!pip install requests beautifulsoup4<\/code><\/pre>\n2. \uae30\ubcf8 \uc2a4\ud06c\ub798\ud551 \ucf54\ub4dc<\/h3>\n
\n \ub2e4\uc74c \ucf54\ub4dc\ub294 \ud2b9\uc815 \uae30\uc5c5\uc758 \uc5b4\ub2dd \ucf5c \ud2b8\ub79c\uc2a4\ud06c\ub9bd\ud2b8\ub97c \uc2a4\ud06c\ub798\ud551\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.
\n \uc774 \uc608\uc81c\uc5d0\uc11c\ub294 Yahoo Finance\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.\n <\/p>\n
\nimport requests\nfrom bs4 import BeautifulSoup\n\ndef scrape_earning_call_transcript(ticker):\n url = f'https:\/\/finance.yahoo.com\/quote\/{ticker}\/news?p={ticker}'\n response = requests.get(url)\n soup = BeautifulSoup(response.text, 'html.parser')\n\n transcripts = []\n for item in soup.find_all('li', class_='js-stream-content'):\n title = item.find('h3').text\n link = item.find('a')['href']\n transcripts.append({'title': title, 'link': link})\n \n return transcripts\n\n# \uc608\uc2dc\ntranscripts = scrape_earning_call_transcript('AAPL')\nprint(transcripts)\n <\/code><\/pre>\n\uc5b4\ub2dd \ucf5c \ub370\uc774\ud130 \ud30c\uc2f1<\/h2>\n
\n \uc2a4\ud06c\ub798\ud551\ud55c \ub370\uc774\ud130\ub294 \uc6d0\uc2dc \ud615\ud0dc\ub85c \uc874\uc7ac\ud558\ubbc0\ub85c,
\n \uc774\ub97c \ubd84\uc11d\ud558\uace0 \uc758\ubbf8 \uc788\ub294 \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\uae30 \uc704\ud574 \ud30c\uc2f1 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.
\n \uc5b4\ub2dd \ucf5c \ud2b8\ub79c\uc2a4\ud06c\ub9bd\ud2b8\uc5d0\uc11c \uc911\uc694\ud55c \ud0a4\uc6cc\ub4dc\ub97c \ucd94\ucd9c\ud558\uace0,
\n \uc774\ub4e4\uc744 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc785\ub825\uc73c\ub85c \ud65c\uc6a9\ud560 \uc218 \uc788\ub294 \uad6c\uc870\ud654\ub41c \ub370\uc774\ud130\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.\n <\/p>\n
3. \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n
\n \uc2a4\ud06c\ub7a9\ud55c \ub370\uc774\ud130\ub294 \ud14d\uc2a4\ud2b8 \ud615\uc2dd\uc73c\ub85c \ub418\uc5b4 \uc788\uc73c\ubbc0\ub85c, \uc774\ub97c \uc804\ucc98\ub9ac\ud574\uc57c \ud569\ub2c8\ub2e4.
\n \uc77c\ubc18\uc801\uc778 \uc804\ucc98\ub9ac \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.\n <\/p>\n
\n- \uc18c\ubb38\uc790 \ubcc0\ud658<\/li>\n
- \ud2b9\uc218\ubb38\uc790 \uc81c\uac70<\/li>\n
- \ubd88\uc6a9\uc5b4 \uc81c\uac70<\/li>\n
- \uc5b4\uac04 \ucd94\ucd9c \ub610\ub294 \ud45c\uc81c\uc5b4 \ucd94\ucd9c<\/li>\n<\/ul>\n
\nimport re\nfrom nltk.corpus import stopwords\nfrom nltk.stem import PorterStemmer\n\ndef preprocess_text(text):\n # \uc18c\ubb38\uc790 \ubcc0\ud658\n text = text.lower()\n # \ud2b9\uc218\ubb38\uc790 \uc81c\uac70\n text = re.sub(r'\\W', ' ', text)\n # \ubd88\uc6a9\uc5b4 \uc81c\uac70\n stop_words = set(stopwords.words('english'))\n text = ' '.join(word for word in text.split() if word not in stop_words)\n return text\n\n# \uc608\uc2dc\npreprocessed = preprocess_text(transcripts[0]['title'])\nprint(preprocessed)\n <\/code><\/pre>\n\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uad6c\ucd95<\/h2>\n
\n \uc5b4\ub2dd \ucf5c \ud2b8\ub79c\uc2a4\ud06c\ub9bd\ud2b8\uc5d0\uc11c \ucd94\ucd9c\ud55c \ub370\uc774\ud130\ub97c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc785\ub825\uc73c\ub85c \uc0ac\uc6a9\ud574
\n \uc8fc\uc2dd \uac00\uaca9 \ubcc0\ub3d9\uc744 \uc608\uce21\ud558\ub294 \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uc54c\uace0\ub9ac\uc998\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.\n <\/p>\n
\n- \uc120\ud615 \ud68c\uadc0<\/li>\n
- \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8<\/li>\n
- \uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0<\/li>\n
- \uc2e0\uacbd\ub9dd<\/li>\n<\/ul>\n
4. \ubaa8\ub378 \ud6c8\ub828<\/h3>\n
\n \ub2e4\uc74c\uc740 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0a4\ub294 \uac04\ub2e8\ud55c \uc608\uc81c\uc785\ub2c8\ub2e4.
