{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import requests\n", "import json\n" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [], "source": [ "headers = {\n", " 'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) Chrome/46.0.2490.80'\n", "}\n", "\n", "def fetch_tradingview_data(url):\n", " payload = {}\n", " headers = {}\n", "\n", " response = requests.request(\"GET\", url, headers=headers, data=payload)\n", " print(response)\n", " # return response\n", " if response.status_code == 200:\n", " data = response.json()\n", " return data['data']['ideas']['data']['items']\n", " else:\n", " print(f\"Error: Unable to fetch data. Status code {response.status_code}\")\n", " return []\n", "\n", "def save_chart_image(image_url, save_path):\n", " image_response = requests.get(image_url, stream=True)\n", " if image_response.status_code == 200:\n", " with open(save_path, 'wb') as file:\n", " for chunk in image_response.iter_content(1024):\n", " file.write(chunk)\n", " else:\n", " print(f\"Error: Unable to download image from {image_url}. Status code {image_response.status_code}\")\n", "\n", "def extract_and_save_data(items, output_dir,fileName=\"page1\"):\n", " if not os.path.exists(output_dir):\n", " os.makedirs(output_dir)\n", "\n", " ids = []\n", "\n", " json_data_to_save = []\n", "\n", " for item in items:\n", " id = item.get(\"id\")\n", " if(id in ids):\n", " continue\n", " \n", " ids.append(id)\n", " # Extract useful data\n", " data = {\n", " \"id\": item.get(\"id\"),\n", " \"name\": item.get(\"name\"),\n", " \"description\": item.get(\"description\"),\n", " \"created_at\": item.get(\"created_at\"),\n", " \"chart_url\": item.get(\"chart_url\"),\n", " \"symbol\": item.get(\"symbol\", {}).get(\"name\"),\n", " \"user\": {\n", " \"id\": item.get(\"user\", {}).get(\"id\"),\n", " \"username\": item.get(\"user\", {}).get(\"username\"),\n", " \"pro_plan\": item.get(\"user\", {}).get(\"pro_plan\"),\n", " },\n", " \"likes_count\": item.get(\"likes_count\"),\n", " }\n", "\n", " \n", "\n", " # Save the chart image\n", " # image_url = item.get(\"image\", {}).get(\"big\")\n", " # if image_url:\n", " # image_path = os.path.join(output_dir, f\"{data['id']}.png\")\n", " # save_chart_image(image_url, image_path)\n", "\n", " json_data_to_save.append(data)\n", "\n", " # Save the data as JSON\n", " json_path = os.path.join(output_dir, f\"{fileName}.json\")\n", " with open(json_path, 'w') as json_file:\n", " json.dump(json_data_to_save, json_file, indent=4)\n", "\n", " print(len(ids))\n" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fetching 3 https://www.tradingview.com/ideas/page-3/?component-data-only=1 \n", "\n", "fetching 4 https://www.tradingview.com/ideas/page-4/?component-data-only=1 \n", "\n", "fetching 5 https://www.tradingview.com/ideas/page-5/?component-data-only=1 \n", "\n", "fetching 6 https://www.tradingview.com/ideas/page-6/?component-data-only=1 \n", "\n", "fetching 7 https://www.tradingview.com/ideas/page-7/?component-data-only=1 \n", "\n", "fetching 8 https://www.tradingview.com/ideas/page-8/?component-data-only=1 \n", "\n", "fetching 9 https://www.tradingview.com/ideas/page-9/?component-data-only=1 \n", "\n", "fetching 10 https://www.tradingview.com/ideas/page-10/?component-data-only=1 \n", "\n", "fetching 11 https://www.tradingview.com/ideas/page-11/?component-data-only=1 \n", "\n", "fetching 12 https://www.tradingview.com/ideas/page-12/?component-data-only=1 \n", "\n", "fetching 13 https://www.tradingview.com/ideas/page-13/?component-data-only=1 \n", "\n", "fetching 14 https://www.tradingview.com/ideas/page-14/?component-data-only=1 \n", "\n", "fetching 15 https://www.tradingview.com/ideas/page-15/?component-data-only=1 \n", "\n", "fetching 16 https://www.tradingview.com/ideas/page-16/?component-data-only=1 \n", "\n", "fetching 17 https://www.tradingview.com/ideas/page-17/?component-data-only=1 \n", "\n", "fetching 18 https://www.tradingview.com/ideas/page-18/?component-data-only=1 \n", "\n", "fetching 19 