{ "cells": [ { "attachments": {}, "cell_type": "markdown", "id": "da022ed3", "metadata": {}, "source": [ "

台積電擴大赴美投資情緒分析2

" ] }, { "cell_type": "markdown", "id": "db8d4d98", "metadata": {}, "source": [] }, { "attachments": {}, "cell_type": "markdown", "id": "4129b6a6", "metadata": {}, "source": [ "## 1. 套件安裝" ] }, { "cell_type": "code", "execution_count": null, "id": "9608a7d1", "metadata": {}, "outputs": [], "source": [ "# 安裝會使用到的套件\n", "# 安裝ckiptagger前要先安裝tensorflow，有套件相依的問題\n", "# %pip install -U ckiptagger\\[tf,gdown\\]\n", "# %pip install wordcloud SnowNLP" ] }, { "cell_type": "code", "execution_count": null, "id": "18e2b394", "metadata": {}, "outputs": [], "source": [ "# 確認當前工作目錄\n", "# %pwd" ] }, { "cell_type": "code", "execution_count": 2, "id": "8d4b114a", "metadata": {}, "outputs": [], "source": [ "from ckiptagger import data_utils, construct_dictionary, WS, POS, NER\n", "import re\n", "from wordcloud import WordCloud\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import time\n", "import datetime\n", "import os\n", "import opencc" ] }, { "cell_type": "code", "execution_count": 3, "id": "14f53316", "metadata": {}, "outputs": [], "source": [ "# 設定圖的中文字體 (無法顯示的話可以試試‘Microsoft JhengHei’字體)\n", "# 也可參考：https://pyecontech.com/2020/03/27/python_matplotlib_chinese/\n", "plt.rcParams['font.sans-serif'] = ['Arial Unicode Ms'] # MacOS 內建中文字體\n", "# plt.rcParams['font.sans-serif'] = ['Microsoft JhengHei'] # Windows 中文字體" ] }, { "attachments": {}, "cell_type": "markdown", "id": "bd68b0a5", "metadata": {}, "source": [ "## 2. CKIP\n", "\n", "### 2.1 CKIP安裝" ] }, { "cell_type": "code", "execution_count": null, "id": "fa42cfd1", "metadata": {}, "outputs": [], "source": [ "# data_utils.download_data_gdown(\"./\") # 下載ckip model" ] }, { "attachments": {}, "cell_type": "markdown", "id": "95b76d22", "metadata": {}, "source": [ "### 2.2 利用CKIP進行自然語言處理\n", "透過ckip這個套件可以對文集進行斷詞、命名實體辨識、詞性標記等處理\n", "+ CKIP 標註任務\n", " + 斷詞（ws）\n", " + 可以設定自己的辭典\n", " + `recommend_dictionary` 推薦字典\n", " + `coerce_dictionary` 強制字典\n", " + 實體辨識（ner）\n", " + 詞性標註（pos）\n", "+ NER與POS名詞對應: https://ckip.iis.sinica.edu.tw/service/corenlp/ （左上角的標記列表）" ] }, { "cell_type": "code", "execution_count": 4, "id": "66a409b7", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/yolun/SMA_2025S/.venv/lib/python3.11/site-packages/ckiptagger/model_ws.py:106: UserWarning: `tf.nn.rnn_cell.LSTMCell` is deprecated and will be removed in a future version. This class is equivalent as `tf.keras.layers.LSTMCell`, and will be replaced by that in Tensorflow 2.0.\n", " cell = tf.compat.v1.nn.rnn_cell.LSTMCell(hidden_d, name=name)\n", "2025-03-21 16:15:01.695905: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:388] MLIR V1 optimization pass is not enabled\n", "/Users/yolun/SMA_2025S/.venv/lib/python3.11/site-packages/ckiptagger/model_pos.py:56: UserWarning: `tf.nn.rnn_cell.LSTMCell` is deprecated and will be removed in a future version. This class is equivalent as `tf.keras.layers.LSTMCell`, and will be replaced by that in Tensorflow 2.0.\n", " cell = tf.compat.v1.nn.rnn_cell.LSTMCell(hidden_d, name=name)\n", "/Users/yolun/SMA_2025S/.venv/lib/python3.11/site-packages/ckiptagger/model_ner.py:57: UserWarning: `tf.nn.rnn_cell.LSTMCell` is deprecated and will be removed in a future version. This class is equivalent as `tf.keras.layers.LSTMCell`, and will be replaced by that in Tensorflow 2.0.\n", " cell = tf.compat.v1.nn.rnn_cell.LSTMCell(hidden_d, name=name)\n" ] } ], "source": [ "# 將三份工具的模型路徑指向我們剛才下載的檔案「data」\n", "ws = WS(\"./data\")\n", "pos = POS(\"./data\")\n", "ner = NER(\"./data\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "fa6b44f4", "metadata": {}, "source": [ "## 3. CKIP 標註" ] }, { "attachments": {}, "cell_type": "markdown", "id": "8461310e", "metadata": {}, "source": [ "### 3.1 將抓取結果用CKIP進行處理\n", "

資料簡介

\n", "" ] }, { "cell_type": "code", "execution_count": 5, "id": "af3e34be", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "artDate 已成功轉換，合併後的 DataFrame：\n" ] }, { "data": { "text/html": [ "
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system_idartUrlartTitleartDateartPosterartCatagoryartContentartCommente_ipinsertedDatedataSource
01https://www.ptt.cc/bbs/Stock/M.1725159108.A.FE...[標的]台積電2025展望多2024-09-01LeftyStock標的：\\nTW 台積電\\n分類：多\\n分析/正文：\\n\\n今年第三季靠近尾端了, 打一些第四...[{\"cmtStatus\": \"推\", \"cmtPoster\": \"kkes0001\", \"...180.177.26.332024/9/2 2:03ptt
12https://www.ptt.cc/bbs/Stock/M.1725197370.A.1F...[標的]大盤跟外資喊話多2024-09-01derrengayStock帕拉迪島=台灣\\n\\n調查兵團=台積電\\n\\n艾倫=張忠謀\\n\\n我在這邊公開跟會看PTT的...[{\"cmtStatus\": \"推\", \"cmtPoster\": \"xxgogg\", \"cm...112.78.86.2072024/9/2 2:03ptt
23https://www.ptt.cc/bbs/Stock/M.1725198616.A.9A...[新聞]黑悟空帶飛台灣PC、遊戲股？鈊象、大宇2024-09-01cjolStock黑悟空帶飛台灣PC、遊戲股？鈊象、大宇資、宇峻齊紅！智崴漲近半根\\n\\n\\nFTNN新聞網\\...[{\"cmtStatus\": \"噓\", \"cmtPoster\": \"st9061204\", ...122.117.2.1782024/9/2 2:03ptt
\n", "
" ], "text/plain": [ " system_id artUrl \\\n", "0 1 https://www.ptt.cc/bbs/Stock/M.1725159108.A.FE... \n", "1 2 https://www.ptt.cc/bbs/Stock/M.1725197370.A.1F... \n", "2 3 https://www.ptt.cc/bbs/Stock/M.1725198616.A.9A... \n", "\n", " artTitle artDate artPoster artCatagory \\\n", "0 [標的]台積電2025展望多 2024-09-01 Lefty Stock \n", "1 [標的]大盤跟外資喊話多 2024-09-01 derrengay Stock \n", "2 [新聞]黑悟空帶飛台灣PC、遊戲股？鈊象、大宇 2024-09-01 cjol Stock \n", "\n", " artContent \\\n", "0 標的：\\nTW 台積電\\n分類：多\\n分析/正文：\\n\\n今年第三季靠近尾端了, 打一些第四... \n", "1 帕拉迪島=台灣\\n\\n調查兵團=台積電\\n\\n艾倫=張忠謀\\n\\n我在這邊公開跟會看PTT的... \n", "2 黑悟空帶飛台灣PC、遊戲股？鈊象、大宇資、宇峻齊紅！智崴漲近半根\\n\\n\\nFTNN新聞網\\... \n", "\n", " artComment e_ip \\\n", "0 [{\"cmtStatus\": \"推\", \"cmtPoster\": \"kkes0001\", \"... 180.177.26.33 \n", "1 [{\"cmtStatus\": \"推\", \"cmtPoster\": \"xxgogg\", \"cm... 112.78.86.207 \n", "2 [{\"cmtStatus\": \"噓\", \"cmtPoster\": \"st9061204\", ... 122.117.2.178 \n", "\n", " insertedDate dataSource \n", "0 2024/9/2 2:03 ptt \n", "1 2024/9/2 2:03 ptt \n", "2 2024/9/2 2:03 ptt " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## 讀取文章\n", "df = pd.read_csv('./raw_data/program1.csv')\n", "# 確保 artDate 欄位為字串，避免雜訊\n", "df[\"artDate\"] = df[\"artDate\"].astype(str).str.strip()\n", "# 嘗試轉換日期，錯誤的值變成 NaT\n", "df[\"artDate\"] = pd.to_datetime(df[\"artDate\"], errors=\"coerce\")\n", "# 檢查無效日期\n", "#print(\"無效日期數量:\", df[\"artDate\"].isna().sum())\n", "# 查看無效日期的前 20 筆\n", "#invalid_dates = df[df[\"artDate\"].isna()]\n", "#print(invalid_dates[[\"artDate\"]].head(20))\n", "# 選擇是否要刪除無效日期\n", "df = df.dropna(subset=[\"artDate\"])\n", "print(\"artDate 已成功轉換，合併後的 DataFrame：\")\n", "df[\"artDate\"] = df[\"artDate\"].dt.date\n", "df.head(3)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "8f0fd904", "metadata": {}, "source": [ "定義文字清理的相關function" ] }, { "cell_type": "code", "execution_count": 6, "id": "6c8e5837", "metadata": {}, "outputs": [], "source": [ "def Segmentation_Core(data, tokenizer):\n", " # 將所有的斷行字元配上 escape 以防失效\n", " regexPattern = '|'.join(map(re.escape, tokenizer))\n", " output_list = re.split(regexPattern, data)\n", " # 過濾空白行\n", " output_list = list(filter(None, output_list))\n", " return output_list\n", "\n", "import re\n", "\n", "def Sentence_Segmentation(article, keep_digits=False, keep_alphabets=False):\n", " \"\"\" \n", " Sentence_Segmentation function 用於執行中文斷行任務\n", "\n", " 順序如下：\n", " 1. 確保 article 為字串，避免浮點數導致錯誤\n", " 2. 去除(\\\\n)\n", " 3. 去除特殊符號字元\n", " 4. 保留數字 (選擇性)\n", " 5. 保留字母 (選擇性)\n", " 6. 依照斷句字元進行斷句，全形的分號、逗號、句號、問號以及驚嘆號\n", " 7. 避免空白斷句結果\n", "\n", " Args:\n", " article (str): 欲斷行之文章內容\n", " keep_digits (bool): 決定是否保留數字於斷行後的結果\n", " keep_alphabets (bool): 決定是否保留字母於斷行後的結果\n", " Returns:\n", " list: 每個 element 就是一行\n", " \"\"\"\n", " # 確保 article 為字串，避免 float 產生錯誤\n", " article = str(article) if article is not None else \"\"\n", "\n", " # 定義特殊符號與斷句標點\n", " special_symbols = r'[.＂<>:《》+\\-=#$%&()*@＃＄％＆＇\\(\\)\\[\\]\\{\\}（）＊＋－／：\\\n", " ＜＝＞＠［＼］＾＿｀｛｜｝～｟｠｢｣､、〃》「」『』【】〔〕〖〗〘〙〚〛〜〝〞〟〰〾〿–—一‘’‛“”„‟…‧﹏★→─]+'\n", " segmentation_used_note = (\";\", \"；\", \"！\", \"!\", \"？\", \"?\", \"。\")\n", "\n", " # 過濾掉空白段落（確保非空白）\n", " paragraphs = list(filter(lambda x: re.sub(r'\\s+', '', x), article.split(\"\\n\")))\n", "\n", " result = []\n", " for paragraph in paragraphs:\n", " clean_paragraph = paragraph\n", " try:\n", " if not keep_digits:\n", " clean_paragraph = re.sub(r'\\d*\\.?\\d+', '', clean_paragraph) # 移除數字\n", " if not keep_alphabets:\n", " clean_paragraph = re.sub(r'[a-zA-Z]+', '', clean_paragraph) # 移除英文字母\n", "\n", " clean_paragraph = re.sub(r'[\\s]+', '', clean_paragraph) # 移除多餘空白\n", " clean_paragraph = re.sub(special_symbols, '', clean_paragraph) # 移除特殊符號\n", " \n", " except Exception as e:\n", " return f\"error: {e}\"\n", "\n", " # 執行斷句\n", " res = Segmentation_Core(clean_paragraph, segmentation_used_note)\n", " result.append(res)\n", "\n", " return result\n" ] }, { "attachments": {}, "cell_type": "markdown", "id": 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500.0, '不受歡迎的': 500.0, '不正當行爲': 500.0, '粗心大意的': 500.0, '低於標準的': 500.0, '動盪的局面': 500.0, '多付的款項': 500.0, '反覆無常的': 500.0, '風險係數高': 500.0, '功能障礙的': 500.0, '估價過高的': 500.0, '過高的估計': 500.0, '過重的負擔': 500.0, '機會主義的': 500.0, '機能失調的': 500.0, '拒絕的理由': 500.0, '拒絕往來戶': 500.0, '庫存量太大': 500.0, '勒緊褲腰帶': 500.0, '令人不安的': 500.0, '令人不快的': 500.0, '令人困惑的': 500.0, '令人氣餒的': 500.0, '令人生氣的': 500.0, '令人生疑的': 500.0, '令人失望的': 500.0, '令人失望地': 500.0, '令人討厭的': 500.0, '令人遺憾的': 500.0, '沒有理由的': 500.0, '沒有利潤的': 500.0, '沒有執照的': 500.0, '難以獲得的': 500.0, '難以駕馭的': 500.0, '破爛不堪的': 500.0, '牽強附會的': 500.0, '前後矛盾的': 500.0, '牆倒衆人推': 500.0, '缺乏競爭力': 500.0, '聲名狼藉的': 500.0, '施加壓力的': 500.0, '勢在必行的': 500.0, '受到挑戰的': 500.0, '肆無忌憚的': 500.0, '訴訟當事人': 500.0, '損失慘重的': 500.0, '投機取巧的': 500.0, '投資不足的': 500.0, '拖欠債務的': 500.0, '翫忽職守的': 500.0, '翫忽職守者': 500.0, '違反規則的': 500.0, '未經批准的': 500.0, '未經同意的': 500.0, '未經宣佈的': 500.0, '未經證實的': 500.0, '無法無天的': 500.0, '無法預料的': 500.0, '無家可歸的': 500.0, '無力償還的': 500.0, '無事實證明': 500.0, '無依無靠的': 500.0, '無緣無故地': 500.0, '陷入僵局的': 500.0, '心煩意亂的': 500.0, '壓榨勞動力': 500.0, '意見不同的': 500.0, '意料之外的': 500.0, '有破壞性的': 500.0, '有缺陷的人': 500.0, '預先決定的': 500.0, '欲速則不達': 500.0, '站不住腳的': 500.0, '注意力分散': 500.0, '資本不足的': 500.0, '資金不足的': 500.0, '臉紅脖子粗': 500.0, '病急亂投醫': 500.0, '不能解決的': 500.0, '非一日之寒': 500.0, '十年怕井繩': 