.318182</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           1개월후상승폭      3개월후상승폭      6개월후상승폭       1년후상승폭\n",
       "count  3504.000000  3504.000000  3504.000000  3504.000000\n",
       "mean      0.003030     0.014030     0.030766     0.069014\n",
       "std       0.110722     0.180114     0.275047     0.475613\n",
       "min      -0.634347    -0.674839    -0.700606    -0.818932\n",
       "25%      -0.060807    -0.109422    -0.153578    -0.220149\n",
       "50%      -0.002507    -0.003360    -0.008186    -0.032898\n",
       "75%       0.063211     0.115330     0.156925     0.221571\n",
       "max       0.902098     1.460077     1.913084     8.318182"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 기술적인 분석 수행\n",
    "temp[[\"1개월후상승폭\", \"3개월후상승폭\", \"6개월후상승폭\", \"1년후상승폭\"]].describe()\n",
    "\n",
    "# 모두 평균적으로는 이익을 봄\n",
    "# 그러나 절반 이상이 결국 손해로 이어짐 (중위수가 모두 음수)\n",
    "# 최악의 경우 84%나 떨어짐..."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90941a1f",
   "metadata": {},
   "source": [
    "### 목표가 도달까지 걸리는 시간 및 비율 확인"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "7685c277",
   "metadata": {},
   "outputs": [],
   "source": [
    "result = pd.DataFrame()\n",
    "for _, record in report_data.iterrows(): # 모든 행을 돌면서 평가의견이 buy라면\n",
    "    if record[\"평가의견\"] == \"buy\":\n",
    "        stock_name = record['종목명']\n",
    "        data = stock_price_data[stock_name]\n",
    "        date = record['작성일']\n",
    "        fair_price = record[\"적정가격\"]\n",
    "        time_to_fair_price = -1\n",
    "        \n",
    "        # 날짜 범위에 데이터가 없으면 무시\n",
    "        if date < data.index.min() or date + pd.to_timedelta(365, \"D\") > data.index.max():\n",
    "            continue\n",
    "        \n",
    "        if sum((data['종가'] >= fair_price) & (data.index > date)): # 적정가격까지 도달한 기록이 있다면\n",
    "            date_fair_price = data.loc[(data['종가'] >= fair_price) & (data.index > date)].iloc[-1].name\n",
    "            time_to_fair_price = (date_fair_price - date).days\n",
    "        \n",
    "        # 소요기간 추가\n",
    "        record.loc[\"소요기간\"] = time_to_fair_price\n",
    "        result = result.append(record)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "18ffe2b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.43521487524902763"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 최소 1년 내 적정 가격에 도달하지 못한 비율\n",
    "sum(result['소요기간'] == -1) / len(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "cfca9e1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    29767.000000\n",
       "mean       434.239359\n",
       "std        395.581444\n",
       "min          1.000000\n",
       "25%        119.000000\n",
       "50%        294.000000\n",
       "75%        669.000000\n",
       "max       1816.000000\n",
       "Name: 소요기간, dtype: float64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 적정 가격까지 도달하는데 소요되는 시간에 대한 분포\n",
    "# 최소값이 1인 것은 이상.... 하루만에 적정 가격 도달?\n",
    "result.loc[result['소요기간'] > -1, '소요기간'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "85a7ab18",
   "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>소요기간</th>\n",
       "      <th>작성기관</th>\n",
       "      <th>작성일</th>\n",
       "      <th>작성자</th>\n",
       "      <th>적정가격</th>\n",
       "      <th>제목</th>\n",
       "      <th>종목명</th>\n",
       "      <th>종목코드</th>\n",
       "      <th>평가의견</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11413</th>\n",
       "      <td>2.0</td>\n",
       "      <td>유진투자증권</td>\n",
       "      <td>2020-08-24</td>\n",
       "      <td>박종선</td>\n",
       "      <td>47000.0</td>\n",
       "      <td>Conference Call Conference Call 2Q20 실적 Revie...</td>\n",
       "      <td>서진시스템</td>\n",