https://www.tradingview.com/ideas/page-19/?component-data-only=1 \n", "\n", "fetching 20 https://www.tradingview.com/ideas/page-20/?component-data-only=1 \n", "\n", "fetching 21 https://www.tradingview.com/ideas/page-21/?component-data-only=1 \n", "\n", "fetching 22 https://www.tradingview.com/ideas/page-22/?component-data-only=1 \n", "\n", "fetching 23 https://www.tradingview.com/ideas/page-23/?component-data-only=1 \n", "\n", "fetching 24 https://www.tradingview.com/ideas/page-24/?component-data-only=1 \n", "\n", "fetching 25 https://www.tradingview.com/ideas/page-25/?component-data-only=1 \n", "\n", "fetching 26 https://www.tradingview.com/ideas/page-26/?component-data-only=1 \n", "\n", "fetching 27 https://www.tradingview.com/ideas/page-27/?component-data-only=1 \n", "\n", "fetching 28 https://www.tradingview.com/ideas/page-28/?component-data-only=1 \n", "\n", "fetching 29 https://www.tradingview.com/ideas/page-29/?component-data-only=1 \n", "\n", "fetching 30 https://www.tradingview.com/ideas/page-30/?component-data-only=1 \n", "\n", "fetching 31 https://www.tradingview.com/ideas/page-31/?component-data-only=1 \n", "\n", "fetching 32 https://www.tradingview.com/ideas/page-32/?component-data-only=1 \n", "\n", "fetching 33 https://www.tradingview.com/ideas/page-33/?component-data-only=1 \n", "\n", "fetching 34 https://www.tradingview.com/ideas/page-34/?component-data-only=1 \n", "\n", "fetching 35 https://www.tradingview.com/ideas/page-35/?component-data-only=1 \n", "\n", "fetching 36 https://www.tradingview.com/ideas/page-36/?component-data-only=1 \n", "\n", "fetching 37 https://www.tradingview.com/ideas/page-37/?component-data-only=1 \n", "\n", "fetching 38 https://www.tradingview.com/ideas/page-38/?component-data-only=1 \n", "\n", "fetching 39 https://www.tradingview.com/ideas/page-39/?component-data-only=1 \n", "\n", "fetching 40 https://www.tradingview.com/ideas/page-40/?component-data-only=1 \n", "\n", "fetching 41 https://www.tradingview.com/ideas/page-41/?component-data-only=1 \n", "\n", "fetching 42 https://www.tradingview.com/ideas/page-42/?component-data-only=1 \n", "\n", "fetching 43 https://www.tradingview.com/ideas/page-43/?component-data-only=1 \n", "\n", "fetching 44 https://www.tradingview.com/ideas/page-44/?component-data-only=1 \n", "\n", "fetching 45 https://www.tradingview.com/ideas/page-45/?component-data-only=1 \n", "\n", "fetching 46 https://www.tradingview.com/ideas/page-46/?component-data-only=1 \n", "\n", "fetching 47 https://www.tradingview.com/ideas/page-47/?component-data-only=1 \n", "\n", "fetching 48 https://www.tradingview.com/ideas/page-48/?component-data-only=1 \n", "\n", "fetching 49 https://www.tradingview.com/ideas/page-49/?component-data-only=1 \n", "\n", "fetching 50 https://www.tradingview.com/ideas/page-50/?component-data-only=1 \n", "\n" ] } ], "source": [ "all_items1 = []\n", "for i in range(3,51):\n", " url = f'https://www.tradingview.com/ideas/page-{i}/?component-data-only=1'\n", " print(f'fetching {i} {url} ')\n", " all_items1 += fetch_tradingview_data(url)" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1384" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(items+all_items1)" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [], "source": [ "if not os.path.exists(\"tradingview_data\"):\n", " os.makedirs(\"tradingview_data\")\n", "json_path = os.path.join(\"tradingview_data\", f\"full_unProcessed.json\")\n", "with open(json_path, 'w') as json_file:\n", " json.dump(items+all_items1, json_file, indent=4)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Data extraction and image download complete. Saved in 'tradingview_data' folder.\n" ] } ], "source": [ "url = \"https://www.tradingview.com/ideas/page-3\"\n", "output_directory = \"tradingview_data\"\n", "\n", "# Fetch and process data\n", "items = fetch_tradingview_data(url)\n", "extract_and_save_data(items, output_directory,\"page2\")\n", "print(f\"Data extraction and image download complete. Saved in '{output_directory}' folder.