500.0, '難以置信的': 500.0, '出乎意料地': 500.0, '不可預知的': 500.0}), (6, {'給人深刻印象': 500.0, '令人高興的事': 500.0, '不符合要求的': 500.0, '不令人滿意的': 500.0, '不能立即付現': 500.0, '工作不如預期': 500.0, '缺乏決斷力的': 500.0, '生產能力過剩': 500.0, '無事實根據的': 500.0, '信用等級下降': 500.0, '重新募集資金': 500.0, '無所不用其極': 500.0, '惶惶不可終日': 500.0, '牛頭不對馬嘴': 500.0, '高不成低不就': 500.0}), (7, {'處於不利地位的': 500.0, '缺乏職業道德的': 500.0, '未經當局許可的': 500.0, '不管三七二十一': 500.0}), (8, {'取消抵押品贖回權': 500.0, '喪失抵押品贖回權': 500.0}), (10, {'不利於經濟發展的因素': 500.0})]\n" ] } ], "source": [ "with open('./raw_data/dict/user_dict.txt') as f:\n", " lines = f.read().splitlines()\n", "\n", "dict = {k.split()[0]: k.split()[1] for v, k in enumerate(lines)}\n", "dictionary2 = construct_dictionary(dict)\n", "print(dictionary2)\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "093e1777", "metadata": { "scrolled": true }, "outputs": [], "source": [ "def get_pos(post_id, word_sentence, pos_sentence):\n", " tokens = []\n", " # print(\"\\nPOS: \", end=\"\\u3000\")\n", " assert len(word_sentence) == len(pos_sentence)\n", " for word, pos in zip(word_sentence, pos_sentence): # token level\n", " tokens.append([post_id, word, pos]) \n", " # print(f\"{word}({pos})\", end=\"\\u3000\")\n", " return tokens\n", "\n", "def get_ner(post_id, entity_sentence):\n", " entities = []\n", " # print(\"\\nNER:___________ \")\n", " for entity in sorted(entity_sentence): # token level\n", " entities.append([post_id, entity[3], entity[2]]) \n", " return entities\n", "\n", "def get_nlp_result(data_df):\n", " start = time.time()\n", "\n", " pos_list = []\n", " entity_list = []\n", " sentence_list = []\n", " \n", " # 遍歷 dataframe 的每筆資料\n", " for index, row in data_df.iterrows(): # document level \n", " # print(f\"\\ndocument {index}\") \n", "\n", " # 資料清理 ＆ 斷句\n", " tmp = Sentence_Segmentation(row['artContent']) \n", " flat_list = [item for sublist in tmp for item in sublist]\n", "\n", " # ckip\n", " word_sentence_list = ws(flat_list, coerce_dictionary = dictionary2)\n", " pos_sentence_list = pos(word_sentence_list)\n", " entity_sentence_list = ner(word_sentence_list, pos_sentence_list)\n", "\n", " # 遍歷該 document 中的每一個句子\n", " for i, sentence in enumerate(flat_list):\n", " # print(f\"sentence {i}: {sentence}\")\n", " sentence_list.append([row['system_id'], sentence]) \n", " temp_tokens = get_pos(row['system_id'], word_sentence_list[i], pos_sentence_list[i])\n", " temp_entites = get_ner(row['system_id'], entity_sentence_list[i])\n", "\n", " pos_list.append(temp_tokens)\n", " if len(temp_entites) != 0:\n", " entity_list.append(temp_entites)\n", " \n", " pos_flat = [item for sublist in pos_list for item in sublist]\n", " entity_flat = [item for sublist in entity_list for item in sublist]\n", "\n", " pos_table = pd.DataFrame(data=pos_flat, \n", " columns=['system_id','word','pos']) \n", " \n", " entity_table = pd.DataFrame(data=entity_flat, \n", " columns=['system_id','word','ner']) \n", "\n", " sentence_table = pd.DataFrame(data=sentence_list, \n", " columns=['system_id','sentence']) \n", "\n", " end = time.time()\n", " print(\"time costing: {}\".format(end - start))\n", "\n", " return pos_table, entity_table, sentence_table" ] }, { "cell_type": "code", "execution_count": 14, "id": "d5385668", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[['標的'], ['台積電'], ['分類多'], ['分析/正文'], ['今年第三季靠近尾端了,打些第四季或明年展望的部分']]\n", "['標的', '台積電', '分類多', '分析/正文', '今年第三季靠近尾端了,打些第四季或明年展望的部分']\n" ] } ], "source": [ "# 看看 tmp 和 flat_list 有什麼差別\n", "tmp = Sentence_Segmentation(df['artContent'][0]) \n", "flat_list = [item for sublist in tmp for item in sublist]\n", "print(tmp[:5])\n", "print(flat_list[:5])" ] }, { "cell_type": "code", "execution_count": 17, "id": "b1be4ed2", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "time costing: 621.3056330680847\n" ] } ], "source": [ "pos_table, entity_table, sentence_table = get_nlp_result(df)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "828b41de", "metadata": {}, "source": [ "+ 欄位名稱介紹\n", " + pos_table 欄位:\n", " + system_id : ptt 貼文id\n", " + word: 原始斷詞\n", " + pos : part-of-speech,詞性\n", " + entity_table 欄位:\n", " + system_id : ptt 貼文id\n", " + word: 原始斷詞\n", " + ner: 命名實體\n", " + sentence_table 欄位:\n", " + system_id : ptt 貼文id\n", " + text: 原始斷句" ] }, { "cell_type": "code", "execution_count": 18, "id": "973b8efd", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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system_idwordpos
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" ], "text/plain": [ " system_id word pos\n", "0 1 標的 Na\n", "1 1 台積電 Nb\n", "2 1 分類 Na\n", "3 1 多 VH\n", "4 1 分析 VC" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pos_table.head() # word pos 列表" ] }, { "cell_type": "code", "execution_count": 19, "id": "ac8c2589", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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system_idwordner
01台積電ORG
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31明年DATE
41第三ORDINAL
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" ], "text/plain": [ " system_id word ner\n", "0 1 台積電 ORG\n", "1 1 今年第三季 DATE\n", "2 1 第四 ORDINAL\n", "3 1 明年 DATE\n", "4 1 第三 ORDINAL" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "entity_table.head() # word entity 列表" ] }, { "cell_type": "code", "execution_count": 20, "id": "2455183b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " system_id sentence\n", "0 1 標的\n", "1 1 台積電\n", "2 1 分類多\n", "3 1 分析/正文\n", "4 1 今年第三季靠近尾端了,打些第四季或明年展望的部分" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sentence_table.head()" ] }, { "cell_type": "code", "execution_count": 21, "id": "fda685c4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "total posts numbers: 2541\n", "posts have NER: 2534\n" ] } ], "source": [ "# 檢查筆數\n", "print(f\"total posts numbers: {len(pos_table['system_id'].unique())}\") # 1628篇文\n", "print(f\"posts have NER: {len(entity_table['system_id'].unique())}\") # 1620篇有抓到ner" ] }, { "cell_type": "code", "execution_count": 22, "id": "18783e1e", "metadata": {}, "outputs": [], "source": [ "# 將文章存成csv\n", "pos_table.to_csv('./raw_data/zh/pos_table_buffet.csv', index = False)\n", "entity_table.to_csv('./raw_data/zh/entity_table_buffet.csv', index = False)\n", "sentence_table.to_csv('./raw_data/zh/sentence_table_buffet.csv', index = False)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "5be6f411", "metadata": {}, "source": [ "### 3.2 探索分析 - NER" ] }, { "cell_type": "markdown", "id": "3fce95a7", "metadata": {}, "source": [ "將剛才分析的資料匯入" ] }, { "cell_type": "code", "execution_count": 23, "id": "7f7378ec", "metadata": {}, "outputs": [], "source": [ "# 讀取已經執行完畢的結果\n", "pos_table = pd.read_csv(\"raw_data/zh/pos_table_buffet.csv\") \n", "entity_table = pd.read_csv(\"raw_data/zh/entity_table_buffet.csv\") \n", "sentence_table = pd.read_csv(\"raw_data/zh/sentence_table_buffet.csv\") " ] }, { "attachments": {}, "cell_type": "markdown", "id": "22825a92", "metadata": {}, "source": [ "### NER 種類分析\n", "查看標註這個文集後辨識出哪一些實體種類
\n", "名詞對應: https://ckip.iis.sinica.edu.tw/service/corenlp/ （左上角的標記列表）" ] }, { "cell_type": "code", "execution_count": 24, "id": "b3f4480d", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "array(['ORG', 'DATE', 'ORDINAL', 'PERSON', 'NORP', 'LOC', 'TIME', 'GPE',\n", " 'CARDINAL', 'MONEY', 'PRODUCT', 'WORK_OF_ART', 'EVENT', 'QUANTITY',\n", " 'FAC', 'LANGUAGE', 'PERCENT', 'LAW'], dtype=object)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "entity_table['ner'].unique()" ] }, { "cell_type": "code", "execution_count": 25, "id": "04d44a36", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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nercount
11ORG31945
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13PERSON11376
1DATE7704
0CARDINAL3345
8MONEY2244
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" ], "text/plain": [ " ner count\n", "11 ORG 31945\n", "4 GPE 15150\n", "13 PERSON 11376\n", "1 DATE 7704\n", "0 CARDINAL 3345\n", "8 MONEY 2244\n", "9 NORP 2006\n", "10 ORDINAL 1098\n", "7 LOC 872\n", "16 TIME 458" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ner_count = entity_table.groupby(['ner'])['ner'].count().reset_index(name='count').sort_values(['count'], ascending=False).head(10)\n", "ner_count" ] }, { "cell_type": "code", "execution_count": null, "id": "643de011", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Frequency')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ner = ner_count['ner']\n", "count = ner_count['count']\n", "\n", "fig, ax = plt.subplots(figsize =(12, 7))\n", "ax.barh(ner, count)\n", "ax.invert_yaxis()\n", "ax.set_title('NER Frequency of PTT Stock',loc ='left', size = 14)\n", "ax.set_ylabel('ner', size = 14)\n", "ax.set_xlabel('Frequency', size = 14)\n", "# fig.show()" ] }, { "cell_type": "markdown", "id": "b5974e0d", "metadata": {}, "source": [ "### 涉及到的民族、宗教、政治團體(NORP)" ] }, { "cell_type": "code", "execution_count": 27, "id": "2d1f8da8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Word Frequency')" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 篩選ner為NORP的資料\n", "l_noun = [\"NORP\"]\n", "NORP = entity_table[entity_table.ner.isin(l_noun)]\n", "\n", "# # 計算每個名詞提到的次數，選出前10個\n", "ner_count = NORP.groupby('word')['word'].agg(['count'])\n", "ner_count = ner_count.sort_values(['count'],ascending=False)['count'].nlargest(10).reset_index()\n", "ner_count\n", "\n", "# 設定中文字形\n", "word = ner_count['word']\n", "count = ner_count['count']\n", "\n", "fig, ax = plt.subplots(figsize =(10, 7))\n", "ax.barh(word, count)\n", "ax.invert_yaxis()\n", "ax.set_title('Word Frequency (NER is NORP)',loc ='left', size = 14)\n", "ax.set_ylabel('NER', size = 14)\n", "ax.set_xlabel('Word Frequency', size = 14)\n", "# fig.show()" ] }, { "cell_type": "markdown", "id": "05bc726d", "metadata": {}, "source": [ "### 涉及到的組織(ORG)" ] }, { "cell_type": "code", "execution_count": 28, "id": "1c22c8bd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Word Frequency')" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 篩選ner為ORG的資料\n", "l_noun = [\"ORG\"]\n", "ORG = entity_table[entity_table.ner.isin(l_noun)]\n", "\n", "# # 計算每個名詞提到的次數，選出前10個\n", "ner_count = ORG.groupby('word')['word'].agg(['count'])\n", "ner_count = ner_count.sort_values(['count'],ascending=False)['count'].nlargest(10).reset_index()\n", "ner_count\n", "\n", "# 設定中文字形\n", "word = ner_count['word']\n", "count = ner_count['count']\n", "\n", "fig, ax = plt.subplots(figsize =(10, 7))\n", "ax.barh(word, count)\n", "ax.invert_yaxis()\n", "ax.set_title('Word Frequency (NER is ORG)',loc ='left', size = 14)\n", "ax.set_ylabel('NER', size = 14)\n", "ax.set_xlabel('Word Frequency', size = 14)\n", "# fig.show()" ] }, { "cell_type": "markdown", "id": "d982eedc", "metadata": {}, "source": [ "### 涉及到的人名(PERSON)" ] }, { "cell_type": "code", "execution_count": 29, "id": "42b5491b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Word Frequency')" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 篩選ner為PERSON的資料\n", "l_noun = [\"PERSON\"]\n", "PERSON = entity_table[entity_table.ner.isin(l_noun)]\n", "\n", "# 計算每個名詞提到的次數，選出前8個\n", "ner_count = PERSON.groupby('word')['word'].agg(['count'])\n", "ner_count = ner_count.sort_values(['count'],ascending=False)['count'].nlargest(8).reset_index()\n", "\n", "# 設定中文字形\n", "word = ner_count['word']\n", "count = ner_count['count']\n", "\n", "fig, ax = plt.subplots(figsize =(12, 7))\n", "ax.barh(word, count)\n", "ax.invert_yaxis()\n", "ax.set_title('Word Frequency (NER is PERSON)',loc ='left', size = 14)\n", "ax.set_ylabel('NER', size = 14)\n", "ax.set_xlabel('Word Frequency', size = 14)\n", "# fig.show()" ] }, { "cell_type": "markdown", "id": "ccee95d5", "metadata": {}, "source": [ "下面找出「台積電」相關文章，與後續情緒分析一起做探索" ] }, { "cell_type": "code", "execution_count": 30, "id": "9a8b7d73", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "台積電：2379篇相關貼文\n" ] }, { "data": { "text/html": [ "
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system_idartUrlartTitleartDateartPosterartCatagoryartContentartCommente_ipinsertedDatedataSource
01https://www.ptt.cc/bbs/Stock/M.1725159108.A.FE...[標的]台積電2025展望多2024-09-01LeftyStock標的：\\nTW 台積電\\n分類：多\\n分析/正文：\\n\\n今年第三季靠近尾端了, 打一些第四...[{\"cmtStatus\": \"推\", \"cmtPoster\": \"kkes0001\", \"...180.177.26.332024/9/2 2:03ptt
12https://www.ptt.cc/bbs/Stock/M.1725197370.A.1F...[標的]大盤跟外資喊話多2024-09-01derrengayStock帕拉迪島=台灣\\n\\n調查兵團=台積電\\n\\n艾倫=張忠謀\\n\\n我在這邊公開跟會看PTT的...[{\"cmtStatus\": \"推\", \"cmtPoster\": \"xxgogg\", \"cm...112.78.86.2072024/9/2 2:03ptt
23https://www.ptt.cc/bbs/Stock/M.1725198616.A.9A...[新聞]黑悟空帶飛台灣PC、遊戲股？鈊象、大宇2024-09-01cjolStock黑悟空帶飛台灣PC、遊戲股？鈊象、大宇資、宇峻齊紅！智崴漲近半根\\n\\n\\nFTNN新聞網\\...[{\"cmtStatus\": \"噓\", \"cmtPoster\": \"st9061204\", ...122.117.2.1782024/9/2 2:03ptt
\n", "
" ], "text/plain": [ " system_id artUrl \\\n", "0 1 https://www.ptt.cc/bbs/Stock/M.1725159108.A.FE... \n", "1 2 https://www.ptt.cc/bbs/Stock/M.1725197370.A.1F... \n", "2 3 https://www.ptt.cc/bbs/Stock/M.1725198616.A.9A... \n", "\n", " artTitle artDate artPoster artCatagory \\\n", "0 [標的]台積電2025展望多 2024-09-01 Lefty Stock \n", "1 [標的]大盤跟外資喊話多 2024-09-01 derrengay Stock \n", "2 [新聞]黑悟空帶飛台灣PC、遊戲股？鈊象、大宇 2024-09-01 cjol Stock \n", "\n", " artContent \\\n", "0 標的：\\nTW 台積電\\n分類：多\\n分析/正文：\\n\\n今年第三季靠近尾端了, 打一些第四... \n", "1 帕拉迪島=台灣\\n\\n調查兵團=台積電\\n\\n艾倫=張忠謀\\n\\n我在這邊公開跟會看PTT的... \n", "2 黑悟空帶飛台灣PC、遊戲股？鈊象、大宇資、宇峻齊紅！智崴漲近半根\\n\\n\\nFTNN新聞網\\... \n", "\n", " artComment e_ip \\\n", "0 [{\"cmtStatus\": \"推\", \"cmtPoster\": \"kkes0001\", \"... 180.177.26.33 \n", "1 [{\"cmtStatus\": \"推\", \"cmtPoster\": \"xxgogg\", \"cm... 112.78.86.207 \n", "2 [{\"cmtStatus\": \"噓\", \"cmtPoster\": \"st9061204\", ... 122.117.2.178 \n", "\n", " insertedDate dataSource \n", "0 2024/9/2 2:03 ptt \n", "1 2024/9/2 2:03 ptt \n", "2 2024/9/2 2:03 ptt " ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "keyword_list = ['台積電']\n", "shu_selected = df[df['artContent'].str.contains('|'.join(keyword_list), regex=True, na=False)]\n", "print(f\"{' '.join(keyword_list)}：{shu_selected.shape[0]}篇相關貼文\")\n", "shu_selected.head(3)\n" ] }, { "attachments": {}, "cell_type": "markdown", "id": "58994ea3", "metadata": {}, "source": [ "### 3.3 探索分析 - POS\n", "\n", "#### POS 種類分析\n", "查看辨識出哪幾種POS
\n", "名詞對應: https://ckip.iis.sinica.edu.tw/service/corenlp/ （左上角的標記列表）" ] }, { "cell_type": "code", "execution_count": 31, "id": "59269ee4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Na', 'Nb', 'VH', 'VC', 'FW', 'Nd', 'Neu', 'Ncd', 'T',\n", " 'COMMACATEGORY', 'Nf', 'Caa', 'VJ', 'DE', 'Neqa', 'Da', 'VCL', 'P',\n", " 'Cbb', 'VE', 'D', 'VA', 'SHI', 'Dfa', 'Nc', 'VD', 'VL', 'V_2',\n", " 'Ng', 'Di', 'Nes', 'VB', 'VG', 'Cab', 'VHC', 'Nep', 'VK', 'Nh',\n", " 'Cba', 'VAC', 'A', 'Nv', 'VF', 'Dfb', 'DM', 'Dk', 'VI', 'I',\n", " 'Neqb', 'PARENTHESISCATEGORY', 'PERIODCATEGORY', 'COLONCATEGORY'],\n", " dtype=object)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pos_table['pos'].unique()" ] }, { "cell_type": "markdown", "id": "e0cd8b6a", "metadata": {}, "source": [ "看看除了標點符號，大部分的POS都是哪一類" ] }, { "cell_type": "code", "execution_count": 32, "id": "679386e9", "metadata": { "scrolled": true, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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poscount
15Na155268
5D60055
35VC52073
16Nb46090
41VH42365
17Nc39384
29P25759
6DE22996
38VE16903
25Nf14966
19Nd14475
32VA14063
\n", "
" ], "text/plain": [ " pos count\n", "15 Na 155268\n", "5 D 60055\n", "35 VC 52073\n", "16 Nb 46090\n", "41 VH 42365\n", "17 Nc 39384\n", "29 P 25759\n", "6 DE 22996\n", "38 VE 16903\n", "25 Nf 14966\n", "19 Nd 14475\n", "32 VA 14063" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pos_filter = pos_table[~pos_table.pos.isin(['COMMACATEGORY', 'PARENTHESISCATEGORY', 'PERIODCATEGORY', 'COLONCATEGORY'])]\n", "\n", "pos_count = pos_filter.groupby(['pos'])['pos'].count().reset_index(name='count').sort_values(['count'], ascending=False).head(12)\n", "pos_count" ] }, { "attachments": {}, "cell_type": "markdown", "id": "067bffc4", "metadata": {}, "source": [ "#### POS 常見詞性列表\n", "+ Na: 普通名詞\n", "+ D: 副詞\n", "+ VC: 動作及物動詞\n", "+ Nb: 專有名詞\n", "+ FW: 外文\n", "+ VH: 狀態不及物動詞\n", "+ Nh: 代名詞\n", "+ DE: 的之得地\n", "+ P: 介詞\n", "+ VA: 動作不及物動詞\n", "+ T: 語助詞\n", "+ SHI: 是" ] }, { "cell_type": "code", "execution_count": 33, "id": "92e38d7b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/4j/vnt4rb296dx964cnmwf04t280000gn/T/ipykernel_1016/2478466374.py:10: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pos = pos_count['pos']\n", "count = pos_count['count']\n", "\n", "fig, ax = plt.subplots(figsize =(12, 7))\n", "ax.barh(pos, count)\n", "ax.invert_yaxis()\n", "ax.set_title('ner Frequency',loc ='left', size = 14)\n", "ax.set_ylabel('ner', size = 14)\n", "ax.set_xlabel('Frequency', size = 14)\n", "fig.show()" ] }, { "attachments": {}, "cell_type": "markdown", "id": "162b3a98", "metadata": {}, "source": [ "### 涉及到的名詞(Noun)\n", "+ 我們可以找出談論台積電時大部分討論到的名詞，探索大家的關注焦點。\n", "+ 名詞可以分為「Na: 普通名詞」、「Nb: 專有名詞」等" ] }, { "cell_type": "code", "execution_count": 34, "id": "d28c0513", "metadata": { "scrolled": true, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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wordcount
598台積電8521
1348張2347
1144川普2109
2981英特爾1252
300元大962
3370輝達778
586台積686
4015鴻海618
807國泰603
22三星538
\n", "
" ], "text/plain": [ " word count\n", "598 台積電 8521\n", "1348 張 2347\n", "1144 川普 2109\n", "2981 英特爾 1252\n", "300 元大 962\n", "3370 輝達 778\n", "586 台積 686\n", "4015 鴻海 618\n", "807 國泰 603\n", "22 三星 538" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 篩選pos為專有名詞的資料\n", "l_noun = [\"Nb\"] #,\"Na\"\n", "noun = pos_table[pos_table.pos.isin(l_noun)]\n", "\n", "# 計算每個名詞提到的次數，選出前15個\n", "noun_count = noun[['word']].groupby(['word'])['word'].count().reset_index(name='count').sort_values(['count'], ascending=False).head(15)\n", "noun_count.head(10)" ] }, { "cell_type": "code", "execution_count": 35, "id": "265518a8", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/4j/vnt4rb296dx964cnmwf04t280000gn/T/ipykernel_1016/488784228.py:11: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 設定中文字形\n", "word = noun_count['word']\n", "count = noun_count['count']\n", "\n", "fig, ax = plt.subplots(figsize =(12, 7))\n", "ax.barh(word, count)\n", "ax.invert_yaxis()\n", "ax.set_title('Word Frequency (POS is NOUN)',loc ='left', size = 14)\n", "ax.set_ylabel('POS', size = 14)\n", "ax.set_xlabel('Word Frequency', size = 14)\n", "fig.show()" ] }, { "attachments": {}, "cell_type": "markdown", "id": "b4827a03", "metadata": {}, "source": [ "可以看到台積電依舊是出現最多次的專有名詞，另外，從「川普」、「英特爾」和「輝達」等專有名詞可以看出對於台積電競爭對手與客戶等詞有較高的討論度。" ] }, { "attachments": {}, "cell_type": "markdown", "id": "1529614b", "metadata": {}, "source": [ "### 涉及到的動詞(VERB)\n", "+ 我們可以找出近期談論台積電時大部分討論到的動詞，與海外投資、擴廠等相關行為。\n", "+ VC: 動作及物動詞、VH: 狀態不及物動詞、VA: 動作不及物動詞" ] }, { "cell_type": "code", "execution_count": 36, "id": "f56a032f", "metadata": { "scrolled": true, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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wordcount
1201投資1876
2195發布831
3139連結771
2697製造722
2516署名709
2194發展583
2145生產502
309分析445
1033影響420
870封裝398
3148進行348
2283研發345
3257量產328
109使用319
3321開發316
\n", "