       "      <td>178320.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12181</th>\n",
       "      <td>2.0</td>\n",
       "      <td>교보증권</td>\n",
       "      <td>2020-08-03</td>\n",
       "      <td>김정현</td>\n",
       "      <td>650000.0</td>\n",
       "      <td>2Q Re 차화정을 넘어 2Q Re 차화정을 넘어선 새로운 시작 2Q Re 차화정...</td>\n",
       "      <td>LG화학</td>\n",
       "      <td>51910.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12222</th>\n",
       "      <td>2.0</td>\n",
       "      <td>유안타증권</td>\n",
       "      <td>2020-08-03</td>\n",
       "      <td>서미화,이혜인</td>\n",
       "      <td>64000.0</td>\n",
       "      <td>2Q20 Review 반가운 2Q20 Review 반가운 어닝서프라이즈 매출액4 ...</td>\n",
       "      <td>유한양행</td>\n",
       "      <td>100.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12241</th>\n",
       "      <td>2.0</td>\n",
       "      <td>하나금융투자</td>\n",
       "      <td>2020-08-03</td>\n",
       "      <td>선민정</td>\n",
       "      <td>180000.0</td>\n",
       "      <td>사상 최대 실적 사상 최대 실적 시현 2분기 양호한 실적 예상은 했지만 이 정도일...</td>\n",
       "      <td>종근당</td>\n",
       "      <td>185750.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12247</th>\n",
       "      <td>2.0</td>\n",
       "      <td>하나금융투자</td>\n",
       "      <td>2020-08-03</td>\n",
       "      <td>선민정</td>\n",
       "      <td>260000.0</td>\n",
       "      <td>2분기에 대한 실망보다 2분기에 대한 실망보다 3분기 기대할 것이 더 많다 2분기...</td>\n",
       "      <td>녹십자</td>\n",
       "      <td>6280.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12659</th>\n",
       "      <td>2.0</td>\n",
       "      <td>SK증권</td>\n",
       "      <td>2020-07-22</td>\n",
       "      <td>이달미</td>\n",
       "      <td>250000.0</td>\n",
       "      <td>아스트라제네카 수주 아스트라제네카 수주계약 체결로 주가 리레이팅 전망 아스트라제네...</td>\n",
       "      <td>SK케미칼</td>\n",
       "      <td>285130.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12828</th>\n",
       "      <td>2.0</td>\n",
       "      <td>대신증권</td>\n",
       "      <td>2020-07-15</td>\n",
       "      <td>박강호</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>비메모리 투자 본격 비메모리 투자 본격화 도약 기대 비메모리반도체 용 FC BGA...</td>\n",
       "      <td>대덕전자</td>\n",
       "      <td>353200.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13258</th>\n",
       "      <td>2.0</td>\n",
       "      <td>하나금융투자</td>\n",
       "      <td>2020-07-06</td>\n",
       "      <td>이정기,안주원</td>\n",
       "      <td>16650.0</td>\n",
       "      <td>120억원의 현금 출 120억원의 현금 출자는 하반기 실적 상승의 반증 투자의견 ...</td>\n",
       "      <td>에이스테크</td>\n",
       "      <td>88800.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14802</th>\n",
       "      <td>2.0</td>\n",
       "      <td>삼성증권</td>\n",
       "      <td>2020-05-18</td>\n",
       "      <td>장효선</td>\n",
       "      <td>85000.0</td>\n",
       "      <td>1Q review 2 Q V 자 1Q review 2 Q V 자 반등 기대 1Q ...</td>\n",
       "      <td>키움증권</td>\n",
       "      <td>39490.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16247</th>\n",
       "      <td>2.0</td>\n",
       "      <td>삼성증권</td>\n",
       "      <td>2020-04-21</td>\n",
       "      <td>서근희</td>\n",
       "      <td>600000.0</td>\n",
       "      <td>코로나 19 코로나 19 로 인한 CMO 시장 재편에 따른 수혜 발표실적 vs 컨...</td>\n",
       "      <td>삼성바이오로직스</td>\n",
       "      <td>207940.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18541</th>\n",
       "      <td>2.0</td>\n",
       "      <td>대신증권</td>\n",
       "      <td>2020-02-11</td>\n",
       "      <td>한상원</td>\n",
       "      <td>410000.0</td>\n",
       "      <td>사필귀정 사필귀정 사필귀정</td>\n",
       "      <td>LG화학</td>\n",
       "      <td>51910.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23821</th>\n",
       "      <td>2.0</td>\n",
       "      <td>메리츠종금증권</td>\n",