\")" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "941\n", "Data extraction and image download complete. Saved in 'tradingview_data' folder.\n" ] } ], "source": [ "extract_and_save_data(items+all_items1, output_directory,\"pageUpto50\")\n", "print(f\"Data extraction and image download complete. Saved in '{output_directory}' folder.\")" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "a = items.json()['data']['ideas']['data']['items'][0:10]\n", "extract_and_save_data(a, output_directory)" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [], "source": [ "import os\n", "import json\n", "import numpy as np\n", "from PIL import Image\n", "from sklearn.feature_extraction.text import TfidfVectorizer\n", "from keras.preprocessing.image import ImageDataGenerator\n", "# from tensorflow.keras.applications import ResNet50, preprocess_input\n", "from tensorflow.keras.applications.resnet50 import ResNet50, preprocess_input\n", "# Directories\n", "data_dir = \"tradingview_data\"\n", "processed_text_dir = \"processed_text\"\n", "processed_images_dir = \"processed_images\"" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.09])" ] }, "execution_count": 116, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a = np.array([.3])\n", "b = np.array([.3])\n", "a*b" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [], "source": [ "def process_image_data():\n", " \"\"\"Load and preprocess images.\"\"\"\n", " model = ResNet50(weights=\"imagenet\", include_top=False, pooling=\"avg\")\n", " d = []\n", "\n", " for file_name in os.listdir(data_dir):\n", " if file_name.endswith(\".png\"):\n", " a = {}\n", " file_path = os.path.join(data_dir, file_name)\n", " image = Image.open(file_path).convert(\"RGB\")\n", " image_array = np.array(image)\n", " image_array = np.expand_dims(image_array, axis=0)\n", " image_array = preprocess_input(image_array)\n", "\n", " # Extract features using ResNet50\n", " features = model.predict(image_array)\n", " # np.save(os.path.join(processed_images_dir, f\"{os.path.splitext(file_name)[0]}.npy\"), features)\n", " id = file_name.split(\".\")[0]\n", "\n", " a['id'] = id\n", " a['npy'] = features\n", "\n", " d.append(a)\n", " \n", " return d\n" ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1/1 [==============================] - 8s 8s/step\n", "1/1 [==============================] - 3s 3s/step\n", "1/1 [==============================] - 1s 1s/step\n", "1/1 [==============================] - 3s 3s/step\n", "1/1 [==============================] - 2s 2s/step\n", "1/1 [==============================] - 2s 2s/step\n", "1/1 [==============================] - 1s 987ms/step\n", "1/1 [==============================] - 1s 999ms/step\n", "1/1 [==============================] - 4s 4s/step\n", "1/1 [==============================] - 1s 918ms/step\n", "1/1 [==============================] - 1s 812ms/step\n", "1/1 [==============================] - 1s 890ms/step\n", "1/1 [==============================] - 1s 846ms/step\n", "1/1 [==============================] - 1s 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[==============================] - 3s 3s/step\n", "1/1 [==============================] - 3s 3s/step\n", "1/1 [==============================] - 2s 2s/step\n", "1/1 [==============================] - 1s 1s/step\n", "1/1 [==============================] - 1s 1s/step\n", "1/1 [==============================] - 2s 2s/step\n", "1/1 [==============================] - 3s 3s/step\n", "1/1 [==============================] - 1s 895ms/step\n", "1/1 [==============================] - 1s 1s/step\n", "1/1 [==============================] - 2s 2s/step\n", "1/1 [==============================] - 1s 1s/step\n", "1/1 [==============================] - 1s 1s/step\n", "1/1 [==============================] - 2s 2s/step\n", "1/1 [==============================] - 1s 1s/step\n" ] } ], "source": [ "process_data = process_image_data()" ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [], "source": [ "json_path = os.path.join(\"tradingview_data\", f\"pageUpto50.json\")\n", "with open(json_path, 'r') as json_file:\n", " data = json.load(json_file)" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [], "source": [ "\n", "def get_image_npy(id):\n", " for img_obj in process_data:\n", " if(img_obj['id']==id):\n", " return img_obj['npy']\n", " return np.array([])" ] }, { "cell_type": "code", "execution_count": 157, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ff\n" ] } ], "source": [ "if not np.array([]):\n", " print(\"ff\")" ] }, { "cell_type": "code", "execution_count": 158, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 18115109\n", "1 18107426\n", "2 18115156\n", "3 18117413\n", "4 18114836\n", "5 18116207\n", "6 18114895\n", "7 18115309\n", "8 18116296\n", "9 18116704\n", "10 18109442\n", "11 18115939\n", "12 18116497\n", "13 18118310\n", "14 18115809\n", "15 18109444\n", "16 18112419\n", "17 18118269\n", "18 18115663\n", "19 18114506\n", "20 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18113888\n", "356 18112332\n", "357 18113643\n", "358 18113859\n", "359 18113847\n", "360 17722191\n", "361 18102348\n", "362 18113701\n", "363 18112099\n", "364 18113580\n", "365 18108855\n", "366 17869624\n", "367 18110978\n", "368 18106923\n", "369 18056525\n", "370 18113467\n", "371 18113488\n", "372 18111807\n", "373 18113315\n", "374 18113246\n", "375 18111769\n", "376 18113165\n", "377 18113103\n", "378 18111657\n", "379 18112982\n", "380 18113023\n", "381 18112975\n", "382 18115474\n", "383 18112796\n", "384 18053408\n", "385 18112398\n", "386 18112545\n", "387 18112549\n", "388 18112595\n", "389 18117840\n", "390 18111334\n", "391 18116828\n", "392 18112425\n", "393 18109980\n", "394 18114282\n", "395 18117426\n", "396 18117322\n", "397 18117083\n", "398 18116217\n", "399 18115677\n", "400 18111156\n", "401 17449949\n", "402 18114532\n", "403 18114442\n", "404 18112258\n", "405 18112183\n", "406 18115442\n", "407 18117838\n", "408 18113960\n", "409 18093344\n", "410 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17562693\n", "521 17544833\n", "522 18116014\n", "523 18115954\n", "524 9625139\n", "525 18115516\n", "526 18115427\n", "527 18115333\n", "528 18115258\n", "529 18115012\n", "530 18114738\n", "531 18114627\n", "532 18114605\n", "533 18114585\n", "534 18114123\n", "535 18114258\n", "536 18118648\n", "537 18118355\n", "538 18118077\n", "539 18117979\n", "540 18117929\n", "541 18117896\n", "542 18116880\n", "543 18116101\n", "544 18114688\n", "545 18111730\n", "546 18111612\n", "547 18110994\n", "548 18111725\n", "549 18111806\n", "550 18110548\n", "551 18114269\n", "552 18104079\n", "553 18111677\n", "554 17811367\n", "555 17608125\n", "556 18111680\n", "557 18114265\n", "558 18113756\n", "559 18113950\n", "560 11324720\n", "561 18111540\n", "562 18114094\n", "563 18111579\n", "564 18061455\n", "565 18113988\n", "566 18114040\n", "567 18113797\n", "568 18111837\n", "569 18113895\n", "570 18113967\n", "571 18113871\n", "572 18087218\n", "573 18112167\n", "574 18113634\n", "575 18113782\n", "576 18082264\n", "577 18112314\n", "578 18113418\n", "579 18113381\n", "580 18043776\n", "581 18111425\n", "582 18043648\n", "583 18113522\n", "584 18113517\n", "585 18113440\n", "586 18113435\n", "587 18113337\n", "588 18113332\n", "589 18069640\n", "590 18113383\n", "591 18113182\n", "592 18036414\n", "593 18113362\n", "594 18113203\n", "595 18089480\n", "596 18113163\n", "597 18113187\n", "598 18113098\n", "599 18105003\n", "600 18113215\n", "601 18112547\n", "602 18113100\n", "603 18112992\n", "604 18112827\n", "605 18113071\n", "606 18113030\n", "607 17761875\n", "608 18112920\n", "609 18112896\n", "610 18110899\n", "611 18112884\n", "612 18112699\n", "613 18112688\n", "614 18112869\n", "615 18110420\n", "616 18112785\n", "617 18112754\n", "618 17797515\n", "619 18112723\n", "620 18103112\n", "621 18112566\n", "622 18112058\n", "623 18112495\n", "624 18112589\n", "625 18112421\n", "626 18110115\n", "627 