\n Scikit-learn \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud574 \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8 \ubaa8\ub378\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4.\n <\/p>\n
\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.ensemble import RandomForestRegressor\nfrom sklearn.metrics import mean_squared_error\n\n# \ub370\uc774\ud130 \uc900\ube44\nX = [...] # \ud2b9\uc131\ny = [...] # \ud0c0\uac9f \ubcc0\uc218 (\uc8fc\uac00 \ubcc0\ud654\ub7c9)\n\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n\n# \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8 \ubaa8\ub378 \ud6c8\ub828\nmodel = RandomForestRegressor()\nmodel.fit(X_train, y_train)\n\n# \ubaa8\ub378 \ud3c9\uac00\npredictions = model.predict(X_test)\nmse = mean_squared_error(y_test, predictions)\nprint(f'Mean Squared Error: {mse}')\n <\/code><\/pre>\n\ub525\ub7ec\ub2dd \ubaa8\ub378 \uad6c\ucd95<\/h2>\n
\n \ub525\ub7ec\ub2dd \ubaa8\ub378\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\uc5d0\uc11c \ub354 \ub098\uc740 \ud328\ud134 \uc778\uc2dd \ub2a5\ub825\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.
\n Keras\uc640 TensorFlow\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n <\/p>\n
\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.layers import Dense, LSTM\nimport numpy as np\n\n# \ub370\uc774\ud130 \uc900\ube44 (LSTM\uc744 \uc704\ud55c \ucc28\uc6d0 \ubcc0\ud658 \ud544\uc694)\nX = np.array([...]).reshape((num_samples, num_timesteps, num_features))\ny = np.array([...])\n\n# \ubaa8\ub378 \uad6c\uc131\nmodel = Sequential()\nmodel.add(LSTM(50, activation='relu', input_shape=(num_timesteps, num_features)))\nmodel.add(Dense(1))\nmodel.compile(optimizer='adam', loss='mse')\n\n# \ubaa8\ub378 \ud6c8\ub828\nmodel.fit(X, y, epochs=200, verbose=0)\n <\/code><\/pre>\n\uacb0\ub860<\/h2>\n
\n \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740
\n \uc5b4\ub2dd \ucf5c \ud2b8\ub79c\uc2a4\ud06c\ub9bd\ud2b8\uc640 \uac19\uc740 \ube44\uc815\ud615 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.
\n \uc774 \uacfc\uc815\uc5d0\uc11c \uc6f9 \uc2a4\ud06c\ub798\ud551, \ud14d\uc2a4\ud2b8 \uc804\ucc98\ub9ac, \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\ub9c1\uc5d0 \uc774\ub974\ub294 \uc77c\ub828\uc758 \uacfc\uc815\uc740
\n \uc2dc\uc7a5\uc758 \ubcc0\ud654\ub97c \uc608\uce21\ud558\ub294 \ub370 \uc788\uc5b4 \ud070 \ud798\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4.
\n \ub04a\uc784\uc5c6\uc774 \ubcc0\ud654\ud558\ub294 \uc2dc\uc7a5 \ud658\uacbd \uc18d\uc5d0\uc11c \uc774\ub7ec\ud55c \uae30\uc220\uc744 \uc801\uc808\ud788 \ud65c\uc6a9\ud558\uba74,
\n \ub192\uc740 \uc218\uc775\ub960\uc744 \uc5bb\uc744 \uc218 \uc788\ub294 \ud655\ub960\uc774 \ud06c\uac8c \uc99d\uac00\ud560 \uac83\uc785\ub2c8\ub2e4.\n <\/p>\n
\n \ubcf8 \uac15\uc88c\uc5d0\uc11c \ub2e4\ub8ec \ub0b4\uc6a9\uc740 \uae30\ubcf8\uc801\uc778 \uc774\ud574\ub97c \ub3d5\uae30 \uc704\ud55c \uac83\uc77c \ubfd0\uc774\uba70,
\n \uac01 \uacfc\uc815\uc5d0 \ub300\ud574 \ub354 \uae4a\uc774 \uc788\ub294 \uc5f0\uad6c\uc640 \uc2e4\uc2b5\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.