       "      <td>2019-09-02</td>\n",
       "      <td>정지수</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>의 5G 는 지금부 의 5G 는 지금부터 의 5G 는 지금부터</td>\n",
       "      <td>RFHIC</td>\n",
       "      <td>218410.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26381</th>\n",
       "      <td>2.0</td>\n",
       "      <td>대신증권</td>\n",
       "      <td>2019-07-09</td>\n",
       "      <td>한경래,이새롬</td>\n",
       "      <td>45000.0</td>\n",
       "      <td>한국을 넘어 글 한국을 넘어 글로벌로 Feat 중국 한국을 넘어 글로벌로 Feat...</td>\n",
       "      <td>케이엠더블유</td>\n",
       "      <td>32500.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27573</th>\n",
       "      <td>2.0</td>\n",
       "      <td>하나금융투자</td>\n",
       "      <td>2019-06-05</td>\n",
       "      <td>이기훈</td>\n",
       "      <td>6600.0</td>\n",
       "      <td>보좌관부터 연말 보좌관부터 연말까지 라인업이 좋다 보좌관부터 연말까지 라인업이 좋다</td>\n",
       "      <td>제이콘텐트리</td>\n",
       "      <td>36420.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28721</th>\n",
       "      <td>2.0</td>\n",
       "      <td>키움증권</td>\n",
       "      <td>2019-05-15</td>\n",
       "      <td>서혜원</td>\n",
       "      <td>28000.0</td>\n",
       "      <td>플랫폼 기업의 정석 플랫폼 기업의 정석 1Q19 연결기준 매출액 267억원 23 ...</td>\n",
       "      <td>다나와</td>\n",
       "      <td>119860.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33337</th>\n",
       "      <td>2.0</td>\n",
       "      <td>삼성증권</td>\n",
       "      <td>2019-02-12</td>\n",
       "      <td>조상훈</td>\n",
       "      <td>33000.0</td>\n",
       "      <td>2019년 경쟁력이 2019년 경쟁력이 부각될 시기 2019년 경쟁력이 부각될 시기</td>\n",
       "      <td>CJ프레시웨이</td>\n",
       "      <td>51500.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40414</th>\n",
       "      <td>2.0</td>\n",
       "      <td>미래에셋대우</td>\n",
       "      <td>2018-10-08</td>\n",
       "      <td>박정엽</td>\n",
       "      <td>8400.0</td>\n",
       "      <td>19년 투자 본격 19년 투자 본격화를 기대 19년 투자 본격화를 기대</td>\n",
       "      <td>제이콘텐트리</td>\n",
       "      <td>36420.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40609</th>\n",
       "      <td>2.0</td>\n",
       "      <td>유안타증권</td>\n",
       "      <td>2018-10-02</td>\n",
       "      <td>박성호</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>중국향 드라마 중국향 드라마 구작 판매 재개 중국향 드라마 구작 판매 재개</td>\n",
       "      <td>제이콘텐트리</td>\n",
       "      <td>36420.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40641</th>\n",
       "      <td>2.0</td>\n",
       "      <td>삼성증권</td>\n",
       "      <td>2018-10-02</td>\n",
       "      <td>양승우,최준성</td>\n",
       "      <td>8200.0</td>\n",
       "      <td>국내 Top 2 드라 국내 Top 2 드라마 제작사 국내 Top 2 드라마 제작사</td>\n",
       "      <td>제이콘텐트리</td>\n",
       "      <td>36420.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45636</th>\n",
       "      <td>2.0</td>\n",
       "      <td>키움증권</td>\n",
       "      <td>2018-06-12</td>\n",
       "      <td>이창희</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>재무구조 개선 재무구조 개선 가시화 재무구조 개선 가시화</td>\n",
       "      <td>아시아나항공</td>\n",
       "      <td>20560.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45652</th>\n",
       "      <td>2.0</td>\n",
       "      <td>대신증권</td>\n",
       "      <td>2018-06-12</td>\n",
       "      <td>김회재</td>\n",
       "      <td>9000.0</td>\n",
       "      <td>영화 보기 좋을 영화 보기 좋을 때 영화 보기 좋을 때</td>\n",
       "      <td>제이콘텐트리</td>\n",
       "      <td>36420.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47693</th>\n",
       "      <td>2.0</td>\n",
       "      <td>하나금융투자</td>\n",
       "      <td>2018-05-08</td>\n",
       "      <td>김홍식,성도훈</td>\n",
       "      <td>12850.0</td>\n",
       "      <td>2018년 1분기 컨퍼 2018년 1분기 컨퍼런스 콜 CFO 이혁주 2018년 1...</td>\n",