" ], "text/plain": [ " word count\n", "1201 投資 1876\n", "2195 發布 831\n", "3139 連結 771\n", "2697 製造 722\n", "2516 署名 709\n", "2194 發展 583\n", "2145 生產 502\n", "309 分析 445\n", "1033 影響 420\n", "870 封裝 398\n", "3148 進行 348\n", "2283 研發 345\n", "3257 量產 328\n", "109 使用 319\n", "3321 開發 316" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "l_verb = [\"VC\"] # ,\"VH\",\"VA\"\n", "verb = pos_table[pos_table.pos.isin(l_verb)] # 選取特定詞性\n", "verb = verb[verb['word'].map(len) > 1] # 把長度為1的字去除掉\n", "\n", "verb_count = verb[['word']].groupby(['word'])['word'].count().reset_index(name='count').sort_values(['count'], ascending=False).head(15)\n", "verb_count" ] }, { "cell_type": "code", "execution_count": 37, "id": "f8a3c84c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/4j/vnt4rb296dx964cnmwf04t280000gn/T/ipykernel_1016/29217454.py:10: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n" ] }, { "data": { "image/png": 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rGpxFVyrdotu59sVKKC0vrs0N9ZxdhxOw6PtO12lAq5lYLUuutCqiZqj0PevaJNGVvjdV+IAkJlppUa+Nawl8/SOF1Rw2tgGbBmEa6OofLrTvlh5vVNk9DRat13Z9/7j2YdTz0fN/+eWX3dZZ98K1jx4AAEB8kMGKJf1SZ/VximzwYM2WaJlrbQqlX7Kt8Xks2jdLv4hroQItBa3Pp1keLSqhfz3X/jsaZEVHX0PLXWupc/1yrNkA3VfHFtImU1Yfm4dBz0eDCi0GYZWk16IG2t9Gj0m/DFuZLT0+zQJq0GmVmNeA0Cqt7UpL069bt85cH/0SrMHVzJkzTabKlV4rHQ9Mr4F+adeATstva1Clpb21v0/4fjqxoeN4aeEKvc7aJ06fR4t16Gtpk7Xw/b00G6TnqhkWba4YG3pumtXTbKjV5ymhWSwNkDSTpU0Vtb+UNgPUa6bZHL0e2jdJxyx76623nPtpAKz9q5566ikTsGoZd500cNTt9R7peFPaVNBqghdbw4YNM80ldT+9DxoAavM8DVK12Elsm0DqMeo10v20+aZef6ugRXiaKdP3ir4X9LOor6sZOP1DgDZx1ABLM1T6vtW+cq6s8bYYGBwAACSYs54goqWl0PVyaTlrLccdmX79+plt3n333SjLZI8ePdpRokQJU247S5Ysppz19u3bIy2lHlXJ9W+//dZRvnx5h7+/vyNfvnzm9fR541KmXcuOx4Zuq6W1I6Pl0QcPHux45JFHzPlo6XotZ//bb79F2Pbo0aOOZ5991pxzQECAo1WrVo7Zs2dHKNOutLy9luHW8ytQoIBZv23bNrcy7ZZ169Y5mjRp4sicObMjbdq0jpIlSzreeecdx7Vr15zbWGXa9dyjuh6u101Ltg8fPtxRrFgxc1758+d39OjRw63Eu2vZ8Lx585qy5qGhoY7Y0lLuet2iKtMeH1euXDHvhcqVK5sS6Xr99Pm6devmVk4+vJMnTzoGDRpk3lP6/tay9VpuvkWLFo7Vq1fH6rXDl2lXS5cuddSvX9+8L7REfvHixR1vv/224/Lly/H67MX2Gv/555+OXr16mfun7zW9Dvp+0vfq+fPnI91HP4d6H2NTkh4AACA6PvpPwsM0IO60ZLdmtTRDElOBBm+lBUq0yZlm0cKX2Y+ONnnTbJ32B4qq/xMeDs24atNUfR+6ZvgAAADigz5YQAJooKQFOFwr0sW2r5cWANGmb/As7ZellR91fDkAAICEIsAC4kH7wWkxBe2DpYMVa6nzuNB+RNo3TftHRVZNEQ+HDvCtRWOCg4NjXV4fAAAgOgRYQDxo4QQtja4l+7VQhDVGWVxoYQktQ64FQ+AZWnRGB5DW+wAAAGAH+mABAAAAgE3IYAEAAACATQiwAAAAAMAmDDQchQcPHpjqcDpgcHz61wAAAABIHrRX1dWrVyVv3rymWFl0CLCioMFVUFCQpw8DAAAAgJcIDQ2V/PnzR7sNAVYUNHNlXcTAwEBPHw4AAAAADwkLCzPJFytGiA4BVhSsZoEaXBFgAQAAAPCJRdchilwAAAAAgE0IsAAAAADAJgRYAAAAAGATAiwAAAAAsAkBFgAAAADYhAALAAAAAGxCgAUAAAAANiHAAgAAAACbEGABAAAAgE0IsAAAAADAJgRYAAAAAGATAiwAAAAAsAkBFgAAAADYhAALAAAAAGxCgAUAAAAANiHAAgAAAACbEGABAAAAgE0IsAAAAADAJgRYAAAAAGATAiwAAAAAsAkBFgAAAADYxM+uJ0quyoxYKb7+AZ4+DAAAACDFCAluJkkVGSwAAAAAsAkBFgAAAADYhAALAAAAAGxCgAUAAAAANiHAAgAAAACbEGABAAAAgE0IsAAAAAAgOQdYGTJkkP/++y9W265Zs0Y2bdrktuz555+XX3/9NZGODgAAAACSUIDlav/+/eLj4+M2ubp27Zq8+OKL8r///U/u378vq1atkrlz50rt2rUj7Hfs2DGPnQcAAACA5M/rAyxVoEABuXv3rpw/fz7CutatW8uuXbukRIkSsnnzZunYsaOsW7fOPM6SJYsJwBYtWiRPPPGEFC5c2CPHDwAAACBl8KoAq27duibTdP36dcmTJ480b95czp49KxkzZhQ/Pz9JlSqV2e7BgwfSpUsXuX37tplPnTq1CajSpUsnCxculBs3bkiHDh0kd+7c0qNHDylYsKBMmzbNw2cHAAAAILnzEy+izfs0eMqePbscOHDABEytWrWSJ5980qxPmzatpEmTRurXry+hoaHi7+9vmv1169ZNihcvLr/88osEBwebzNX06dNNM8EhQ4ZIrVq1pHLlytK0aVMZNGhQpK+twZoVsKmwsLCHdt4AAAAAkgevCrA0eLJo8LRt2zYTOL3//vvOAEubAx45ckTKly8vFy5ckGrVqkmnTp1MX60dO3aYLFeRIkXkww8/NJPS5oEahOXIkSPK1x4zZoyMGjXqIZwlAAAAgOTKx+FwOMQLqwhqwKN9rkaPHh1pvyvtV6W0OaFmsTRLpfuEp0GYBlqR9d+KKYMVFBQkQf3mi69/gC3nBQAAACBmIcHNxJtobJApUya5cuWKBAYGJo0MlgY3P/zwgyxdutT0odK+VG+++aZpKqhN/UJCQkwGq3HjxiaYsqRPn978vHr1qrz77rsRnlcrC8aGZsx0AgAAAID48vOm5oHr16+Xxx9/XJYsWSLffvutKVKhqlatKp9++qmULVvWNBH87rvvIs169evXL8LyS5cuyWefffZQzgEAAABAyuY1AZZWD5wxY4Z5PHz4cLd1H330kSlSodtMmjTJFMGIbH8NssJzbfYHAAAAACkiwIqONhO0+ltp88HwfH195ebNmyaDpVUIdd4KrrTZX2QBGQAAAAAk63GwNDiyJq29sXr1amnSpIm89NJLpsmg9s965513pE6dOqaP1r1790zApdvOnDlTGjZsKCVLlpTLly/Lnj17JFu2bKYTWpUqVWTevHlmsGIAAAAASBEB1ltvvWUGDa5UqZLcuXNH+vfvLzVr1jQZLA20dDysP//80zQXfO211+T06dOSP39+M1aWBlwdO3Y0pdq1GIYGWlo5cO/evdKyZUv54IMPpHfv3p4+RQAAAADJmFeWaY8LzWL5+fnZvq1VipEy7QAAAMDDFZKEy7R7VQYrPmIbMMV1WwAAAACIqyQfYAEAAACAtyDAAgAAAACbEGABAAAAgE0IsAAAAADAJlR9iMH+UY1jrBQCAAAAAIoMFgAAAADYhAALAAAAAGxCgAUAAAAANiHAAgAAAACbEGABAAAAgE2oIhiDMiNWiq9/gKcPAwC8RkhwM08fAgAAXosMFgAAAADYhAALAAAAAGxCgAUAAAAANiHAAgAAAACbEGABAAAAgE0IsAAAAADAJgRYAAAAAJBSAqxbt25Jx44d5fr163LixAn5559/ot2+UaNGsnnz5od2fAAAAADglQHWjBkzxMfHx23q0qWL+TlhwgTp1q2bLFiwQDZu3Bjp/hcuXDDBVdmyZR/6sQMAAACAVwVYTZs2ldatW8uePXvkt99+k/z588urr74qY8eOlWnTpkmBAgXE399f3njjDblz547Zp3nz5s5gLHv27HLz5k3JlClThEBNJw3QAAAAACCx+IkXyZs3r7zwwgvSpEkTSZMmjcyfP1+qVatm1q1du9Ys/+mnn2Tv3r1mvVqyZIk8ePDAPK5SpYoMHz5cWrRoEenz+/p6VTwJAAAAIJnxmojj/v37snjxYhk5cqScOXNGLl++LO3bt5cbN25IhgwZpGrVqmb5vXv3pEOHDrJhwwZn0OTn5yerV6+Wf//9V5o1aya3b9+W3Llzm+WuEwEWAAAAgMTkNRGHBlTdu3eXZ599Vg4dOiRbt26VkydPmsBLA6Zr165J9erVZfr06VK6dGlp27atnDt3zuyrQdhrr70mPXr0MEGUBmHaH0t/WpPD4Yj29fU1wsLC3CYAAAAASJIBVrZs2eSvv/4y/au071W+fPnM8iNHjkjOnDnNYw2etDmg9sP64YcfJEeOHGb5K6+8IqdPn5bx48dL6tSpJXPmzGa5PramyZMnR/v6Y8aMMX23rCkoKCjRzxkAAABA8uI1AZbSQEozU+nSpXMGSUOHDpVOnTo5i2D07t1bVq5cKcWLFzfLPvjgA9MP6/PPPzdBmWaqrl69atbpY526du0a42sPHjxYrly54pxCQ0MT9VwBAAAAJD9eVeRC/f7776Z/VaVKlUxFQC3Pvm7dOqlZs6ZZr4GVNhPUghjaJ+uzzz6TNWvWmCxVQmhWTCcAAAAASBYBlvbDOn78uNStW9fMa6VAHWB40KBBJjuVKlUqmTJlijN7lStXLvn777/N4/3790d4Pm1OqBks7V+lZdoBAAAAIMU0EdQ+VrNnzzZB0a5du5xBVe3atWXOnDnSv39/00wwsmqAkS3TsbK0qeGiRYukQoUKD+ksAAAAAKRUXhVgBQYGSuHCheXUqVOybds2KVu2rJw4cUK2bNki//33n4wbN86Mg6XjYWk/KVfavC98YYq0adOa/li3bt0yQRoAAAAApJgAS2kGq1y5cqa4Ra9evaRdu3amzPrOnTtl4MCBZpBhbe53+PBht/2KFi1qAjEAAAAA8BQfR0wDRKVQOg6WKdfeb774+gd4+nAAwGuEBDfz9CEAAOCR2EBb0WmruySVwQIAAACApIoACwAAAABsQoAFAAAAADYhwAIAAAAAmxBgAQAAAIBN/Ox6ouRq/6jGMVYKAQAAAABFBgsAAAAAbEKABQAAAAA2IcACAAAAAJsQYAEAAACATQiwAAAAAMAmVBGMQZkRK8XXP8DThwEAsRYS3MzThwAAQIpFBgsAAAAAbEKABQAAAAA2IcACAAAAAJsQYAEAAACATQiwAAAAAMAmBFgAAAAAYBMCLAAAAABIjgHW3Llz5ezZsxGW79y5U4oVKxblfteuXZN69erJjRs33JbPmzdP6tatmyjHCgAAAABeHWDt379fatSoIRcvXpTMmTOLj4+PmapUqSJHjhxxzus0cuRI536LFi2S27dvS0AAAwIDAAAA8Bw/8SLvv/++HDhwQCZNmiQHDx6UTZs2meVHjx6VDz/8UKZMmWLm06VLJ40bN3buN3nyZBkyZIjs2bNHSpUqJQ6Hwyy/e/euPHjwQG7dumXmNTDz9/f3yLkBAAAASP68KsBSX3zxhWTMmFF2794tXbt2Ndmrq1evyuXLl+Xjjz82zQBPnTolJ06cMNtPnDhRUqVKJZUrV5bHHntMqlevLsuXL3d7Tg3IlAZXVrAFAAAAAMm6iaDKli2bpEmTxjzOmTOnaQrYq1cvyZo1q3ncp08f57ZhYWFy8+ZNSZ8+vTRt2lR69uwpP//8s8lg6fTtt99KnTp1nPMEVwAAAABSRAZLC1lotkp9+eWXUqJECfnvv/9kwIABJmt14cIF89g1SAoMDJShQ4fK1q1bTQB26NAhuXTpkhQuXFiuXLni3E6bBqpZs2bJ888/H+nrax8unVyDNwAAAABIkhmsSpUqmWxUmzZtnMsKFiwoP/74o0yYMEHy5MljHn/yySfO9br9tGnTZO/evTJ16lS5fv26aWKowZj2vwo/derUKcrXHzNmjGTKlMk5BQUFJfo5AwAAAEhevCaDpVmmtGnTiq/v/4/5/v77b7dAx3qcL18+83PdunXyyiuvmMdly5Y1PzXD1b9/f2ehC9fntzJZkRk8eLC8/vrrbhksgiwAAAAASTKDFV7p0qXl2LFjZlqyZInJZlnzW7ZskTt37kjVqlXlq6++kmHDhpn1M2fONP23NFhKnTq126T9tKKjBTC0yaHrBAAAAADJIsDKkSOH6UulU8uWLeX48ePO+QIFCsiTTz4p2bNnlxEjRph5HTdLx8p65plnTKbq7bffdha3OH36tKdPBwAAAEAK4FUBVmhoqBlseM2aNaZflTb30wDpr7/+knbt2jkDJp20eeC5c+fk7NmzJuhS5cuXN4MOq/v375v9dXItXgEAAAAAyT7A2rdvnxnLSgta6GDBmqHSPlk6xlWZMmVM4OTn5+ectJz7559/bsqz6zaqYsWK8scff5jHwcHBZvwrnQoVKuThswMAAACQEvg4wleD8CAtalG8eHHnvPaz0ikyGlRpKXadtAlgv379ZM+ePaaSoFYE1CBs1KhRZtszZ85I0aJF5dq1a7E+Fi1yYaoJ9psvvv4BNpwdADwcIcHNPH0IAAAkK1ZsoLFHTLUavCrA8iYEWACSKgIsAAA8F2B5TRNBAAAAAEjqCLAAAAAAwCYEWAAAAABgEwIsAAAAALAJARYAAAAA2MTPridKrvaPahxjpRAAAAAAUGSwAAAAAMAmBFgAAAAAYBMCLAAAAACwCQEWAAAAANiEAAsAAAAAbEKABQAAAAA2oUx7DMqMWCm+/gGePgwAyVxIcDNPHwIAALABGSwAAAAAsAkBFgAAAADYhAALAAAAAGxCgAUAAAAANiHAAgAAAACbEGABAAAAQHINsD788EM5deqUBAcHy7BhwyLd5rnnnpNPP/3UPD579qzMmjXLue7evXvyyy+/yOHDhyV79uwP7bgBAAAAwKsCrH/++UfefPNNyZcvnwwePFjeffdd8fHxMdPBgwelW7duMmnSJLd9Lly4IP3795e5c+ea+aVLl0rXrl09dAYAAAAAUjKvCbAcDofMnj1bOnfuLMeOHZPXXntNevbsaR7rlClTJrNNeCVLljT79evXT65evSoTJ06UkJAQeeSRR0zwZQVoAwYM8Mh5AQAAAEg5/MRLXLlyRd555x3z+IsvvnAu//zzz52PW7VqFem+TZo0kR9++MHsf/z4cTl//rycOXNGateuLSdOnDDb+Pl5zakCAAAASKa8JurIkCGDrF+/3vShUt98843cunVLevXqZeZTpUolM2fOjHJ/Daby5MkjTz/9tMl2aZAVPrB68OCB+Pp6TdIOAAAAQDLjNQGWBkJp06aVatWquS3//vvvnZmsBg0aSFBQkGzdutUss/plqUaNGsmhQ4fku+++c9s/derUzscjRoyQkSNHRvr6t2/fNpMlLCzMxrMDAAAAkBJ4TYBlKV26tOzfv98EQteuXZMdO3bIkSNHpGjRolKvXj3p0aOHbNq0STp27CjZsmUzAdbmzZtNcDVv3jxT7EIzVeFpBkz7YkVlzJgxMmrUqEQ+OwAAAADJmde0l7t//74pWLFkyRLTNLBu3brSuHFjKVCggLz88ssms6XL//e//8miRYvkySeflBw5cph1derUcT5P06ZNTdYq/PT1119H+/patVD7gVlTaGjoQzhrAAAAAMmJ12SwNACy+lu5Bl3aZ0qrB0bWtE+b9GlmKjxtVtiuXTvnfOvWrWN8fX9/fzMBAAAAQJLPYHXv3t0UuNBp3bp1Ur16dalZs6apBqgl13/++WdTfr158+am2IVuF1lwZY2FNWHCBOekgw4DAAAAQIoJsPbu3StDhgwxfbC0yV/mzJlNVcHs2bPLlClT5Nlnn5VSpUpJoUKFpG3bts79rl+/Ltu3b5fLly87C1OcPXvWBGPWpONj3blzR27evOnBMwQAAACQ3HlNE8HAwEDnWFj79u0zFQKXL18uf/31lwmstNlfp06dTMCkjytWrGiKYbz99tsyaNAgqVWrlul/pQUvlDb30yyXNjNUL730kkybNk327Nnj4TMFAAAAkFz5OLSDkxcZOHCgTJo0SXLlymWKXuik2asaNWrIjRs3TF8tDbz++OMP0xQwY8aMUrBgQef+GlBpNiuy09Iy8DreVmxoNkzH0wrqN198/QNsPUcACC8kuJmnDwEAAMQQG2hCSBNDSSrA0uBI+1Zp4ORJBFgAHiYCLAAAkkeA5TVNBC3a9woAAAAAkiKvKXIBAAAAAEkdARYAAAAA2IQACwAAAABsQoAFAAAAADbxuiIX3mb/qMYxVgoBAAAAAEUGCwAAAABsQoAFAAAAADYhwAIAAAAAmxBgAQAAAIBNCLAAAAAAwCYEWAAAAABgE8q0x6DMiJXi6x/g6cMAkIyEBDfz9CEAAIBEQgYLAAAAAGxCgAUAAAAANiHAAgAAAACbEGABAAAAgE0IsAAAAADAJgRYAAAAAGCTZBlgLViwQJYtW+bpwwAAAACQwnhVgHX48GHx8fGJ1bRixYpIn2P9+vXSuXNnefDggdy7d885ORyOh34+AAAAAFIWrwqwVNasWeXSpUvy33//mXn9qfM5c+aU7du3m8dPPPFEhP00gJo6dao0btxYbt68KS1btpTUqVM7p2+++cYDZwMAAAAgJfETL3Px4kXJkiWLcz537tzOx48//niE7TVTtXLlShkxYoScOXNGfv75Z2nYsKFz/dChQ+Xbb7+VFi1aPISjBwAAAJCSeVUGq1ixYnL//n25e/euc8qXL59s3brVOa8B1ZAhQyQoKMjs89FHH0nPnj2lXbt2smTJEunTp4/MmzdPTpw4Ic8++6z88MMPsmbNGpMZAwAAAIAUE2Cp4cOHuzXtO3nypGkSaM03b95cFi1aJH5+/5d869evn4SGhsqgQYOkXLlyMnr0aNMHq0yZMlKkSBHZvXu3FC5cOMbXvX37toSFhblNAAAAABAXPg4vqv4wadIkCQkJcVs2c+ZMadq0qWTIkEEWLlxoMlgdO3YUf39/E4xduXJFdu7cKZs2bZJVq1bJ1atXpVu3bvLiiy9KoUKFYv3aI0eOlFGjRkVYHtRvvvj6B9hyfgCgQoKbefoQAABAHGjyJVOmTCb2CAwMTDoBlvalOnfunHn8119/yerVq2XXrl0mA6VBU/78+c26tGnTmp+1atWSNm3amMxW7dq1JTg4OMrnXrp0qcl+RZfB0sn1ImozRAIsAHYjwAIAIPkGWF5T5EL7V/3xxx+ybds2k42yqgiqI0eOyLBhw5zzrjGhVhZUWopdA6xr166Z7JarunXrxvj6uk/4/QAAAAAgLrwmwNIslPar0iyTVgQsW7asjBkzxtnXSt25c0fefvvtaJ8nVapUbvsAAAAAwMPiVZGIFqxQt27dcmalXIWfBwAAAABv4lUBVniuzQJjK126dIlyLAAAAACQpAOsy5cvu/WLun79umTPnj1O+6gGDRok2jECAAAAgFcHWFol8ObNm85qga7Loyp6qP2uolq3efPmRDlOAAAAAPDqgYYt4YMrAAAAAPB2XhtgAQAAAEBSQ4AFAAAAADYhwAIAAAAAmxBgAQAAAEByriLoTfaPaiyBgYGePgwAAAAASQAZLAAAAACwCQEWAAAAANiEAAsAAAAAbEKABQAAAAA2IcACAAAAAJsQYAEAAACATSjTHoMyI1aKr3+Apw8DgIiEBDfz9CEAAABEiwwWAAAAANiEAAsAAAAAbEKABQAAAAA2IcACAAAAAJsQYAEAAABASgmwbt26JR07dpTr16/LiRMn5J9//vH0IQEAAACA9wdYM2bMEB8fH7epS5cu5ueECROkW7dusmDBAtm4caNzn/3790fYJ7LpxRdf9Oi5AQAAAEj+vCrAatq0qbRu3Vr27Nkjv/32m+TPn19effVVGTt2rEybNk0KFCgg/v7+8sYbb8idO3ec++XLl0/u3r0b5aT7AwAAAECKGmg4b9688sILL0iTJk0kTZo0Mn/+fKlWrZpZt3btWrP8p59+kr1795r1lkuXLpnsVlT++usvqVChwkM5BwAAAAApl9dksO7fvy+LFy+WkSNHypkzZ+Ty5cvSvn17uXHjhmTIkEGqVq1qlt+7d086dOggGzZscO6bKlUqKVSokJmuXbsmqVOnNo8DAwPl3Llz8tRTT0nz5s09en4AAAAAkj+vyWBpQNW9e3cZNGiQyVxpE8DSpUubwOv27dumqV/dunWlT58+sm7dOmnbtq0cPHjQ7KuB1H///SczZ86M9LlXrVolderUMc0PAQAAACDZZ7CyZctmmvJp/yrte6X9qtSRI0ckZ86c5rGvr688ePDA9MP64YcfJEeOHM79p0+fboKwZ555Rj755BPzeOXKlSbzpY+1iWF0NIgLCwtzmwAAAAAgSQZYSgMpzUylS5dOMmfObJYNHTpUOnXq5CyC0bt3bxM4FS9e3CxzOBymSqA2HdRJ5zUI08ea/dJ5faxBli6PypgxYyRTpkzOKSgo6CGdNQAAAIDkwsehEYgX0b5TX3/9tVSqVElu3rxpyrNrk0DNWrlmq0qVKmUea7VBLYyhwZRmu6KzdOnSKPtiaQZLJ4tmsDTICuo3X3z9A2w7PwDxFxLczNOHAAAAUqCwsDCThLly5YrpnpQk+mBZ/bCOHz9u+loprRSoAwxrvyxtMqjFLKZMmeLMXqljx46