\n \ub370\uc774\ud130\uc758 \ud488\uc9c8\uacfc \ud2b9\uc131\uc5d0 \ub530\ub77c \ubc29\ubc95\ub860\uc740 \ub2e4\uc591\ud558\uac8c \ubcc0\ud560 \uc218 \uc788\uc73c\uba70,
\n \uac01\uae30 \ub2e4\ub978 \ubaa8\ub378\uc5d0 \ub300\ud55c \uc2e4\ud5d8\uc774 \uc694\uad6c\ub429\ub2c8\ub2e4.
\n \ub530\ub77c\uc11c \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uacfc \uc2e4\ucc9c\uc774 \ud544\uc694\ud568\uc744 \uc78a\uc9c0 \ub9c8\uc138\uc694.\n <\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\uc8fc\uc2dd \uc2dc\uc7a5\uc5d0\uc11c \uc131\uacf5\uc801\uc73c\ub85c \ud2b8\ub808\uc774\ub529\uc744 \ud558\uae30 \uc704\ud574\uc11c\ub294 \ub370\uc774\ud130\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc774\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4\ub294 \uc774\ub7ec\ud55c \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud568\uc73c\ub85c\uc368 \uc608\uce21\ub825\uc744 \uae30\ub974\uace0, \uc774\ub97c \ud1b5\ud574 \uc218\uc775\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\ub294 \uac00\ub2a5\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \uc5b4\ub2dd \ucf5c \ud2b8\ub79c\uc2a4\ud06c\ub9bd\ud2b8\ub97c \uc2a4\ud06c\ub798\ud551\ud558\uc5ec \ud30c\uc2f1\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uc5b4\ub2dd \ucf5c \ud2b8\ub79c\uc2a4\ud06c\ub9bd\ud2b8\ub294 \uae30\uc5c5\uc758 \uc7ac\ubb34 \uc0c1\ud0dc\uc640 \uc804\ub9dd\uc744 \ud30c\uc545\ud558\ub294\ub370 \uc911\uc694\ud55c … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc5b4\ub2dd \ucf5c \ud2b8\ub79c\uc2a4\ud06c\ub9bd\ud2b8 \uc2a4\ud06c\ub798\ud551\uacfc \ud30c\uc2f1”<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[29],"tags":[],"class_list":["post-29193","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"\n\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc5b4\ub2dd \ucf5c \ud2b8\ub79c\uc2a4\ud06c\ub9bd\ud2b8 \uc2a4\ud06c\ub798\ud551\uacfc \ud30c\uc2f1 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/29193\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc5b4\ub2dd \ucf5c \ud2b8\ub79c\uc2a4\ud06c\ub9bd\ud2b8 \uc2a4\ud06c\ub798\ud551\uacfc \ud30c\uc2f1 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc8fc\uc2dd \uc2dc\uc7a5\uc5d0\uc11c \uc131\uacf5\uc801\uc73c\ub85c \ud2b8\ub808\uc774\ub529\uc744 \ud558\uae30 \uc704\ud574\uc11c\ub294 \ub370\uc774\ud130\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc774\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4\ub294 \uc774\ub7ec\ud55c \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud568\uc73c\ub85c\uc368 \uc608\uce21\ub825\uc744 \uae30\ub974\uace0, \uc774\ub97c \ud1b5\ud574 \uc218\uc775\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\ub294 \uac00\ub2a5\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \uc5b4\ub2dd \ucf5c \ud2b8\ub79c\uc2a4\ud06c\ub9bd\ud2b8\ub97c \uc2a4\ud06c\ub798\ud551\ud558\uc5ec \ud30c\uc2f1\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uc5b4\ub2dd \ucf5c \ud2b8\ub79c\uc2a4\ud06c\ub9bd\ud2b8\ub294 \uae30\uc5c5\uc758 \uc7ac\ubb34 \uc0c1\ud0dc\uc640 \uc804\ub9dd\uc744 \ud30c\uc545\ud558\ub294\ub370 \uc911\uc694\ud55c … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc5b4\ub2dd \ucf5c \ud2b8\ub79c\uc2a4\ud06c\ub9bd\ud2b8 \uc2a4\ud06c\ub798\ud551\uacfc \ud30c\uc2f1"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29193\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:17:13+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:53:41+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/29193\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29193\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc5b4\ub2dd \ucf5c \ud2b8\ub79c\uc2a4\ud06c\ub9bd\ud2b8 \uc2a4\ud06c\ub798\ud551\uacfc \ud30c\uc2f1\",\"datePublished\":\"2024-10-27T16:17:13+00:00\",\"dateModified\":\"2024-11-26T06:53:41+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29193\/\"},\"wordCount\":8,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 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