       "      <td>LG유플러스</td>\n",
       "      <td>32640.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48040</th>\n",
       "      <td>2.0</td>\n",
       "      <td>신한금융투자</td>\n",
       "      <td>2018-04-30</td>\n",
       "      <td>오경석</td>\n",
       "      <td>60000.0</td>\n",
       "      <td>긍정적인 수익성 성 긍정적인 수익성 성장은 2분기 재개 긍정적인 수익성 성장은 2...</td>\n",
       "      <td>현대건설</td>\n",
       "      <td>720.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48063</th>\n",
       "      <td>2.0</td>\n",
       "      <td>유진투자증권</td>\n",
       "      <td>2018-04-30</td>\n",
       "      <td>이상우</td>\n",
       "      <td>61000.0</td>\n",
       "      <td>해외 원가율 개선 해외 원가율 개선 해외 원가율 개선</td>\n",
       "      <td>현대건설</td>\n",
       "      <td>720.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48142</th>\n",
       "      <td>2.0</td>\n",
       "      <td>KB증권</td>\n",
       "      <td>2018-04-30</td>\n",
       "      <td>장문준,정동익</td>\n",
       "      <td>58500.0</td>\n",
       "      <td>매출부진에도 이익률 매출부진에도 이익률 회복 시간이 지날수록 강화될 모멘텀 매출부...</td>\n",
       "      <td>현대건설</td>\n",
       "      <td>720.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48181</th>\n",
       "      <td>2.0</td>\n",
       "      <td>KTB투자증권</td>\n",
       "      <td>2018-04-30</td>\n",
       "      <td>김선미</td>\n",
       "      <td>61000.0</td>\n",
       "      <td>1Q18 Review QoQ 실 1Q18 Review QoQ 실적 회복 기대 1Q...</td>\n",
       "      <td>현대건설</td>\n",
       "      <td>720.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48200</th>\n",
       "      <td>2.0</td>\n",
       "      <td>한국투자증권</td>\n",
       "      <td>2018-04-30</td>\n",
       "      <td>이경자,김치호</td>\n",
       "      <td>61000.0</td>\n",
       "      <td>정부 프로젝트 G2G 정부 프로젝트 G2G 활성화 오랜만의 기회 정부 프로젝트 G...</td>\n",
       "      <td>현대건설</td>\n",
       "      <td>720.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52520</th>\n",
       "      <td>2.0</td>\n",
       "      <td>삼성증권</td>\n",
       "      <td>2018-01-24</td>\n",
       "      <td>윤선영</td>\n",
       "      <td>37000.0</td>\n",
       "      <td>올해도 순항 올해도 순항 인구 고령화 만성질환 증가로 동사의 서방형 제제 CR 개...</td>\n",
       "      <td>유나이티드제약</td>\n",
       "      <td>33270.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53456</th>\n",
       "      <td>2.0</td>\n",
       "      <td>SK증권</td>\n",
       "      <td>2018-01-08</td>\n",
       "      <td>손지우</td>\n",
       "      <td>180000.0</td>\n",
       "      <td>드디어 돌아오는 폴리실리 드디어 돌아오는 폴리실리콘 4Q17 OP 는 986 억원...</td>\n",
       "      <td>OCI</td>\n",
       "      <td>10060.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54695</th>\n",
       "      <td>2.0</td>\n",
       "      <td>메리츠종금증권</td>\n",
       "      <td>2017-11-27</td>\n",
       "      <td>김현</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>느린 회복이지만 앞은 보 느린 회복이지만 앞은 보인다 느린 회복이지만 앞은 보인다</td>\n",
       "      <td>태광</td>\n",
       "      <td>23160.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57970</th>\n",
       "      <td>2.0</td>\n",
       "      <td>NH투자증권</td>\n",
       "      <td>2017-10-11</td>\n",
       "      <td>구완성</td>\n",
       "      <td>120000.0</td>\n",
       "      <td>나보타 모멘텀이 주 나보타 모멘텀이 주가 결정 요소 3분기 영업이익 전년동기 대비...</td>\n",
       "      <td>대웅제약</td>\n",
       "      <td>69620.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57997</th>\n",
       "      <td>2.0</td>\n",
       "      <td>KB증권</td>\n",
       "      <td>2017-10-11</td>\n",
       "      <td>서근희,이지수</td>\n",
       "      <td>123000.0</td>\n",
       "      <td>나보타 신공장 KGMP 나보타 신공장 KGMP 승인으로 성장세 지속 투자의견 BU...</td>\n",
       "      <td>대웅제약</td>\n",
       "      <td>69620.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58970</th>\n",