Z6oPr16+XefPmyVdffSUrVqyQYcOGyfnz501597feekuee+45KV++fJSvrQGcaxAHAAAAAEm6iaD2sZo9e7Zp1rdr1y5nUFW7dm2ZM2eO9O/f3zQT1O0smsGqXLlyhOfq16+fLFmyxPTJ0gxY0aJFH/LZAAAAAEhpvCrA0nRb4cKF5dSpU7Jt2zYpW7asnDhxQrZs2WKqBI4bN86Mg6XjYWl6TisNLly4UFq1auWWBdMqhJMnT5YZM2bIxo0bpWTJknL06FETuAEAAABAigiwlGawypUrZ4pb9OrVS9q1a2eKVOzcuVMGDhxoBhnWohaHDx82malcuXJJjRo1TIn3Ll26mEDqs88+k6tXr5oKglrKPXv27NKsWTPp2bOnp08PAAAAQDLmdUUu4kozWdrhTAch1iqBefLkiXQ7PU2tJKj9uuLSkY0iF4D3oMgFAADwhCRb5CI+9ESVZrKio1mv2AZXAAAAAJAsmggCAAAAQFJFgAUAAAAANiHAAgAAAACbEGABAAAAgE0IsAAAAADAJkm+imBi2z+qcYylGAEAAABAkcECAAAAAJsQYAEAAACATQiwAAAAAMAb+mB98sknMm/ePDl79qzcvXs3wnofHx85cuRIQl4CAAAAAJJ/gDVp0iR5/fXXzeMsWbJEWgjC4XAk7OgAAAAAICUEWJ999pkUK1ZMfvrpJ3n00UftPSoAAAAASEkB1rFjx2TcuHHJPrgqM2Kl+PoHePowAK8REtzM04cAAACQ/Ipc5MyZ094jAQAAAICUGmB16NBBvv76a7l//769RwQAAAAAKa2JYIsWLWTRokVSpUoVeeaZZyRXrlySKlWqCNt16dIloccIAAAAAMk7wKpdu7bz8d69e51l2V0rCOo8ARYAAACAlCLeAdaXX35p75EAAAAAQEoNsLp27WrvkQAAAABASg2wLEeOHJGFCxeasu2pU6eWIkWKSMuWLaVw4cLiCVp048qVK5I1a1aPvD4AAACAlCveVQTVhx9+KCVLlpQ333xTPv30U5kyZYr0799fihcvLhMmTLDlAAcMGCBDhw6N9fZz5syRChUqOPuFAQAAAIDXB1grV66UN954Q4oVKyazZs2SPXv2yM6dO2XmzJlm8GENutatWxev527btq389NNPsdq2devWppiGNWnTxX///dcEWa7Ldfrqq6/idTwAAAAAkKhNBMePH2+CKw2qAgICnMsrVqwoHTt2lGrVqplt6tevH+fn3r59u8mExcaPP/5ofr777rsye/ZsyZcvn2meqJk1Dfw0m6ZZLT+/BLeGBAAAAIDEyWBpYNWtWze34Mri7+9v1m3ZsiVez3vixAmpVauWyTpNnDhR3nvvvQjZqMuXL7vt169fPzMuV9WqVc1PbVr4+++/yz///CPLly+P72kCAAAAQOIHWHfu3JGMGTNGuV6DIN0mroKDg02wdPfuXTO9/vrrMmTIEOe8NWXOnNm5j2aoNFP15JNPypIlS6Rz586ya9cuE+BpJq19+/by7bffRvu6t2/flrCwMLcJAAAAAOIi3u3mNKDRflJ9+/aNsumeNtOLC808rVmzRg4ePOhs0mdlrKJr4te7d2/Jli2bpEmTxszrc/z888+SKlUqMxUqVMg0Ibx06ZK88sorkT7HmDFjZNSoUXE6XgAAAACwJYOlTQBXr14tvXr1ktOnTzuXnzp1Srp37y4bNmwwP2NLs13Dhg2TTz75RHLnzh2nY7l165Zs3brVBHtNmjSR/fv3S82aNU3gpY81YDtw4ECUwZUaPHiwKe9uTaGhoXE6BgAAAADwcTgcjvjs+ODBA2nevLmsWLHCZJgyZcpklmtwok/ZuHFjk0XSdbF17949CQkJkUceeSTa7aZNmyYvv/yyW5+vkydPSsOGDU2/q8gULFjQPHdsaRNBPaegfvPF1z9iPzMgpQoJbubpQwAAAHiorNhAY53AwMDEaSLo6+srS5cuNaXPFyxY4AxetM/T008/bTJccQmuzMH4+UnRokXl5s2bbpmltGnTyogRI5zLdEBj16BMs19aCCNDhgxmXpsF6utXrlxZ+vTpE99TBAAAAIA4SVDtcg1kevToYSa7aFCmAZXra+jkuszVkSNHJE+ePGbcLc1saV8sdePGDVPY4q233jLzo0ePNgUzAAAAAMDjAZYO3psjRw5Jly6dcz42ChQoIIlJC2PUrVvX9NvSIhVWoQoyWAAAAAC8tg+WZpF04F4dRNhqIhhTE0Bdr032YmvkyJGxruSXPn16U7zisccek2XLlkmjRo3k+vXr0e5To0YN2bRpU6yenz5YQOTogwUAAFKasMTog9WlSxfTP8p1Pq59rGIyfPhwGTp0aKy21dc+e/asTJgwwfT7unbtmq3HAgAAAAAPrYpgckcGC4gcGSwAAJDShMUhgxXvcbDq168va9eujXL94sWLpXTp0vF9egAAAABIcmLdRFD7N124cME5rwMJt2nTJtIxq7Tf1apVq+TYsWP2HSkAAAAAJJcA69KlS1KyZEm5deuWc1m/fv3MFJWqVasm/AgBAAAAILkFWPnz55cpU6bIr7/+Ktpt65tvvpGaNWtKkSJFIj6pn58pm/7SSy/ZfbwAAAAAkPyKXBQuXFgmT54sLVu2lJTekQ0AAABA8pUoZdrDo38VAAAAANgUYKnLly/L1q1b5eLFi24DCutjje7WrVsnS5cuTchLAAAAAEDyD7B27dolDRo0kKtXr0a6Xlsepk6dOiHHBgAAAABJSrzHwRo5cqSpKPjmm2/K22+/bZZpEYw33nhDcuTIIY899picOXPGzmMFAAAAgOQZYO3YsUNeeeUVef/99+Wtt94SHx8fKV++vIwbN052794tJ06ckBUrVth7tAAAAACQHAMs7X9Vrlw58zggIEAKFCggO3fuNPN58+aV7t27y9SpU+07UgAAAABIrn2wsmfPLtevX3fOFy9eXP7880+3+WnTpklSV2bESvH1D/D0YQBxEhLczNOHAAAAkCLFO4NVtmxZWbRokXO+TJkysnnzZuf80aNHxd/fP+FHCAAAAADJPcDq27evrF27VqpXr25Ksj/11FNy4MAB6dmzpwQHB8tHH30kjz/+uL1HCwAAAADJsYlg06ZN5bPPPjPVBNOlSyf169eX559/XmbOnGnWZ82a1RTAAAAAAICUwsehA1YlwIMHD8TX9/8nwrZt22bKs9eoUUOyZcsmSVVYWJhkypRJgvrNpw8Wkhz6YAEAANgfG2jLvcDAwMRpIvjvv//K/fv33YIrVbVqVWnZsqWcOnVKRo8eHd+nBwAAAIAkJ94BVqFChaRRo0Zy6dKlSNfv27dPRo0alZBjAwAAAICUEWCpDRs2SLVq1eTw4cPi7bQpIwAAAAB4bYDVu3dvuXjxojzxxBOyceNG8aSaNWvKihUrIizX45s0aZIULlxY9uzZ45FjAwAAAJAyJCjA0uzVli1bJEuWLNK4cWP56quvbDuwY8eOydWrV53zmzZtinWAdO7cOXnttddMCfmcOXPKxx9/bKod6thdAAAAAOCVAZYqWrSobN26VSpUqCA9evSQwYMH23JgL7/8ssyYMcM5r4MaT5s2LVb7njx5Ur744gtp3bq1qWr4zz//yAsvvCB+fvGuSg8AAAAAiR9gKS3Hvn79emnVqpWMGzdO2rdvL7du3Yr3882ePdsMWvziiy86l/Xp00e+//77CP29nn76acmdO7ds375dOnbsaB7/+uuv5pgGDRoklSpVilDpEAAAAAASg20pnbRp08qCBQukX79+MmXKFFm3bl28nmf16tUmmPrxxx8lY8aMzuXah2ro0KHSvHlzWblypRQsWNAsf+utt0w/Kx3kuH///iagSp06tejwXuGDPB8fH/H394/0dW/fvm0m11r3AAAAABAXtqZ2NICZPHmyTJgwQS5fvhynfTUg0n3btm0rn3/+uSlace/ePbdJ+1V16NDBBFEaxKnHH3/clIy/cOGCGZurfv36Jnulj9OlS+c2RTfw8ZgxY8zgYdYUFBSU4OsBAAAAIGXxTUgRCu3jFJnXX39dli5dKsOHD49TgKV9pzSDpZkwzUJFNmlzP20qqMGcRQM6tXDhQhkwYIB5rBkufU7tu1WnTh3z+Nq1a1G+vvYd05GZrSk0NDQOVwMAAAAAEtBE0GqiF5WmTZuaKbY0cNL+W2revHlmmjhxoulb9d1335nl2sdKs1D16tUzk9q8ebNpTli8eHETXGkTRa0W6BqAxYY2HYyq+SAAAAAA2BpgadO7t99+Wxo0aOCcj4kGOWvXrpX40rG1nnzySef8+fPnJXv27M75U6dOyXPPPScffPCBTJ8+XfLnzy/ffvutnDlzRjJnzhzv1wUAAACARA2wNmzY4FbVT+djEtcsUvgmiBpgWX2t1H///efWj+r06dPy0ksvSZcuXUyApVq0aGGaKJYqVSrerw0AAAAAiRpgPXjwINp5O92/f1/69u1rxtWymiJqHyoNuvLly+fcTotd6ORKKwfOnTvXLTADAAAAgIfB60be1eqDnTt3NgUpRowYITNnzpQnnnhC/v77b7O+WLFi0e4/fvx4UwVQx8cCAAAAgCQTYGmTvWXLlsnZs2fl7t27kTYRHDZsWKyfT0ula6ELDY7mz59vSqtrHy4dMFgzU1rpz88v6kPWUu56PFrmPVWqVPE+LwAAAACIDx+Htr2Lhx07dkjDhg1Npimqp9AAS5v7xdbevXslICBAHn300Tgfz82bNyVNmjSmGmFC+n65DjRsxsPqN198/QMS/HzAwxQS3MzThwAAAJBsWLGBDucUGBiYOBmsoUOHyu3bt+XNN9+UatWqxfhCsVG+fPl476vZLgAAAADwpHgHWL/99pspRPH+++/be0QAAAAAkET5xntHX18pUaKEvUcDAAAAACkxwKpZs6Zs3rzZ3qMBAAAAgJRY5OLAgQNSp04dGTJkiHTs2FFy5cplS3GJpNiRDQAAAEDyFZfYIN4B1mOPPWbKtF+4cCHqJ/fxMaXTkyICLAAAAAAPrYpg1qxZJVu2bPHdHQAAAACSnXgHWBs2bLD3SAAAAAAgpRa5AAAAAADYlMFShw4dkrVr18rFixfd+lrpY22fuH79etm3b19CXgIAAAAAkn+AtWbNGmnatKncv39ftE6GFrSw6mVYj7Nnz27nsQIAAABA8gyw3n//fQkICJBx48aZ+VdeeUUWLVokJ06ckClTpoi/v7/s3LlTkroyI1aKr3+Apw8DMEKCm3n6EAAAAJAYfbD++OMP6du3r/Tq1UteeOEF8fX1lQwZMphAa8eOHabZ4IwZM+L79AAAAACQcgKsq1evyiOPPGIep06dWgoXLix79uwx8xpoadA1c+ZM+44UAAAAAJJrgJUrVy6TpbIUL15c/vzzT+d8gQIF3OYBAAAAILmLd4BVpUoVmTt3rty5c8fMP/bYY7Jx40a3JoQZM2a05ygBAAAAIDkHWK+//rr8/vvv8uijj5pMVqtWreTo0aPSpEkTefnll2Xq1KlSu3Zte48WAAAAAJJjgFW9enVTNTBPnjySKVMmk9EaOnSorF69WqZPny4FCxaU4OBge48WAAAAALyYj8MavMom//33n5w9e1ZKlSolfn4JGsc41o4cOSKZM2eWbNmyRVingx5bgyDr8cT2mMLCwkzgGNRvPmXa4TUo0w4AAPDwWbHBlStXJDAwMHEyWFHJnTu36Y+VmMHVgwcP5Ny5c87HnTp1kjlz5sjhw4dNRcP8+fObIhyVK1c2WbW8efNKjhw5zNhdAAAAAJBY4h0F1a9fP9r1Pj4+ZrBhDXSqVasm3bp1kzRp0sT4vFri/fr16xGWa0CVPXt2E1DpWFtaQEMHOW7ZsqXcvn3b9P+aP3++FC1aVA4ePGgGOda+YGrIkCGyePFiadGiRXxPFwAAAAASL8D6999/TdCj42EpTZmlTZvWNA/UVocaYFmtD7/55htT9GLz5s2SPn36GJ9b0266v0VTcVbzwx49epjs2EcffWSKa2hgpf29NmzYYMbdGj16tJQvX15u3rzprGKo2+3atUvSpUsX39MFAAAAgBjFu4ngt99+K/fv35eXXnpJTp48KZcuXZLTp0/L+fPn5a233pKAgAD59ddfJSQkxBS70DGxxowZE6vnHjhwoLz77rvOydfXV37++WcTOFWtWlUWLlxoXlv7XGlgtXfvXhk7dqxMmjTJBHANGzaUxx9/3Pl8Gvw1bdqUJoIAAAAAvDPAGjRokDRo0ECmTZtmKglasmTJYgKZRo0ayYgRI8yAwxowde3aVRYsWBDj877xxhty7do1+fHHH+Xjjz+WEydOmP3btm1rgrThw4fLli1bpHnz5qa4RdmyZU2zQc1s5cyZ02SpdJlmue7evWsCsdDQUHOs0dFmhtp5zXUCAAAAgIfSRHD79u0yYcKEKNdrgKXBkkUzSjowcXQKFSokx48fd1ummSmlwZYGXtpMUItavPPOO6ZPVrly5eTQoUPmtbTAhj7HyJEj5fnnnzfFLoKCgkyTQw28NBiMimbXRo0aFYcrAAAAAAA2BVjaBFCr9kXl77//dutvpX2itIBFdDQjpdkpDaRcaRNBzUBpvy9t6levXj3p0qWLWfe///1Pvv76axNUufbZ0j5aWlHQogUwouv/NXjwYDN4skUzWBqcAQAAAECiB1iaodLCFXXr1o1QnU8HG9Zs0bPPPmvmNWDSIEizTdFJlSqVqfx34MCBCMuXL18uzz33nNSqVUs+//xzU7hCm/VduHDBNBfUadiwYSbweuSRR8x+s2fPNk0FdT8thqFFOaxjCk8rHuoEAAAAAA99oGHNJmn5dW2yV6JECSlZsqQJULSf1L59+yRfvnyydetW0z9L+2VptcGlS5eaDFR0ypQpY7JROoaV0uIZVapUMcHRjBkzTJZJs0sVKlQwxS5cs04x0SaE8+bNi9W2DDQMb8RAwwAAAN490HC8M1havGL37t0ma/TDDz/IX3/9ZZZnzpxZXnzxRVP9Twf31cBIs06aWYopuLK0b98+QgZLgzQtdnHnzh3p0KGDtGvXTipWrGiqCN64cUOKFCkS6eDGGj9qRku3AwAAAIDEFO8Aa8WKFVKpUiWZPn26mXT8K6VBlesYVjqvmavYmjVrlqk+WLNmTTN2lQ46rIMHa6Cm/b46duxoBizW0u8WrSJ45swZM5ixBmOuTp06ZbJtAAAAAOC1AVbPnj1NsGNV+dMS6Qmh42e1bt3a9KkaP368KXihgdRnn30mU6ZMMU0B9+zZY5ojWn2rIqts6BrcKQ3QYjO4MQAAAAB4bBwsbX9oZ5U9Lbmu2Sttarhu3TrTHFD7YWmTQy18odUFNUP1/fffS9q0aSN9Ds147d+/323SghgAAAAA4NVFLgYMGGCa/i1evNhklRKbNgPUcu0PC0Uu4I0ocgEAAJBMi1xo6XXtF1W6dGlTYEKrBYZvtqfN9dauXSt2eJjBFQAAAADER7wDLC1sYdH+UjqFF74/FAAAAAAkZ34JabLn+lizWVqUQsupAwAAAEBK5JvQyn8vvPCCCary5s1rClVky5bNjINllW0HAAAAgJQi3hmsy5cvS/Xq1eXw4cNSrFgxqV+/vty/f99U7vviiy/kl19+MVX9MmbMaO8RAwAAAEByC7Dee+890+9Ky6D36NHDuVyLEuo4VTpOlg4GrNslZftHNY6xUggAAAAAJKhMu2atatasKV999VWk6/v27SsrVqyQQ4cOJftSjAAAAACSr7jEBvHugxUaGirVqlWLcn2FChXMNgAAAACQUsQ7wNLCFv/++2+U6//55x8qCgIAAABIUeIdYNWrV0+mTp0a6fhXBw8elGnTpkmDBg0SenwAAAAAkPz7YP35559SuXJlM5hw586dpVSpUqbAxYEDB0yRC7V7924pUaKEJEX0wQIAAAAQ19gg3gGWWrt2rRnz6vjx427LCxQoIDNmzJCGDRtKUr+IQf3mi69/gKcPBylESHAzTx8CAAAAEhBgxbtMu9ImgNpEUMe7OnbsmFlWuHBhqVSpkvj6JmgMYwAAAABIchIUYCkNpKpUqWImAAAAAEjJSDMBAAAAgE0IsAAAAADAJgRYAAAAAGATAiwAAAAAsAkBFgAAAAAk5wDrv//+kwwZMkS6btKkSdKtW7dI1509e1ayZ8/unD9x4oRkzpw50Y4TAAAAALw+wIqLnTt3SrFixczjBw8eyLVr1zx9SAAAAABSqASPg2UnzU7179/fOe/j42N+Ll26VJo3bx7lfv/++68Jsu7fv2/m33vvPQkNDZXr16/LzZs35eWXXzbLdayuHj16JPp5AAAAAEiZvCqD1bdvXxMQhYSESPr06c1jnfLmzSsDBgww05IlS0zWSh9fuHBB8uXLJx988IFZtnLlSvM8VatWlYYNG0qtWrXEz8/PPNapTJkynj5FAAAAAMmYV2WwUqVKZSZ/f38znzZtWvMzTZo0zj5Z+liDJp3XDFfHjh3l999/l7ffftssVxpMWX2wBg0aJO3atYvxtW/fvm0mS1hYWKKcIwAAAIDky6sCLKtJYPj54sWLy8GDB53NCPfu3SsjR44086tWrZLOnTtLpkyZZNSoUVKoUCE5fPiwPPLII27Poxmx6PpnjRkzxuwPAAAAAMmiiaDVJPD06dPSunVr5/yUKVOkdu3acvfuXbftjxw5YgKqn3/+WV5//XWT/cqfP78sXLjQTLq9NV25ciXa1x48eLDZxpq0DxcAAAAAJNkAS5sEWs0CV69e7ZzXJn9aIfCjjz5y275o0aLSs2dP2bRpkxQsWFAyZswo+/fvNxmu48ePy71795yTBllWEYzIaLPEwMBAtwkAAAAAkmyApc3/tDlfnjx5TAVAfazTsmXLZODAgTJr1qwI+8yePVsqVqxo+mTplC5dOvnuu+/kjTfecC6zpsmTJ3vkvAAAAACkDEmiimDTpk2lQYMGJpgKT/tbaYZKM1Zt27Y1lQMvXrwoRYoUkb/++svsr1mub7/91jQjBAAAAIAUW0VQgycd50r7WmmZ9TVr1ji3P3/+vGk2uGXLFtmxY4fcuXNHLl++bCoNvvLKK9KyZUuTCStfvrw0atTIg2cGAAAAICXwmgyWFpbQpn3jx4+XoUOHmsyTVgLUJn+PP/64CZS0+MXZs2ed1QWzZs1q+lW9+OKLsmjRItNPS8fE6tSpk1y9elXat29vKgdWr15dLl265OlTBAAAAJDMeU2ApU0CNcDavXu36YP1xRdfyNdffy0nT540QZVmprRC4IQJE6RevXpmH19fX3nvvffMeg2mqlWrZoIwXf/ss8/K6NGjZePGjbJv3z6pUqWKmaIrdAEAAAAACeHjcDgcksTpKYQfQyuybbRvVrZs2WL1nDrQsI6tFdRvvvj6B9h0pED0QoKbefoQAAAAEEVsoK3uYqo27jUZrISIKbiytoltcAUAAAAA8ZEsAiwAAAAA8AYEWAAAAABgEwIsAAAAALAJARYAAAAAJMeBhr3R/lGNY6wUAgAAAACKDBYAAAAA2IQACwAAAABsQoAFAAAAADYhwAIAAAAAmxBgAQAAAIBNqCIYgzIjVoqvf4CnDwNeKiS4macPAQAAAF6EDBYAAAAA2IQACwAAAABsQoAFAAAAADYhwAIAAAAAmxBgAQAAAIBNCLAAAAAAIKUEWPfv34/1tg8ePEjUYwEAAACAJBNgTZ8+Xc6dO+e2rEaNGrJ7927z+KWXXpI5c+ZEuu8ff/wh1atXJ8gCAAAA4DFeFWDt379fateuLdeuXTPzN27ckAMHDkjx4sXlzp07smjRIqlcuXKE/XRd586dpWbNmuLr6yu5c+cWHx+fCJP1vAAAAACQ7AOsyZMnS/bs2eXDDz808z///LMJijJkyCD+/v4mu1WiRAkTLE2aNMlsoxmrXr16ye3bt2X06NFm2cmTJ+Xu3bsRJn0eAAAAAEgsfuJFNHD65ptvJEeOHGZeH3fp0kVmzpwpq1atkrFjx8ratWvNulSpUsm9e/fM+mXLlsnmzZvl0qVLps9WxowZPXwmAAAAAFIir8pgqcKFC5tMkzYX/Omnn0zQ5efnZ5r+WY910sealbp586YsXbrUZLbatm0rU6ZMMYFXZFNcCmYAAAAAQJLNYF28eFF++eUX87hIkSLSt29f01xQs1izZ88Wh8NhmgNqcKUB2OXLlyVdunSmX5Z65ZVX5MqVK1KhQgVJnTp1pK+RL18+OXHiRKTrtImhTpawsLBEOU8AAAAAyZfXBFjavG/FihWyc+dOeeKJJ+TZZ581GSqtIBi+iaBmr1wNHTpUpk2bZrbVAEuDMUu7du2kbt260qdPn2hff8yYMTJq1KhEOz8AAAAAyZ/XNBEsWrSofPrpp9K8eXOTpdKMVPr06U0GSzNSzZo1MxkufZwpUyazz9WrV031wIkTJ5r5smXLxvv1Bw8ebDJg1hQaGmrbuQEAAABIGbwmwIpK165dTUZq+fLlUqdOHfPYKreuP7Vv1ZYtWxL8OlqlMDAw0G0CAAAAgCTZRDAqGljp+Fba50qzSvrY6qel2a1vv/2W8a0AAAAAeAWvCrCOHTtmKgJqVuq3334zRS7eeOMNM85VeNoPS7NZ4ftjAQAAAICk9ABrx44d0qBBAxkxYoSpEtipUycJCQkx5dmHDBkSYXvtn3X69GkJCAiI9PmOHz9u+mudPXvWjJkFAAAAACkmwKpcubKsWbNGHn/8cTP/0ksvyZ07d8wUGQ2atEx7VAYNGiSrV6+WPHnySP369RPtuAEAAADA6wIsbepnBVeWNGnSmCkmmvFyLc2uvvvuO9uPEQAAAACSdBVBAAAAAEgqCLAAAAAAwCYEWAAAAABgEwIsAAAAALAJARYAAAAAJLcqgt5q/6jGEhgY6OnDAAAAAJAEkMECAAAAAJsQYAEAAACATQiwAAAAAMAmBFgAAAAAYBMCLAAAAACwCVUEY1BmxErx9Q/w9GHAC4UEN/P0IQAAAMDLkMECAAAAAJsQYAEAAACATQiwAAAAAMAmBFgAAAAAYBMCLAAAAACwCQEWAAAAANiEAAsAAAAAbJIsA6wzZ85It27dxOFwyMGDB+X06dOePiQAAAAAKYDXBFjHjx+XtGnTSpo0acTX19c8rlOnjuTPn9/M63JdZj0uXry42W/o0KHi4+PjNk2cOFEOHz4sn376qTzzzDOyZs0a2bx5s6dPEQAAAEAy5zUBVsGCBeXWrVsSHBwsLVu2NI83btwoJ06ckNq1a8vChQvNsurVq8uSJUvk77//Nvt16NBB2rZtK0eOHJHFixebgOzFF1+Ujz/+WAYOHGjW7dy5U8aOHevpUwQAAACQzPmJl9m6datUqVIl1tuXLl1aGjRoIDVr1pQMGTKYbNWjjz5q1i1btkzatGkjOXPmlB07diTiUQMAAACAF2Ww1PXr12X58uXSuHHjWG1/+/ZtmTVrlmkSqP2szp8/bzJaR48eNcFWs2bNJCwsTM6ePStdunSR3bt3J/o5AAAAAEi5vCrAmjFjhly7dk2eeOIJ09dKm/lFJyQkRHr37i1DhgyRQ4cOybx58+TUqVNy//59yZMnj3kubTKoTQr9/Pykffv2JiiLjC7XYMx1AgAAAIAk2UTw6tWrpv9VtmzZTCaqT58+smDBAnnrrbfk5s2bsm3bNkmVKpV5rM3+9PEPP/xgillkyZLFBFU3btwwz6X9sbRZoHItkKF9tPz9/SN9/TFjxsioUaMe6jkDAAAASF68JoP122+/ySOPPOK2TAtUaBaqatWq8uOPP5rH1apVk0WLFpnHTZo0MYFU5cqVJV26dFKuXDm5e/euCZQ6depknqNFixamqeA///wjRYoUifL1Bw8eLFeuXHFOoaGhiX7OAAAAAJIXrwmwtN/VqlWrIl2nwVSmTJkiXXfnzh0z1pX2u9Is2J49e0zhizlz5pjCF7t27ZISJUqYvl0BAQFRvr5mtgIDA90mAAAAAEiSTQSVNuMLT5sEav+qkiVLRrrPX3/9ZYIsKzulWbB9+/ZJ3759pVKlSqafllYmzJo1a6IfPwAAAICUzWsyWJYLFy6YMbG+/PJLM//999+bJoBRZbC0iaA2GXQ4HKbPlha10MGG69atK+PGjTPjX2kTQQAAAABIcQGWOnDggOl/pcHW8OHDZfz48VFuq9UCM2fOLOfOnZPt27dL2bJl5dixY2aQYg26NMjSScu0a6YLAAAAAFJMgLV+/XpTsOKbb74xpdJfe+01U7Y9Oh988IEUL15cZs+eLa1atZJ27dpJvnz5TH+sgQMHmp9atELHygIAAACAxOLj0DQPItDgTpslBvWbL77+URfHQMoVEkzTUwAAgJQUG1y5ciXGYnhel8ECAAAAgKSKAAsAAAAAbEKABQAAAAA2IcACAAAAAJsQYAEAAACATfzseqLkav+oxjFWCgEAAAAARQYLAAAAAGxCgAUAAAAANiHAAgAAAACbEGABAAAAgE0IsAAAAADAJgRYAAAAAGATyrTHoMyIleLrH+Dpw4CHhAQ38/QhAAAAIAkhgwUAAAAANiHAAgAAAACbEGABAAAAgE0IsAAAAADAJgRYAAAAAGATAiwAAAAAsEmyC7Du378vFy9e9PRhAAAAAEiBkl2ANWfOHKlQoYLs3bvX04cCAAAAIIXxugDr4MGD4uPjI2nTpo1yctW6dWuzvTV17dpV/v33XxNkuS7X6auvvvLYeQEAAABI/vzEC2XMmFFeffXVCMuvX78u06ZNc1v2448/mp/vvvuuzJ49W/LlyyeFCxeWkiVLyqxZs6R48eImq+Xn55WnCgAAACAZ8cqoI1WqVJI/f/4Iy8PCwqLcp1+/ftK2bVsTVH322Wcyc+ZMs1wzV8uXL5cWLVok6jEDAAAAgNcFWJpp8vf3l5EjR0a6Pnfu3BGWaYZq0KBB4uvrK5kyZZLOnTtLly5d5M6dO/LNN99I+/bt5csvv5QOHTpE+bq3b982U2yCOQAAAACIjI/D4XCIlxg9erTs27cvVts2b95cunXrZh5nzpxZsmXLJmnSpDHZL6XBlT7W6d69e+Zn79695ZVXXon0+TSgGzVqVITlQf3mi69/QILOC0lXSHAzTx8CAAAAPEyTL5rIuXLligQGBiadAEsNHTpUPv3002i3GTt2rPTo0cM5r4UvQkND5fvvv5ejR4/KhAkTpHv37lKxYkXp06dPrF43sgxWUFAQAVYKR4AFAACAsDgEWF7XRPDatWtSpkwZqVu3rplfsmSJZM+eXapXr27mFy5cKDdv3nTbR2NE7Ws1ffp0+f3332XixIlmuTYL7Nu3r3lcsGBBCQkJifJ1tVmiTgAAAAAQX14XYKkMGTI4+1oFBASYKNGaT5cundu22vxPmwO+9957Zj+rOaA2H6xcuXKsM1gAAAAAkOwCLA2mdu7caSYrHaeFLzZt2uTcJn369M7HR44ckTx58sibb75pSrhrXyx148YN+fbbb+Wtt95y9u96/fXXH/r5AAAAAEg5vCrA0qZ/Z8+eNYMHWzZu3GiKWJQrV8657I8//nA+XrRokWlOqBkuLVJhFaoggwUAAADgYfOaIhdr1qyRRo0axWmfX3/9VVq2bCnLli0z++pAxNGpUaOGWyYsNh3ZKHKRslHkAgAAAGFJschF/fr1IxSviMmlS5dMxcBq1aqZ4hgAAAAA4EleE2DpIMFabj0utO+VlmMHAAAAAG/g6+kDAAAAAIDkggALAAAAAGxCgAUAAAAANiHAAgAAAIDkVuTCW+0f1TjGUowAAAAAoMhgAQAAAIBNCLAAAAAAwCYEWAAAAABgEwIsAAAAALAJARYAAAAA2IQACwAAAABsQpn2GJQZsVJ8/QM8fRh4iEKCm3n6EAAAAJBEkcECAAAAAJsQYAEAAACATQiwAAAAAMAmBFgAAAAAYBMCLAAAAACwCQEWAAAAACTnAGv+/PkSHBzstixt2rQSEhLisWMCAAAAgCQZYH3//fdy5coVuXz5snNSYWFhznl9bBk5cqT4+PhEOzVs2NCDZwQAAAAgJfC6AOvatWuyYsUKk8HKkiWLc7p9+7aUK1fOOV+qVCm3/V599VW5e/eumSZOnChdunRxzn/99dceOx8AAAAAKYfXBVjz5s2T/Pnzy4MHD+TmzZvOyd/fXw4ePOicP378uNt+mqXy8/Mzk6+vb4R5AAAAAEhsXhV5OBwO+fjjj6Vq1ary+++/S7p06ZyTZrBKlCjhnJ81a5bbvpMnT3Y2B+zfv7/JWlnznTt39tg5AQAAAEg5vCrAWrBggQmsLAUKFJCrV6+aSTNYx44dM0FYnTp1Iuyb0CaCGsBpvy7XCQAAAACSZIClhSv69esnDRo0cC7TYOrWrVtmUpcuXZLz58+boCm8hDYRHDNmjGTKlMk5BQUF2XyGAAAAAJI7rwmw1IABA6RJkybO+dDQUMmRI4eZNMNUsWJF8/i3335z208DroQ2ERw8eLCpXGhN+toAAAAAkCQDrMyZM5sMlqV8+fLSu3dvOXDggGkamD59erl3757JaunUrVs357aa1Ro/fnyCmghqE8TAwEC3CQAAAADiwk+8WKVKleTJJ5+Up556SurVqyepUqWKdLvt27dLmzZtTHNA5dpE0JoHAAAAgMTm1ZHHCy+8IK1atZIZM2ZIhgwZ5OzZsxG22bdvnxw6dCjSwhcAAAAA8DB5bQZLgyZt6rdo0SKZOXOmrFmzRgoXLmxKuGswpYMOV6hQwfTb6tGjhyndHpkLFy7IuXPnTEYLAAAAAFJcgKV9rIYNG2YKWmjZ9ty5c0v37t1NFcEVK1bI5s2bZcqUKTJixAgz+PCcOXPc9nfty1WtWjU5fPiwvPvuux44EwAAAAApiY9Do5kk7Pr166YAht10HCxTrr3ffPH1D7D9+eG9QoKbefoQAAAA4EWs2ECrjcdUDM+r+2DFRmIEVwAAAAAQH0k+wAIAAAAAb0GABQAAAAA2IcACAAAAAJsQYAEAAABAci7T7k32j2ocY6UQAAAAAFBksAAAAADAJgRYAAAAAGATAiwAAAAAsAkBFgAAAADYhAALAAAAAGxCgAUAAAAANqFMewzKjFgpvv4Bnj4MPAQhwc08fQgAAABI4shgAQAAAIBNCLAAAAAAwCYEWAAAAABgEwIsAAAAALAJARYAAAAA2IQACwAAAABskiwDrDNnzki3bt3E4XDIwYMH5fTp054+JAAAAAApgFcFWCNHjhQfHx+36eOPP5YBAwZEWP7jjz+afYYOHRph3cSJE+Xw4cPy6aefyjPPPCNr1qyRzZs3e/r0AAAAACRzXhVgKQ2QUqVKZSZ9HNlyVx06dJC2bdvKkSNHZPHixZI/f3558cUXTWA2cOBAs27nzp0yduxYD5wNAAAAgJTET7xM9+7dTSZLvf76687l/fr1c863b9/eubx06dLSoEEDqVmzpmTIkMFkqx599FGzbtmyZdKmTRvJmTOn7Nix46GfCwAAAICUxesyWDNnzpSgoCAzff/9987lH374oXP51q1bzbLbt2/LrFmzTJNA7Wd1/vx5k9E6evSoCbaaNWsmYWFhcvbsWenSpYvs3r3bg2cGAAAAILnzugBLi1P8888/8scff5hJs1X9+/d3zuu6xx9/3GwbEhIivXv3liFDhsihQ4dk3rx5curUKbl//77kyZNHrl27ZpoMLlmyRPz8/MxzaVAWGV2uwZjrBAAAAABJuolgpkyZ5MqVK1KlSpVI12/ZskXSpUtnHhcvXtwUs8iSJYsJqm7cuGGWa38sbRaofH19JU2aNJI2bVrTR8vf3z/S5x0zZoyMGjUq0c4LAAAAQPLndRksVblyZVNivWvXrjJlyhSTncqWLZtZ9sQTT7htq4GUbq9BV7ly5eTu3bsmUOrUqZNZ36JFC9NUUDNfRYoUifI1Bw8ebAI7awoNDU308wQAAACQvHhdBstqJvj111+bx9ZPq5KgFrRwdefOHTPWlfa7ypEjh1y8eFFGjx4tc+bMkblz55ptSpQoYbJXAQEBUb6mZraiym4BAAAAQJLNYH3xxRcmE6XVALWghQZQmsHSZatWrXLb9q+//jJBlmanMmbMKA0bNjQl2kuVKiXPP/+8qS6opd2zZs3qsfMBAAAAkDJ4ZYCl/aa+/PJLEzBVrVrVOfaVFqrQdeGbCC5atMg0H1ywYIEpaqGZrrp168q4cePM+FfaRBAAAAAAUmQTwQEDBsjs2bNl3bp1bsuvXr1qslWXL192BlpaLTBz5sxy7tw52b59u5QtW1aOHTsmGzduNEGXBlk6aQXCGTNmmIIXAAAAAJDsM1iaoUqdOrW0a9dOfv/9d9PMTxUoUEA2bdpkgqTs2bObca0qVark3O+DDz4wFQU1KGvVqpXZP1++fLJnzx4ZOHCg+alFK3SsLAAAAABILD4OTfMgAh0HS0vGB/WbL77+URfHQPIREkxTUgAAAEQdG2i18cDAQEkyGSwAAAAASMoIsAAAAADAJgRYAAAAAGATAiwAAAAAsAkBFgAAAAAk53GwvMn+UY1jrBQCAAAAAIoMFgAAAADYhAALAAAAAGxCgAUAAAAANiHAAgAAAACbEGABAAAAgE0IsAAAAADAJgRYAAAAAGATAiwAAAAAsAkBFgAAAADYhAALAAAAAGxCgAUAAAAANiHAAgAAAACbEGABAAAAgE0IsAAAAADAJgRYAAAAAGATAiwAAAAAsAkBFgAAAADYhAALAAAAAGxCgAUAAAAANiHAAgAAAACbEGABAAAAgE0IsAAAAADAJgRYAAAAAGATP7ueKLlxOBzmZ1hYmKcPBQAAAIAHWTGBFSNEhwArChcuXDA/g4KCPH0oAAAAALzA1atXJVOmTNFuQ4AVhaxZs5qf//77b4wXEYn71wINckNDQyUwMNDTh5OicS+8A/fBO3AfvAf3wjtwH7wH9yJxaOZKg6u8efPGuC0BVhR8ff+ve5oGV7w5PU/vAffBO3AvvAP3wTtwH7wH98I7cB+8B/fCfrFNulDkAgAAAABsQoAFAAAAADYhwIqCv7+/jBgxwvyE53AfvAf3wjtwH7wD98F7cC+8A/fBe3AvPM/HEZtagwAAAACAGJHBAgAAAACbEGABAAAAgE0IsAAAAADAJgRYkbh586Z0795dMmbMKLly5ZL333/f04eULB07dkxatGhhxhQoXLiwjBkzRh48eGDWtW3bVnx8fNymn376ybnvhAkTJE+ePJIhQwbp0qWLXLt2zYNnkvQtXbo0wvVu166dWbd7926pXLmypE2bVipUqCDbtm1z23f27NlSqFAhCQgIMPfzzJkzHjqLpO2rr76KcA90ssbk4zPxcNy5c0dKlSolGzZscC47evSo1KtXz3wGihcv7nbd1apVq6RkyZKSLl06qV27tvzzzz9u67k39tyH9evXS5UqVcx1fOyxxyLch+zZs0f4jFjXmt/r9t2HN954I8J1/vjjj2P1O0F/xw8aNEiyZs0qWbJkkf79+8v9+/cf+nklh3vRrVu3SH9n1K9f37kPnwkP0iIXcNe7d29HpUqVHH/++adj9erVjsyZMzvmzp3r6cNKVm7fvu0oXbq04/nnn3ccPnzYsWLFCkeOHDkcU6dONetLlCjhmDVrluPcuXPO6c6dO2bd999/78iSJYtj/fr1jj/++MNRoUIFR69evTx8RklbcHCwo1mzZm7XOywszHH16lVHrly5HG+//bYjJCTE8dZbbzmyZ89u1qmtW7c60qZN61iwYIHj0KFDjieffNJMiLtbt265Xf///vvPUbx4cUefPn3Mej4TD+cetGvXTgs/mWup7t+/7yhbtqzjhRdeMJ+BKVOmmPf80aNHzfrjx487AgICHNOmTXMcO3bM0aVLF0fJkiXNfop7Y8990P9f9Dp/+OGH5jrr74rUqVM79u3bZ9br50W31/vi+hmx8HvdnvugmjRp4nj//ffdrvPNmzdj9Tth/PjxjkKFCjl27dplti1YsKB5LsT9XujvZ9d7oNfU39/f8cMPP5j1fCY8iwArnBs3bpj/HFz/Mxk1apSjVq1aHj2u5OaXX34x/xHo9ba89957jho1apgvjX5+fo4DBw5Eum/t2rUdI0aMcM5v3LjRPNf169cfyrEnR127dnUMHDgwwvIvvvjC/DJ88OCBmdefRYoUccycOdPM65dJ3deiX0B9fHwcR44ceYhHnzxNnDjRUbhwYce1a9f4TDwEem3Lly9vJtcvMevWrTNf7PU+WOrVq+cYNmyYeTx8+HBHnTp1nOv0mqdPn96xdu1aM8+9sec+jB492lxLV40aNTJ//FG6nf6RLjL8XrfvPigNipYtWxbpfjH9TtB9v/zyS+f6r7/+2hEUFJSo55Kc74WrFi1aONq3b++c5zPhWTQRDGfv3r1y9+5dqV69unNZjRo1ZMeOHRqMevTYkpMSJUqYZmnapMaiqevr16/LoUOHTDOCokWLRthP78H27dulVq1azmVPPPGE3Lt3T37//feHdvzJzZ9//imPPPJIhOVbt26VmjVrmnuj9Kd+Nqxmgrre9V4ULFhQ8uXLF6EZIeLm0qVLZgyTkSNHSvr06flMPAS//PKLaQa4adMmt+X6Hq9YsaK5D66/E6L6DGizKKspLffGvvvw7LPPysSJE92WWb8zovs/TPF73b77oNf733//jfJaR/c74fTp03L8+HG39XofQkNDzTrE7V64WrNmjfz8888SHBzsXMZnwrMIsMI5ceKEabOaJk0a57K8efPKrVu35MKFCx49tuQkR44c0qhRI+f87du35YsvvjBth//66y/JnDmz9OnTRwoUKGD+A1i9erXZ7vz58+Ze6H/YFr1X2bJlk5MnT3rkXJKDgwcPym+//SZly5aVRx99VIYPH27+89XPg+u1tj4P1rWOaT3iRz8L2j+hQ4cOZp7PROJ7+eWX5YMPPnALpFRCPgPcG/vug/6/pH1BLfqZ0D5ZVn8Tndc/QjRt2lSCgoKkVatWcuTIEbOO3+v23Qf9XaFfwD/55BPTd7pSpUoyd+5c5/roPg+6Trmu13WKz0Pc74WryZMnS/v27aVIkSLOZXwmPIsAKxx9c4Uf+dqa1w6BsJ92cO3UqZP5UA8YMMD8B673oVq1arJs2TJp1qyZ+Q9i586dZrmK7B5xf+JHf7FdvXrVFFPQQgv6H7n+HDhwYJSfB+tax7QecadfXqZNmya9e/eW1KlTm2V8JjwnIZ8B7k3iOHv2rLRu3dp8uW/evLnzM6IB7auvviqLFy8211j/6q//t/F73T56nVOlSmW+sC9ZskRefPFFeeGFF+THH3+M1+eB+5BwISEhJnvVr18/t+V8JjzLz8Ov73W0SpT1n4BrdkW5NmeDPfSvK1rFRpsL6n8QWmlryJAh8tprr5lKUUqzKtq8YPr06fLee++ZZZHdI+5P/OhfE8PCwkwlIddqRRr01q1bN9prHdXnhXsRf3v27DF/ZWzTpo1zGZ8Jz9H3uH5JietnIDAw0KxT3Bv7XLx40bR+0Gv6ww8/OJsv6+8PbXppXddZs2aZIEB/t/B73T76e6Fly5bO3xf6f5FmSqZOnWqC3uh+J7h+Hqzrzn1IuIULF5rvTo8//rjbcj4TnkUGK5Ivm5pJ0eZRrn/h1zejNuuAvZmr559/XubPny8LFiyQBg0amOX6C9P6IunaZ+vUqVPmHuhfWVzba2swoF+AwjdLQOy5BlfW9db/fPU/7fBt4/XzYF1r/RndesSdNv3T669Noix8Jjwnpvd4dOu5N/ZnrurUqSNXrlyRdevWuV1Dzfa6fjHU666lwvUzwu/1xP99odc5ps+Ddb9c11tNA/k8JOx3hpbDt/7YYOEz4VkEWOGUL19e/Pz8TH8Uy6+//mr+MhD+zYuE0b/Ia7MCHcvEauahtMlB586dI/xVX8eZ0WZsei/0nlg2b95s2hHrvUPcaT8GHYvMdWwevd7aPlsLXGjHWqvTq/7U660d9ZX+dL0XOraZ/idtrUfc6Rgn+iXSFZ8Jz9H3so4FZxVTUHqto/oM6HZ6b3Q598Y++gcfbRarzZf0/6TwBV/0DxKff/65233Q8cj0M8LvdfuMHj06wv9P1v9FMf1O0D4+mkFxXa+PtV+p/jEP8WsFpNcw/D1RfCY8zMNVDL2SjlGiYwPs37/flOjVsQG+++47Tx9WsqLjX+jb7+OPP3Ybn+HixYuOxYsXm5LUOuaPjnei5du17PG///5r9tVxGvSeaBlkHb9B79X//vc/T59SkqXlp7VMbocOHcyYZDoeRr58+UyZ8CtXrphxr7QUso73oz9z5sxpxt9QmzZtco67oWV4n3rqKTMh/