       "      <td>2.0</td>\n",
       "      <td>삼성증권</td>\n",
       "      <td>2017-08-29</td>\n",
       "      <td>임은영</td>\n",
       "      <td>37000.0</td>\n",
       "      <td>본 게임은 지금부터 본 게임은 지금부터 은 FCEV에 난방시스템인 고전압 PTC히...</td>\n",
       "      <td>우리산업</td>\n",
       "      <td>215360.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59525</th>\n",
       "      <td>2.0</td>\n",
       "      <td>유진투자증권</td>\n",
       "      <td>2017-08-14</td>\n",
       "      <td>장호윤</td>\n",
       "      <td>135000.0</td>\n",
       "      <td>게임즈 해외시장 성과가 게임즈 해외시장 성과가 중요 투자의견 BUY유지하나 목표주...</td>\n",
       "      <td>넷마블</td>\n",
       "      <td>251270.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62966</th>\n",
       "      <td>2.0</td>\n",
       "      <td>이베스트증권</td>\n",
       "      <td>2017-06-07</td>\n",
       "      <td>어규진</td>\n",
       "      <td>155000.0</td>\n",
       "      <td>2분기는 잠시 쉬고 2분기는 잠시 쉬고 투자의견 매수 목표주가 155 000원 유지</td>\n",
       "      <td>LG이노텍</td>\n",
       "      <td>11070.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63008</th>\n",
       "      <td>2.0</td>\n",
       "      <td>한화투자증권</td>\n",
       "      <td>2017-06-07</td>\n",
       "      <td>이상원,이제연</td>\n",
       "      <td>280000.0</td>\n",
       "      <td>E S의 Hidden Value가 E S의 Hidden Value가 빛나기 시작할...</td>\n",
       "      <td>SK</td>\n",
       "      <td>34730.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64468</th>\n",
       "      <td>2.0</td>\n",
       "      <td>이베스트증권</td>\n",
       "      <td>2017-05-15</td>\n",
       "      <td>성종화</td>\n",
       "      <td>55000.0</td>\n",
       "      <td>컴투스 투자가치 축소 컴투스 투자가치 축소 시점엔 대안주 가능 아직은 1Q17 실...</td>\n",
       "      <td>게임빌</td>\n",
       "      <td>63080.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65002</th>\n",
       "      <td>2.0</td>\n",
       "      <td>하나대투증권</td>\n",
       "      <td>2017-05-08</td>\n",
       "      <td>심은주</td>\n",
       "      <td>250000.0</td>\n",
       "      <td>동원F B 1Q17 실적 리뷰 동원F B 1Q17 실적 리뷰 참치 투입어가 상승에...</td>\n",
       "      <td>동원F&amp;B</td>\n",
       "      <td>49770.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65053</th>\n",
       "      <td>2.0</td>\n",
       "      <td>미래에셋대우</td>\n",
       "      <td>2017-05-02</td>\n",
       "      <td>김태희</td>\n",
       "      <td>95000.0</td>\n",
       "      <td>1Q17 review 실적 1Q17 review 실적 개선은 하반기 R D부문 계...</td>\n",
       "      <td>동아에스티</td>\n",
       "      <td>170900.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68537</th>\n",
       "      <td>2.0</td>\n",
       "      <td>신한금융투자</td>\n",
       "      <td>2017-02-28</td>\n",
       "      <td>홍세종,오경석</td>\n",
       "      <td>5600.0</td>\n",
       "      <td>자세히 보니 견 자세히 보니 견조한 실적 4Q16 연결 영업손실은 2억원 적자전환...</td>\n",
       "      <td>제이콘텐트리</td>\n",
       "      <td>36420.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68543</th>\n",
       "      <td>2.0</td>\n",
       "      <td>대신증권</td>\n",
       "      <td>2017-02-28</td>\n",
       "      <td>김회재</td>\n",
       "      <td>6500.0</td>\n",
       "      <td>극장도 좋고 TV 극장도 좋고 TV도 좋고 투자의견 매수 Buy 목표주가 6 50...</td>\n",
       "      <td>제이콘텐트리</td>\n",
       "      <td>36420.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74779</th>\n",
       "      <td>2.0</td>\n",
       "      <td>메리츠종금증권</td>\n",
       "      <td>2016-11-08</td>\n",
       "      <td>양지혜</td>\n",
       "      <td>180000.0</td>\n",
       "      <td>신세계조선호텔 면세사업부의 김해공항면세점 철수로 인한 손실 폭 축소 영향단기적인 ...</td>\n",
       "      <td>이마트</td>\n",
       "      <td>139480.0</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       소요기간     작성기관        작성일      작성자      적정가격  \\\n",