nS8K732rvhMPFzhx8HSca2scbB0/KV06dKZx0rHmNFyx5988olZptuVKVPGOQ4W98ae+6Bj9en/NVu2bHH7nWH9X9S/f3/z/5iWwT948KAZM0jLWt+7d8+s5/e6Pfdh586d5v+iCRMmmPf79OnTzX3Zvn17rH4n6JhXOvSHbq/PpY/Hjh3rsXNLasKXabfGutIxsMLjM+FZBFiR0P+wO3fubL7A6CCr48aN8/QhJTsDBgww/ymEn3SMDKXjLD366KPmP2r9D0DHzXKlXzD1i77eo27dujGmjA3jbOhgkBkyZHDkzp3bjIdhjX2lwbD+p5wmTRpHxYoVHTt27HDbV++V/ieuXzJbtmzpOHv2rIfOInnIlCmTCajC4zPhuS8xf//9t6NmzZrm2uvgz8uXL3fbfunSpc57o2Ni6R8qXHFvEn4fKleuHOnvDGvMJR2IVX+v5MmTxwTAzZs3d4SGhjqfi9/r9n0elixZ4ihXrpz5P1//ILRw4cJY/064e/eu47XXXjNf5nV64403nH+MQNzvxZ49e8wy/WNoeHwmPMtH//F0Fg0AAAAAkgP6YAEAAACATQiwAAAAAMAmBFgAAAAAYBMCLAAAAACwCQEWAAAAANiEAAsAAAAAbEKABQAAAAA2IcACAAAAAJsQYAEApEuXLuLj4yMbN26MsO7atWvi7+9v1g8bNizS/atVqyapUqWSCxcuJPqxduvWzRxLSEhIrLaLbipfvnyiHy8AIGXx8/QBAAA8r2HDhjJr1iz55ZdfpE6dOm7r1qxZI3fu3JF06dLJihUr5J133nFbf/36ddm5c6dUrlxZsmXLJt5myJAhUrJkyUjXZc2a9aEfDwAgeSPAAgCYAEtpgBXesmXLJG3atNKhQwf56quv5Pz585I9e3bn+t9++03u3bsnTz75pHijRo0aSd26dT19GACAFIImggAAyZs3r5QqVUq2bNligiVXy5cvl6pVq0rTpk3lwYMHsnLlSrf1VlDWuHHjh3rMAAB4IwIsAIAzi6XN/Xbt2uVctnfvXjl58qQJnho0aGD6WYUPsLTfVmBgoDzxxBPOZTdu3JCRI0dKiRIlTP8tbTrYsmVL2bZtW4R+UpodW7VqlRQtWlQyZMggvXr1cq7/+OOPTeCnz1GoUCEZN25cop2/9sl66aWX5I033pCMGTNKvnz55Oeffzbr9LoMHTpUHn30UXMsuXPnlueff14OHz4c4Xm0uaRm8/RcMmXKJM8995z8+eef5vn1mlj0fHQKT7OEuq3+dPXrr79KkyZNJEuWLBIQECCVKlWSadOmmaDXov3SdN8JEybI559/LmXKlDHHq+fSp08fuXr1qttz3r592zT51GusTUB1u06dOsk///xj1n/99dfm+SK77vo+0XWDBw+O1/UGgOSKJoIAAGeA9dFHH5mMlGaslBVg6Bf7zJkzm+UaDDkcDvPl+tatW7J9+3Z56qmnxM/Pz1kUQ/tx7d69W55++mnp27evnDlzRj777DOpWbOmzJ49W5599lnn6969e9fMa3CjgUuePHnM8kGDBsn48eOlVq1a8vLLL5sg58MPPzQ/4+LKlSumWWN4erx6Tq7mz59vmj++9957EhoaaoIY7X+mzQy3bt0qHTt2lNdff13OnTsnM2bMkIoVK8qmTZvkscceM/vv2LHDnHuaNGnMdnou33zzjbRu3VoS4scff5R27dpJUFCQDBgwwASs69evN0GTBq3hgzG91nof9LrlypVLfvjhB/nkk0/k9OnTsmDBArONZio1K7lu3TpzfK+88opcvHhRJk+ebO6xnm/79u3N/dP+eXo/XGnwpV544YUEnRsAJDsOAAAcDkdYWJjDz8/P0axZM+ey6tWrO3LmzOl48OCBmR81apRDf3Xs2rXLzG/YsMHMT5061bnP0KFDzTLd1tXp06cd2bNnd2TKlMlx6dIls6xr165m2wEDBrhte/DgQYePj4+jVq1ajrt37zqXHzhwwOHr62v2OXbsWLTnYz13VFO5cuXctreW79+/3235+PHjzfLPPvvMbfmFCxccBQsWdFStWtW5rFq1aub49uzZ41x2+/ZtR4UKFcxzjBgxwrlc99UpvC+//NJsqz/VjRs3HDly5HA8+uij5h65mjBhgtl2+fLlZl6vic6nS5fOERIS4tzuzp07jqCgIEeqVKkcN2/eNMu++uors23//v3dnnP9+vVmed++fc18z549zfzu3bvdnk/vZY0aNaK9BwCQEtFEEABgaLM4zVBt3rzZNDvTbIZmR7S5m2arlFXIQisLKqusu2v/K82QaPO4N9980+35NTv12muvmYxS+GaG2nzQ1eLFi02WTDM0VmZMaVM2zbrEhTaXW716dYRJszzhFSlSREqXLu22bO7cuabaYJs2bUwmzJr0GtWvX99co7Nnz5osnfZh02yfa/l3zWYlpBmdHqtmzDRTpE36XI+hWbNmZpslS5a47aOZwoIFCzrnU6dObao83r9/31lK//vvvzc/w98nLQiiWclRo0aZ+e7du5ufmsWyaGZTX99aBwD4/2giCABwayaoAda+fftMvyH9Qq4Bg6VKlSqmD5A2T9MmYxpgFStWzAQmlmPHjknx4sVN35/wtE+QtY0rq1mg5ejRo+an9uGK7Dl++umnWJ+TNvOLbRXB8MehDh48KDdv3pScOXNGuZ/2fdJrFdUxV6hQIdbHG9nrKw3SogrUwo8Jps0Cw9N+claTTHX8+HFzLyPbVu+zRfvWaWCrgaY22dR+eNrsMX369PLMM8/E+7wAILkiwAIAuAVYmrnQfkVarEEzV9r/yKJfrnUbrSyo/a+0n44Wqgjv/1rcRWQFIZpRceWapVJWxiz8chVZ4GaXyF5PM1WPPPKITJ06Ncr9tPiFVRhCr1FCjjl8FUeriIUWo3AtJBLdeF6RHUNMrxMdzVRp3y/tm6VZTg1wtT+aZioBAO4IsAAATvoFXpsKauCkmSzNvITP3GgzQW1epgUhtFpg+PLshQsXliNHjpgATCsEutLMmHLNeEUVsKgDBw6Y7ImrQ4cOycOk1Q1PnTol9erVixC46BhgWkxCz1OP2dfX12T+wrOCL1e6z6VLlyIs19cK//pKq/xZ45VZ9PovXbrUFL+IK808anZMmx/myJHDbZ0WHNFsnlX1sHPnziZ7pgVKtCmkFv6guAUARI4+WAAAtwyOVsFbu3ataXbm2jzQYgVUWkVPM1EaeLjSyoFa6W/MmDFuy7Xvj5YV19Ll2ncpOloxT5/7gw8+MF/mXZsOLly4UB4mPZbLly/LxIkT3ZZroKHn2rNnT3OsWpFQr5dmeaxA0spAhd9XaUl0DW60sp9Fg9LvvvsuQkCrzfu0gmL4gEzLp2sZ+MgGiI7Neanwx6aZy+nTp5tjs2iQ3bx5c9P3Svt7aXBWu3btOL8mAKQEZLAAAG40S2L1cYps8GDNlpQsWdKMy6RfsjXj5Ur7ZukX8dGjR8sff/xhnk+zPFpUQgtnaP8dDbKio68xduxYU+q8Ro0aphmi7jtlyhRTRv3EiRPysOj5aFChxSC0+IMGh2FhYfLpp5+aY1q0aJEzs6XHp1lADTq1vLkeqwaEmhEMT0vTa4l0vT5aTl2Dq5kzZ5pMlSu9VjoemF4D7X+mAZ0ODK1B1Zw5c0z/si5dusT5vHQcLy1coddZ+8Tp82ixDn2t/PnzR+jvpc0E9Vy1ZLw2VwQARMHTZQwBAN5FS6Hrr4eMGTOactyR6devn9nm3XffjXS9lhYfPXq0o0SJEo40adI4smTJ4mjTpo1j+/btkZZSj6rk+rfffusoX768w9/f35EvXz7zevq8cSnTrmXHY0O3rVOnTqTrtDz64MGDHY888og5Hy1dr+Xsf/vttwjbHj161PHss8+acw4ICHC0atXKMXv27Ahl2pWWty9VqpQ5vwIFCpj127ZtcyvTblm3bp2jSZMmjsyZMzvSpk3rKFmypOOdd95xXLt2zbmNVaZdzz2q6+F63bRk+/Dhwx3FihUz55U/f35Hjx493Eq8W+7du+fImzevKUMfGhoaq2sKACmRj/4TVfAFAAASbsOGDSarNWLECGe/pqRGC5QUKFDAZNHCl9kHAPx/9MECAAAx0qImWoBDC2AAAKJGHywAABAl7QcXGhpq+uXpYMU64DIAIGpksAAAQJS0gqKWgteS/fPmzXOOUQYAiBx9sAAAAADAJmSwAAAAAMAmBFgAAAAAYBMCLAAAAACwCQEWAAAAANiEAAsAAAAAbEKABQAAAAA2IcACAAAAAJsQYAEAAACA2OP/AeEI5br1a9hjAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "word = verb_count['word']\n", "count = verb_count['count']\n", "\n", "fig, ax = plt.subplots(figsize =(10, 7))\n", "ax.barh(word, count)\n", "ax.invert_yaxis()\n", "ax.set_title('Word Frequency (POS is VC)',loc ='left', size = 14)\n", "ax.set_ylabel('organization', size = 14)\n", "ax.set_xlabel('Word Frequency', size = 14)\n", "fig.show()" ] }, { "attachments": {}, "cell_type": "markdown", "id": "b5b65a7f", "metadata": {}, "source": [ "發現在貼文中的動詞，「投資」佔了相當高的頻率，其他還有「發布」、「製造」等詞彙，可推測民眾對資訊公告較感興趣。" ] }, { "cell_type": "markdown", "id": "378cda42", "metadata": {}, "source": [ "## 4. 利用SnowNLP進行情緒分析" ] }, { "cell_type": "markdown", "id": "e07cf332", "metadata": {}, "source": [ "+ SnowNLP 針對中文設計，可以提取句子的情緒分類\n", "+ 使用文件分類法，套件已預先用文集訓練模型以判斷情緒\n", "+ 情緒值在 0~1之間，代表負面到正面\n", "+ 官方github: https://github.com/isnowfy/snownlp" ] }, { "cell_type": "code", "execution_count": 38, "id": "b6da4ff0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.15310187703651312" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from snownlp import SnowNLP\n", "s = SnowNLP('投資掏空了台灣')\n", "s.sentiments # 範圍在 0~ 1之間 (負面~正面)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "670ecefa", "metadata": {}, "source": [ "使用先前NER得到的「台積電」相關文章，看看台積電相關文章的情緒表現。
\n", "首先將句子和日期合併，方便之後做分析" ] }, { "cell_type": "code", "execution_count": 40, "id": "947f4d7c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/4j/vnt4rb296dx964cnmwf04t280000gn/T/ipykernel_1016/1795761888.py:4: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " shu_selected[\"system_id\"] = shu_selected[\"system_id\"].astype(str)\n" ] }, { "data": { "text/html": [ "
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system_idsentenceartDatedataSource
01標的2024-09-01ptt
11台積電2024-09-01ptt
21分類多2024-09-01ptt
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" ], "text/plain": [ " system_id sentence artDate dataSource\n", "0 1 標的 2024-09-01 ptt\n", "1 1 台積電 2024-09-01 ptt\n", "2 1 分類多 2024-09-01 ptt" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sentence_table = pd.read_csv(\"raw_data/zh/sentence_table_buffet.csv\") #匯資料\n", "\n", "sentence_table[\"system_id\"] = sentence_table[\"system_id\"].astype(str)\n", "shu_selected[\"system_id\"] = shu_selected[\"system_id\"].astype(str)\n", "\n", "sentiment_date = pd.merge(\n", " sentence_table, \n", " shu_selected[['system_id','artDate','dataSource']], \n", " on='system_id', \n", " how='left'\n", ").dropna()\n", "\n", "sentiment_date.head(3)\n" ] }, { "cell_type": "code", "execution_count": 41, "id": "6d6d54b6", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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system_idsentenceartDatedataSourcesentimentValue
01標的2024-09-01ptt0.272727
11台積電2024-09-01ptt0.454011
21分類多2024-09-01ptt0.250783
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" ], "text/plain": [ " system_id sentence artDate dataSource sentimentValue\n", "0 1 標的 2024-09-01 ptt 0.272727\n", "1 1 台積電 2024-09-01 ptt 0.454011\n", "2 1 分類多 2024-09-01 ptt 0.250783" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def get_sentiment(sent):\n", " s = SnowNLP(sent)\n", " return s.sentiments\n", "\n", "# 幫每句話加上情緒分數\n", "sentiment_date['sentimentValue'] = sentiment_date.apply(lambda row : get_sentiment(row['sentence'],), axis = 1)\n", "sentiment_date.head(3)" ] }, { "cell_type": "code", "execution_count": 42, "id": "148d4964", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 8.563000e+04\n", "mean 4.460186e-01\n", "std 3.134739e-01\n", "min 5.384362e-10\n", "25% 1.563315e-01\n", "50% 4.678584e-01\n", "75% 7.053839e-01\n", "max 9.999999e-01\n", "Name: sentimentValue, dtype: float64" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 看一下情緒的分布\n", "sentiment_date['sentimentValue'].describe()" ] }, { "cell_type": "code", "execution_count": 43, "id": "f0c1d367", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 情緒分布的盒狀圖\n", "boxplot = sentiment_date.boxplot(column=['sentimentValue'], showfliers=False)\n", "boxplot" ] }, { "attachments": {}, "cell_type": "markdown", "id": "dad22fcd", "metadata": {}, "source": [ "將每個月的情緒分數取平均，並轉換時間格式為年月" ] }, { "cell_type": "code", "execution_count": 44, "id": "e4673caa", "metadata": { "scrolled": true, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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artDatesentimentValue
02024-090.446351
12024-100.447556
22024-110.453963
32024-120.450672
42025-010.425419
52025-020.450387
62025-030.449867
\n", "