       "11413   2.0   유진투자증권 2020-08-24      박종선   47000.0   \n",
       "12181   2.0     교보증권 2020-08-03      김정현  650000.0   \n",
       "12222   2.0    유안타증권 2020-08-03  서미화,이혜인   64000.0   \n",
       "12241   2.0   하나금융투자 2020-08-03      선민정  180000.0   \n",
       "12247   2.0   하나금융투자 2020-08-03      선민정  260000.0   \n",
       "12659   2.0     SK증권 2020-07-22      이달미  250000.0   \n",
       "12828   2.0     대신증권 2020-07-15      박강호   12000.0   \n",
       "13258   2.0   하나금융투자 2020-07-06  이정기,안주원   16650.0   \n",
       "14802   2.0     삼성증권 2020-05-18      장효선   85000.0   \n",
       "16247   2.0     삼성증권 2020-04-21      서근희  600000.0   \n",
       "18541   2.0     대신증권 2020-02-11      한상원  410000.0   \n",
       "23821   2.0  메리츠종금증권 2019-09-02      정지수   40000.0   \n",
       "26381   2.0     대신증권 2019-07-09  한경래,이새롬   45000.0   \n",
       "27573   2.0   하나금융투자 2019-06-05      이기훈    6600.0   \n",
       "28721   2.0     키움증권 2019-05-15      서혜원   28000.0   \n",
       "33337   2.0     삼성증권 2019-02-12      조상훈   33000.0   \n",
       "40414   2.0   미래에셋대우 2018-10-08      박정엽    8400.0   \n",
       "40609   2.0    유안타증권 2018-10-02      박성호   11000.0   \n",
       "40641   2.0     삼성증권 2018-10-02  양승우,최준성    8200.0   \n",
       "45636   2.0     키움증권 2018-06-12      이창희    6000.0   \n",
       "45652   2.0     대신증권 2018-06-12      김회재    9000.0   \n",
       "47693   2.0   하나금융투자 2018-05-08  김홍식,성도훈   12850.0   \n",
       "48040   2.0   신한금융투자 2018-04-30      오경석   60000.0   \n",
       "48063   2.0   유진투자증권 2018-04-30      이상우   61000.0   \n",
       "48142   2.0     KB증권 2018-04-30  장문준,정동익   58500.0   \n",
       "48181   2.0  KTB투자증권 2018-04-30      김선미   61000.0   \n",
       "48200   2.0   한국투자증권 2018-04-30  이경자,김치호   61000.0   \n",
       "52520   2.0     삼성증권 2018-01-24      윤선영   37000.0   \n",
       "53456   2.0     SK증권 2018-01-08      손지우  180000.0   \n",
       "54695   2.0  메리츠종금증권 2017-11-27       김현   11000.0   \n",
       "57970   2.0   NH투자증권 2017-10-11      구완성  120000.0   \n",
       "57997   2.0     KB증권 2017-10-11  서근희,이지수  123000.0   \n",
       "58970   2.0     삼성증권 2017-08-29      임은영   37000.0   \n",
       "59525   2.0   유진투자증권 2017-08-14      장호윤  135000.0   \n",
       "62966   2.0   이베스트증권 2017-06-07      어규진  155000.0   \n",
       "63008   2.0   한화투자증권 2017-06-07  이상원,이제연  280000.0   \n",
       "64468   2.0   이베스트증권 2017-05-15      성종화   55000.0   \n",
       "65002   2.0   하나대투증권 2017-05-08      심은주  250000.0   \n",
       "65053   2.0   미래에셋대우 2017-05-02      김태희   95000.0   \n",
       "68537   2.0   신한금융투자 2017-02-28  홍세종,오경석    5600.0   \n",
       "68543   2.0     대신증권 2017-02-28      김회재    6500.0   \n",
       "74779   2.0  메리츠종금증권 2016-11-08      양지혜  180000.0   \n",
       "\n",
       "                                                      제목       종목명      종목코드  \\\n",
       "11413   Conference Call Conference Call 2Q20 실적 Revie...     서진시스템  178320.0   \n",
       "12181   2Q Re 차화정을 넘어 2Q Re 차화정을 넘어선 새로운 시작 2Q Re 차화정...      LG화학   51910.0   \n",
       "12222   2Q20 Review 반가운 2Q20 Review 반가운 어닝서프라이즈 매출액4 ...      유한양행     100.0   \n",
       "12241   사상 최대 실적 사상 최대 실적 시현 2분기 양호한 실적 예상은 했지만 이 정도일...       종근당  185750.0   \n",
       "12247   2분기에 대한 실망보다 2분기에 대한 실망보다 3분기 기대할 것이 더 많다 2분기...       녹십자    6280.0   \n",
       "12659   아스트라제네카 수주 아스트라제네카 수주계약 체결로 주가 리레이팅 전망 아스트라제네...     SK케미칼  285130.0   \n",
       "12828   비메모리 투자 본격 비메모리 투자 본격화 도약 기대 비메모리반도체 용 FC BGA...      대덕전자  353200.0   \n",
       "13258   120억원의 현금 출 120억원의 현금 출자는 하반기 실적 상승의 반증 투자의견 ...     에이스테크   88800.0   \n",
       "14802   1Q review 2 Q V 자 1Q review 2 Q V 자 반등 기대 1Q ...      키움증권   39490.0   \n",
       "16247   코로나 19 코로나 19 로 인한 CMO 시장 재편에 따른 수혜 발표실적 vs 컨...  삼성바이오로직스  207940.0   \n",
       "18541                                    사필귀정 사필귀정 사필귀정       LG화학   51910.0   \n",
       "23821                의 5G 는 지금부 의 5G 는 지금부터 의 5G 는 지금부터      RFHIC  218410.0   \n",
       "26381   한국을 넘어 글 한국을 넘어 글로벌로 Feat 중국 한국을 넘어 글로벌로 Feat...    케이엠더블유   32500.0   \n",
       "27573    보좌관부터 연말 보좌관부터 연말까지 라인업이 좋다 보좌관부터 연말까지 라인업이 좋다     제이콘텐트리   36420.0   \n",
       "28721   플랫폼 기업의 정석 플랫폼 기업의 정석 1Q19 연결기준 매출액 267억원 23 ...       다나와  119860.0   \n",
       "33337    2019년 경쟁력이 2019년 경쟁력이 부각될 시기 2019년 경쟁력이 부각될 시기    CJ프레시웨이   51500.0   \n",
       "40414           19년 투자 본격 19년 투자 본격화를 기대 19년 투자 본격화를 기대     제이콘텐트리   36420.0   \n",
       "40609         중국향 드라마 중국향 드라마 구작 판매 재개 중국향 드라마 구작 판매 재개     제이콘텐트리   36420.0   \n",
       "40641     국내 Top 2 드라 국내 Top 2 드라마 제작사 국내 Top 2 드라마 제작사     제이콘텐트리   36420.0   \n",
       "45636                   재무구조 개선 재무구조 개선 가시화 재무구조 개선 가시화     아시아나항공   20560.0   \n",
       "45652                    영화 보기 좋을 영화 보기 좋을 때 영화 보기 좋을 때     제이콘텐트리   36420.0   \n",
       "47693   2018년 1분기 컨퍼 2018년 1분기 컨퍼런스 콜 CFO 이혁주 2018년 1...    LG유플러스   32640.0   \n",
       "48040   긍정적인 수익성 성 긍정적인 수익성 성장은 2분기 재개 긍정적인 수익성 성장은 2...      현대건설     720.0   \n",
       "48063                     해외 원가율 개선 해외 원가율 개선 해외 원가율 개선       현대건설     720.0   \n",
       "48142   매출부진에도 이익률 매출부진에도 이익률 회복 시간이 지날수록 강화될 모멘텀 매출부...      현대건설     720.0   \n",
       "48181   1Q18 Review QoQ 실 1Q18 Review QoQ 실적 회복 기대 1Q...      현대건설     720.0   \n",
       "48200   정부 프로젝트 G2G 정부 프로젝트 G2G 활성화 오랜만의 기회 정부 프로젝트 G...      현대건설     720.0   \n",
       "52520   올해도 순항 올해도 순항 인구 고령화 만성질환 증가로 동사의 서방형 제제 CR 개...   유나이티드제약   33270.0   \n",
       "53456   드디어 돌아오는 폴리실리 드디어 돌아오는 폴리실리콘 4Q17 OP 는 986 억원...       OCI   10060.0   \n",
       "54695     느린 회복이지만 앞은 보 느린 회복이지만 앞은 보인다 느린 회복이지만 앞은 보인다         태광   23160.0   \n",
       "57970   나보타 모멘텀이 주 나보타 모멘텀이 주가 결정 요소 3분기 영업이익 전년동기 대비...      대웅제약   69620.0   \n",
       "57997   나보타 신공장 KGMP 나보타 신공장 KGMP 승인으로 성장세 지속 투자의견 BU...      대웅제약   69620.0   \n",
       "58970   본 게임은 지금부터 본 게임은 지금부터 은 FCEV에 난방시스템인 고전압 PTC히...      우리산업  215360.0   \n",
       "59525   게임즈 해외시장 성과가 게임즈 해외시장 성과가 중요 투자의견 BUY유지하나 목표주...       넷마블  251270.0   \n",
       "62966    2분기는 잠시 쉬고 2분기는 잠시 쉬고 투자의견 매수 목표주가 155 000원 유지      LG이노텍   11070.0   \n",
       "63008   E S의 Hidden Value가 E S의 Hidden Value가 빛나기 시작할...        SK   34730.0   \n",
       "64468   컴투스 투자가치 축소 컴투스 투자가치 축소 시점엔 대안주 가능 아직은 1Q17 실...       게임빌   63080.0   \n",
       "65002   동원F B 1Q17 실적 리뷰 동원F B 1Q17 실적 리뷰 참치 투입어가 상승에...     동원F&B   49770.0   \n",
       "65053   1Q17 review 실적 1Q17 review 실적 개선은 하반기 R D부문 계...     동아에스티  170900.0   \n",
       "68537   자세히 보니 견 자세히 보니 견조한 실적 4Q16 연결 영업손실은 2억원 적자전환...    제이콘텐트리   36420.0   \n",
       "68543   극장도 좋고 TV 극장도 좋고 TV도 좋고 투자의견 매수 Buy 목표주가 6 50...    제이콘텐트리   36420.0   \n",
       "74779   신세계조선호텔 면세사업부의 김해공항면세점 철수로 인한 손실 폭 축소 영향단기적인 ...       이마트  139480.0   \n",
       "\n",
       "      평가의견  \n",
       "11413  buy  \n",
       "12181  buy  \n",
       "12222  buy  \n",
       "12241  buy  \n",
       "12247  buy  \n",
       "12659  buy  \n",
       "12828  buy  \n",
       "13258  buy  \n",
       "14802  buy  \n",
       "16247  buy  \n",
       "18541  buy  \n",
       "23821  buy  \n",
       "26381  buy  \n",
       "27573  buy  \n",
       "28721  buy  \n",
       "33337  buy  \n",
       "40414  buy  \n",
       "40609  buy  \n",
       "40641  buy  \n",
       "45636  buy  \n",
       "45652  buy  \n",
       "47693  buy  \n",
       "48040  buy  \n",
       "48063  buy  \n",
       "48142  buy  \n",
       "48181  buy  \n",
       "48200  buy  \n",
       "52520  buy  \n",
       "53456  buy  \n",
       "54695  buy  \n",
       "57970  buy  \n",