" ], "text/plain": [ " artDate sentimentValue\n", "0 2024-09 0.446351\n", "1 2024-10 0.447556\n", "2 2024-11 0.453963\n", "3 2024-12 0.450672\n", "4 2025-01 0.425419\n", "5 2025-02 0.450387\n", "6 2025-03 0.449867" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sent_date = sentiment_date.copy()\n", "sent_date['artDate'] = pd.to_datetime(sentiment_date['artDate']).dt.to_period('M')\n", "\n", "sentiment_count = sent_date.groupby(['artDate'])['sentimentValue'].mean().reset_index()\n", "sentiment_count" ] }, { "cell_type": "code", "execution_count": 45, "id": "f3b56f53", "metadata": {}, "outputs": [ { "data": { "image/png": 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9amhqbGhIjY2dt4aG1NR5H8/jcUNj2mDbRt/T83HX6zrfv5HXbvQ98TNqvn/t+7t/78FGT8/gosegnByHxTSvgHXRY7CVNDIHx8EX9YvtZfuj2NHRvXHdsyG98cZ1PF/XYO98T2dDveY9Nds6G+ztPd7Tua3mPZ2P6+3Rp19OZRaxYH14qQ0T68LLuq83NjauDxc1gWdj79l0INlYOOn5ng0DVOc+dN/W7fvlfeh8Hh9sc258VE8PFLzH9b9vWZgm7dG67jhc9//Z+sNy3fHc3bqXdm7sdudYHvw94XoMSpDw2LT453v2pXfWhLiedm0dni487W0bHHzx3rVdjfBKtwZxbcN509s28Z6aM+mVzob3+jPqXY31TZxh7yjuIblNokHZ3NSYmpsa8pnJnfLjxtz7sOjlTdevarfxI9PQIU05OHV0pFy7ag3zth6P435tt8fxnsH637bIpuwzLu3xmpbUOmpoat15aBq989D8ePjQpsJ9IO7o9BgUV3xGvPzKmtT2yuq0ZNnqrvunfrcsPfTbtrrsU7dc0Xm38YBRfUH1a9021YSPho29p2Zb9fH6JzXfs3PDhvu1YaDpzEh9DkapYcv7Ff+7+tW16cWXV6Ut+af3TU37vn50Gih6DPoh4V3x80fTuF2G5n8A8bwS/xf3nY/z/9dsX/fNqo/jWb6te1HX486nG90eqg2a7t87beTnV1/f/XvGg44tbe+xv3l7dX97bt/i77yR7Z3fp+f37Px26//bdH9vL/7bvLLy1c2GgvBC28r0if/v9lyzmkZ8e8e6nz8IRYN7p+ZqQ7yzMR7b4nHzum07dW5r7trW0NVYr75mw23dnudtPZ9v+JrYj6amOAvesE3h7oIP/uE2NyTjZ60LCmmD4FATNLoHi26ho5IDSUfnttQjePQIJ/H+7l/rek+P9/f4Hj3f0/35un2s/bkb/A4bfU/332XDnxvP+8u9C1/Mt56G7tTUGRKG1ASG7o93GTUkNcXYLhik4thcvqo9tS1bnZa8snrdfbfH1QCwbMWrhfu86tqfbu2Ije9k0fa8OJa8sjoVjWDQzaNPL9liI3Px0tXpgv+4Z8D2ie1jyStr+uX7RmM3GsfNjesaxV2N7Y01rDu31zTIN9K43qm5MTVtpHFd8574enOP9zSu25aHfJToTGzsawzT21xP3XF/svd2+Z3ie8RwnCZtzQ3UhJOeYaX7885g8ZtnX07//3ULtvh9R48akhs+0bvWXZxR+93iFfm2KVHylpFDNggMPR8PH+qjjOJ5tX1tZ4N/zbpGfmeDvysA5MdrNjg2emvnETul4UOat9huCYe99Q1pwpgR609WVr/QvS1fPVlXPZHX9bjbe7pCwBbe0+2F67++/gVdJzG7PdnYPm3yPdX/rdnPTf/s6onUzb5ng98trX9Pr/97rTt58/Irq9MDvZg7F/PmisZf0wFoPBZVtass33d23VUf5y60GG9c3V59fWfjLG9v2MT2bt1y+SxxZ5ddvGaT29e9retx9XtusL3H91m5uj09+btXtvi7Tt13fBo/elhtw7rm7Hnn4xjuUrNt/Zn2rsZ6t6/H+Gu2XQzPi2F6MeYyeni69xREKDB8r//leQVNMVGhd69/7dgR6Sd3PNmrYXwhwkF1CET1rGjPx3FWtLt1H7Br8u23z296aGkMMesKDJ33PR+3jNxJ7wPbRYTkZcvXrG/w9xjeU234x7/5rTFkp8b873l0jxC8/n5I2mXk0HwiqLc9rsf+yV6lOmFUdpVe1mWf3XZJRSMY9Diz1RsnHrRPesOEUd0aw5tp/G6ukdvLxm/1cXV8W/VxzfYejfpNNfa7N+J3pIPvb49686D6vQejaPzHRKxYDay90pB2aqykPV9jNbDB0tMzavhO+bbbrqM2+T3jzGmcadtceGhbtiYPB+xu9Zq16fnFK/Jt0/ub0i7R+7CZ8BCP9T7s2OJk05LuDf3Oxn9Xg/+V1Tmobs3wu57/Brsa+jUBYEj+N9jbv3sD2eNK75W5LiYfb6eJrNSPCeODiwmQJVzFbQB7erqPye4+Lrvn45h/tDWGRe/DFsJDNO4GY2/hYD72Ym5P98m7mxres2rN2q36/tGYX/fvY93Qt9Eb+XfTn71WA30cUs669GbysWDQg0ZmORXt4GPrDebGyWBVve5LkXp6oveh+1juTQWJrVmKN3qDY2J0V8Ovc3jH+sfrtg8bUq7ehzIee/Fvb8Xqzsm7NcN61tQ8X7p8zVZNgY05W+vO7q9v8He/rzb6YzhbvRXxOCQVqi6CwVbSyCynIh187FiNE8pZt/ibET0LGw8PnUNIXtn63odYkrU2PGz4uGVEcXofilbDnuFuU8N71mzlvsbQtvVn9dcFvZ4N/lEjdirVxQmLVkOKVRfBYBtoZJZTUQ4+tp4altNgrlteXaZ6Brpnz0O3Cafb0vuwufDQOgBnpKufea9WUtqpIaW9Xtt/n3kxefeVFd0CWc2k3W0PZDEpt/t/v+7De7rG949aN3l3sBnMx2GZNRekLq5jsA3iD+J+u7cWopAA1M9OzU1p19HD822zjd2Vr64PD9Uz3D0e91ypJt5XDRu9GcMek1M3FR52jrkPW9GYz73ktzxWM78ufteYPNnXXvKYCN5zlZ4NV+3Zysm7ad3ytbXDedb/96ie/R/Rh8m7QC3BAAC2UTTIY1hQ3N4wYdNn5da8urZHb0OPJS87z5b3bDjHajlxe/bF5ZsdD597H3oOienxOC4ut6V5dRESYnt1Xl1cw+LlvERnba9Jz+E9sY/bY9J39/vq+H4XvIP+JxgAwAAZslNT2rV1RL71ZqjNRnseOu979j5EmIiLcMZtc+KMejS6o6H9m2eXbnSxjRDbL712fho5rDktjSvvbsXA455hpWbORefZfsvEQnE4EgGgQHLvw8gh+bZ72nTvQ1w9unrWfvGyjQeIja25H6v4xO3/NtP7UBXzJl5evvGx/hEYqr0QucHf82z/zkPz1XnLNHkXdnSCAQCUUAwJmtA6It+2dJXejV007snnlqVnehEO9t9zbJq4R+sGF+KKuRfA4CIYAMAgtW7Voxg2NDTt8Xu1X3vkqbZ00X/eu8Xvcfjbd0/7vn50/+0kUBhm8QDADiga+5tbaal6DZ99dttlwPYJqC/BAAB2QLGkZyxJuqkpALE9Luxp6U/YcQgGALCDiqVIY0nS6BnoLp5XlyoFdhzmGADADiwa/1P3HZevfNxeaUg7NVbSnq/pvysfA8UlGADADi5CwH67t6bW1pGprW15am/vqPcuAWUYSrR69eo0a9asNH369DRjxox0+eWXb/E9zzzzTJoyZUq66667tnY/AQCAIvUYXHzxxWn+/Plp9uzZ6dlnn02f/OQn02tf+9p06KGHbvI9559/flqxYsW27isAAFCEYBCN+7lz56bLLrssTZo0Kd8WLlyY5syZs8lgcO2116bly7d8ARUAAKAkQ4kWLFiQ2tvb87CgqmnTpqX7778/dXRsOB6xra0tfeELX0if/vSnt8/eAgAA9e8xWLRoUWptbU1Dhgzp2jZu3Lg872DJkiVpzJgxNa///Oc/n4466qi0zz77bNXONTY25Fu9NDU11txTfGpWfmpYTupWfmpYfmpYTE0lqkufgsHKlStrQkGoPl+zZk3N9jvuuCPNmzcv/fjHP97qnRszZmQhlktradn8lSEpHjUrPzUsJ3UrPzUsPzUsppYS1KVPwWDo0KEbBIDq82HDhnVtW7VqVTr33HPTeeedV7O9rxYvXl73HoMo4tKlK9PatZZuKwM1Kz81LCd1Kz81LD81LKamgtQlliPersFgwoQJed5AzDNobm7uGl4Ujf+Wlpau1z3wwAPp6aefTh/72Mdq3v+hD30ozZw5s9dzDjo6KvlWb1FEazqXi5qVnxqWk7qVnxqWnxoW09oS1KVPwWDixIk5ENx33335OgYhhgtNnjw5NTauHze1//77p5/97Gc17z3kkEPSZz/72fSOd7xje+07AABQj2AwfPjwfMY/rkvwL//yL+mFF17IFzi78MILu3oPdt5559yDsPvuu2+0x2Hs2LHba98BAIDtpM/To88+++x8/YKTTz45XXDBBemMM87IvQEhroR83XXXba99AwAABkhDpVKp/yD+TVi0aFldf35zc2OeqNHWtrzwY8JYR83KTw3LSd3KTw3LTw2LqbkgdRk/fuctvqb4C6oCAAD9TjAAAAAEAwAAQDAAAAAEAwAAIAgGAACAYAAAAAgGAACAYAAAAATBAAAAEAwAAADBAAAAEAwAAIAgGAAAAIIBAAAgGAAAAIIBAAAQBAMAAEAwAAAABAMAAEAwAAAAgmAAAAAIBgAAgGAAAAAIBgAAQBAMAAAAwQAAABAMAAAAwQAAAAiCAQAAIBgAAACCAQAAIBgAAABBMAAAAAQDAABAMAAAAAQDAAAgCAYAAIBgAAAACAYAAIBgAAAABMEAAAAQDAAAAMEAAAAQDAAAgCAYAAAAggEAACAYAAAAggEAABAEAwAAQDAAAAAEAwAAQDAAAACCYAAAAAgGAACAYAAAAAgGAABAEAwAAADBAAAAEAwAAADBAAAACIIBAAAgGAAAAIIBAAAgGAAAAEEwAAAABAMAAEAwAAAABAMAACAIBgAAgGAAAAAIBgAAgGAAAAAEwQAAABAMAAAAwQAAABAMAACAIBgAAACCAQAAIBgAAACCAQAAEAQDAACg78Fg9erVadasWWn69OlpxowZ6fLLL9/ka2+99dZ05JFHpilTpqT3vOc96ec///m27i8AAFCEYHDxxRen+fPnp9mzZ6fzzjsvXXLJJemGG27Y4HULFixIH/3oR9MxxxyTrr766nTCCSekj3/843k7AABQLM19efGKFSvS3Llz02WXXZYmTZqUbwsXLkxz5sxJhx56aM1rf/zjH6e3ve1t6aSTTsrPd99993TzzTen66+/Pu23337b97cAAAAGLhjE2f729vY8NKhq2rRp6Zvf/Gb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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 平均情緒分數時間趨勢\n", "months = [period.to_timestamp() for period in sentiment_count['artDate']] # 將 PeriodIndex 中的每個 Period 物件轉換為對應的 datetime 物件\n", "y = sentiment_count['sentimentValue']\n", "\n", "plt.style.use('seaborn-v0_8')\n", "\n", "plt.plot_date(months, y, linestyle='solid')\n", "plt.gcf().autofmt_xdate()\n", "plt.tight_layout()\n", "plt.ylim(0, 1)\n", "\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "id": "2a87e107", "metadata": {}, "source": [ "從上圖中發現大部分天數的情緒值都在0.4~0.5之間，偏向中性。" ] }, { "attachments": {}, "cell_type": "markdown", "id": "a761b61c", "metadata": {}, "source": [ "### 詞彙探索\n", "觀察2025年3月的情緒分數，我們把這個月的正面句子挑出來看看他們都用甚麼詞。" ] }, { "cell_type": "code", "execution_count": 46, "id": "f3f6ef55", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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system_idsentenceartDatedataSourcesentimentValue
836172187員今天表示，台積電去美國設廠就會變美積電這是對產業失學程度的理解2025-03ptt0.924363
836202187事實證明反而讓產業更壯大2025-03ptt0.728632
836222187應鏈優勢，技術持續領先是關鍵2025-03ptt0.850302
836252187立場社群，甚至出現整個新竹科學園區都要搬到美國等離譜說法2025-03ptt0.762235
836272187國際常識2025-03ptt0.708592
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" ], "text/plain": [ " system_id sentence artDate dataSource \\\n", "83617 2187 員今天表示，台積電去美國設廠就會變美積電這是對產業失學程度的理解 2025-03 ptt \n", "83620 2187 事實證明反而讓產業更壯大 2025-03 ptt \n", "83622 2187 應鏈優勢，技術持續領先是關鍵 2025-03 ptt \n", "83625 2187 立場社群，甚至出現整個新竹科學園區都要搬到美國等離譜說法 2025-03 ptt \n", "83627 2187 國際常識 2025-03 ptt \n", "\n", " sentimentValue \n", "83617 0.924363 \n", "83620 0.728632 \n", "83622 0.850302 \n", "83625 0.762235 \n", "83627 0.708592 " ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 篩時間\n", "filter_sentiment = sent_date[sent_date['artDate']=='2025-03']\n", "filter_sentiment = filter_sentiment.loc[filter_sentiment['sentimentValue'] > 0.7]\n", "\n", "filter_sentiment.head()" ] }, { "cell_type": "code", "execution_count": 47, "id": "f5f3b5b8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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system_idsentimentValueword
021870.924363原文
121870.924363標題
221870.924363台積電
321870.924363變
421870.924363美積電
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" ], "text/plain": [ " system_id sentimentValue word\n", "0 2187 0.924363 原文\n", "1 2187 0.924363 標題\n", "2 2187 0.924363 台積電\n", "3 2187 0.924363 變\n", "4 2187 0.924363 美積電" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 轉換 system_id 為字串，確保資料型態一致\n", "filter_sentiment[\"system_id\"] = filter_sentiment[\"system_id\"].astype(str)\n", "pos_table[\"system_id\"] = pos_table[\"system_id\"].astype(str)\n", "# 把時間分數和之前斷詞的 token table 做 join\n", "pos_words = pd.merge(filter_sentiment,pos_table,on='system_id',how='left')\n", "pos_words = pos_words[['system_id','sentimentValue','word']]\n", "pos_words.head()" ] }, { "cell_type": "code", "execution_count": 48, "id": "e31c212f", "metadata": {}, "outputs": [], "source": [ "# 篩選掉只有單個字元的結果\n", "pos_words = pos_words[pos_words.apply(lambda x: len(x['word'])>1, axis=1)]" ] }, { "attachments": {}, "cell_type": "markdown", "id": "ddee5bfb", "metadata": {}, "source": [ "### 正面詞彙文字雲" ] }, { "cell_type": "code", "execution_count": 49, "id": "fae7563b", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['$', '0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '?', '_', '“', '”', '、', '。', '《', '》', '一']\n" ] } ], "source": [ "# 自定停用字\n", "with open('./raw_data/dict/stopwords.txt') as f:\n", " stop_words = f.read().splitlines()\n", "\n", "print(stop_words[:20])" ] }, { "cell_type": "code", "execution_count": 50, "id": "bfa96943", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 匯入自訂的 stop words (預設只有英文的)\n", "stop_words_pos = stop_words\n", "stop_words_pos.extend(('問題', '控制', '擔心', '錯過', '隨便', '強烈', '負擔', '口吃', '挑剔', '壓力', '邪惡', '禁止',\n", " '挑戰', '謝謝', '智能', '智慧'))\n", "stop_words_pos = set(stop_words_pos)\n", "\n", "# 設定中文字形\n", "Font_Path = 'TaipeiSansTCBeta-Regular.ttf'\n", "\n", "# 可以設定字型大小和背景顏色\n", "wordcloud = WordCloud(\n", " stopwords=stop_words_pos,\n", " collocations=False,\n", " font_path=Font_Path,\n", " width=800, \n", " height = 400, \n", " max_words=100, \n", " background_color=\"white\")\n", "\n", "wordcloud.generate(' '.join(pos_words['word']))\n", "# Display the generated image:\n", "plt.figure(figsize = (14,7))\n", "plt.imshow(wordcloud, interpolation=\"bilinear\")\n", "\n", "plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "62191c92", "metadata": {}, "source": [ "情緒分數>0.7的正向文章中，對於「技術」、「關稅」、「投資」等議題探討，都具有正面評價，但本組討論後認為，台積電擴大赴美投資議題本來就有正、反兩方的文章，若我們把情緒分數設定在<3.0的條件，得到的文字雲應該也是相同的結果。\n", "以下為分數<3.0的結果:" ] }, { "cell_type": "code", "execution_count": 51, "id": "141600d0", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 篩時間\n", "filter_sentiment2 = sent_date[sent_date['artDate']=='2025-03']\n", "filter_sentiment2 = filter_sentiment2.loc[filter_sentiment2['sentimentValue'] < 0.3]\n", "filter_sentiment2.head()\n", "# 轉換 system_id 為字串，確保資料型態一致\n", "filter_sentiment2[\"system_id\"] = filter_sentiment2[\"system_id\"].astype(str)\n", "pos_table[\"system_id\"] = pos_table[\"system_id\"].astype(str)\n", "# 把時間分數和之前斷詞的 token table 做 join\n", "pos_words2 = pd.merge(filter_sentiment2,pos_table,on='system_id',how='left')\n", "pos_words2 = pos_words2[['system_id','sentimentValue','word']]\n", "pos_words2.head()\n", "\n", "# 篩選掉只有單個字元的結果\n", "pos_words2 = pos_words2[pos_words2.apply(lambda x: len(x['word'])>1, axis=1)]\n", "wordcloud.generate(' '.join(pos_words2['word']))\n", "# Display the generated image:\n", "plt.figure(figsize = (14,7))\n", "plt.imshow(wordcloud, interpolation=\"bilinear\")\n", "\n", "plt.axis(\"off\")\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.11" } }, "nbformat": 4, "nbformat_minor": 5 }