       "57997  buy  \n",
       "58970  buy  \n",
       "59525  buy  \n",
       "62966  buy  \n",
       "63008  buy  \n",
       "64468  buy  \n",
       "65002  buy  \n",
       "65053  buy  \n",
       "68537  buy  \n",
       "68543  buy  \n",
       "74779  buy  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 이틀만에 도달하는 것도 이상함 --> 적정 주가라는 것이 현재 주가랑 크게 관련이 없음 (현재 주가가 적정 주가인 경우도..)\n",
    "result.loc[result['소요기간'] == 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "e07689f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 현 주가와 적정 가격의 차이가 10% 이상 나는데도 잘 맞춘 케이스만 필터링\n",
    "result = pd.DataFrame()\n",
    "for _, record in report_data.iterrows(): # 모든 행을 돌면서 평가의견이 buy라면\n",
    "    if record[\"평가의견\"] == \"buy\":\n",
    "        stock_name = record['종목명']\n",
    "        data = stock_price_data[stock_name]\n",
    "        date = record['작성일']\n",
    "        fair_price = record[\"적정가격\"]\n",
    "        \n",
    "        time_to_fair_price = -1\n",
    "        \n",
    "        # 날짜 범위에 데이터가 없으면 무시\n",
    "        if date < data.index.min() or date + pd.to_timedelta(365, \"D\") > data.index.max():\n",
    "            continue\n",
    "        \n",
    "        current_price = get_nearest_close_price(data, date)\n",
    "        if abs(fair_price - current_price) / current_price < 0.1:\n",
    "            continue\n",
    "        \n",
    "        if sum((data['종가'] >= fair_price) & (data.index > date)): # 적정가격까지 도달한 기록이 있다면\n",
    "            date_fair_price = data.loc[(data['종가'] >= fair_price) & (data.index > date)].iloc[-1].name\n",
    "            time_to_fair_price = (date_fair_price - date).days\n",
    "        \n",
    "        # 소요기간 추가\n",
    "        record.loc[\"소요기간\"] = time_to_fair_price\n",
    "        result = result.append(record)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "2f4af1ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    28817.000000\n",
       "mean       444.004824\n",
       "std        395.574743\n",
       "min          1.000000\n",
       "25%        128.000000\n",
       "50%        306.000000\n",
       "75%        685.000000\n",
       "max       1816.000000\n",
       "Name: 소요기간, dtype: float64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.loc[result['소요기간'] > 0, '소요기간'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "80c99c69",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "count_result = pd.Series()\n",
    "for idx in result['작성기관'].value_counts().index:\n",
    "    count_result[idx] = result.loc[result['소요기간'] > 0, '작성기관'].value_counts().loc[idx] / sum(report_data['작성기관'] == idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "9c925bb5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "메리츠증권      1.000000\n",
       "NH농협증권     1.000000\n",
       "대신증권       0.586133\n",
       "현대차투자증권    0.574026\n",
       "교보증권       0.573306\n",
       "HMC투자증권    0.566004\n",
       "키움증권       0.565271\n",
       "유진투자증권     0.561234\n",
       "이베스트증권     0.556110\n",
       "IBK투자증권    0.536937\n",
       "미래에셋대우     0.532917\n",
       "한양증권       0.531100\n",
       "하이투자증권     0.528354\n",
       "신한금융투자     0.527973\n",
       "미래에셋증권     0.513699\n",
       "메리츠종금증권    0.504451\n",
       "삼성증권       0.503872\n",
       "하나금융투자     0.501110\n",
       "SK증권       0.485356\n",
       "현대증권       0.484694\n",
       "하나대투증권     0.475915\n",
       "한화투자증권     0.474743\n",
       "KTB투자증권    0.470322\n",
       "유안타증권      0.463384\n",
       "NH투자증권     0.446197\n",
       "한국투자증권     0.444444\n",
       "KB증권       0.412558\n",
       "dtype: float64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "count_result.sort_values(ascending = False)"
   ]
  }
 ],
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