17624820\n", "628 18112358\n", "629 18112272\n", "630 18112292\n", "631 17596659\n", "632 18112214\n", "633 18112011\n", "634 18107013\n", "635 17651764\n", "636 17690532\n", "637 18112122\n", "638 18111790\n", "639 17602067\n", "640 18112100\n", "641 18112151\n", "642 17673598\n", "643 17981389\n", "644 18105435\n", "645 18112085\n", "646 18111882\n", "647 18111867\n", "648 18092688\n", "649 18110583\n", "650 18111743\n", "651 18111891\n", "652 18110261\n", "653 18111643\n", "654 18105756\n", "655 18111760\n", "656 18111797\n", "657 18111784\n", "658 18111695\n", "659 18111679\n", "660 18111776\n", "661 18111672\n", "662 18111664\n", "663 18111522\n", "664 18110446\n", "665 18111452\n", "666 18080200\n", "667 18111303\n", "668 18111331\n", "669 18111264\n", "670 18111155\n", "671 18110381\n", "672 18037454\n", "673 18108960\n", "674 18111184\n", "675 18111207\n", "676 18111037\n", "677 18111172\n", "678 18111049\n", "679 18111068\n", "680 18110117\n", "681 18110991\n", "682 18109838\n", "683 18110931\n", "684 18111007\n", "685 18110829\n", "686 18109815\n", "687 18110849\n", "688 18110783\n", "689 18110773\n", "690 18110833\n", "691 18094433\n", "692 18085255\n", "693 18110726\n", "694 18110715\n", "695 18110038\n", "696 18110661\n", "697 18110645\n", "698 18110642\n", "699 18110556\n", "700 18110566\n", "701 18071683\n", "702 18110547\n", "703 18110499\n", "704 18110492\n", "705 18110441\n", "706 18110058\n", "707 18110394\n", "708 18110315\n", "709 18109841\n", "710 18110034\n", "711 18089407\n", "712 18110130\n", "713 18108485\n", "714 18093083\n", "715 18111393\n", "716 18113800\n", "717 18110106\n", "718 17942061\n", "719 18067121\n", "720 18108846\n", "721 18012244\n", "722 18107604\n", "723 18110052\n", "724 18110037\n", "725 18112838\n", "726 18110011\n", "727 18109016\n", "728 17948739\n", "729 18103429\n", "730 18090051\n", "731 18096402\n", "732 18112136\n", "733 18114203\n", "734 18113266\n", "735 18112526\n", "736 18112476\n", "737 18051292\n", "738 18111824\n", "739 18109953\n", "740 18109563\n", "741 18113550\n", "742 18112615\n", "743 18113492\n", "744 18105930\n", "745 18112561\n", "746 18099075\n", "747 18080910\n", "748 18056995\n", "749 18100142\n", "750 18032182\n", "751 18110410\n", "752 18113003\n", "753 18113273\n", "754 18113223\n", "755 18113007\n", "756 18113964\n", "757 18112833\n", "758 18072672\n", "759 18113909\n", "760 18112745\n", "761 18113829\n", "762 18113641\n", "763 18102245\n", "764 18049506\n", "765 18044114\n", "766 18111450\n", "767 18111523\n", "768 18112221\n", "769 18113313\n", "770 18112089\n", "771 18113132\n", "772 18113075\n", "773 18111992\n", "774 18109821\n", "775 18112300\n", "776 18113018\n", "777 18112965\n", "778 18060522\n", "779 18063967\n", "780 18066930\n", "781 18062731\n", "782 18038586\n", "783 18038695\n", "784 18055541\n", "785 17967452\n", "786 18101989\n", "787 18049673\n", "788 18105667\n", "789 18107645\n", "790 18112853\n", "791 18114369\n", "792 18102468\n", "793 16748644\n", "794 18047464\n", "795 18112571\n", "796 18112466\n", "797 18112465\n", "798 18114050\n", "799 18094436\n", "800 18071537\n", "801 18111375\n", "802 18112243\n", "803 18112224\n", "804 18111164\n", "805 18111673\n", "806 18108260\n", "807 18111610\n", "808 18113006\n", "809 18113005\n", "810 18112950\n", "811 18099719\n", "812 18105171\n", "813 18112820\n", "814 18044538\n", "815 18087006\n", "816 18110295\n", "817 18112787\n", "818 18111408\n", "819 18092265\n", "820 18112695\n", "821 18109835\n", "822 18112656\n", "823 18093472\n", "824 18111297\n", "825 18112488\n", "826 18111244\n", "827 18112444\n", "828 18111210\n", "829 18112342\n", "830 18112334\n", "831 18112327\n", "832 17890960\n", "833 17562801\n", "834 18112225\n", "835 18112206\n", "836 17887090\n", "837 18112137\n", "838 18111035\n", "839 18059530\n", "840 18105494\n", "841 18112075\n", "842 18112048\n", "843 18112034\n", "844 18112019\n", "845 18112013\n", "846 18111997\n", "847 18111902\n", "848 18090455\n", "849 17991351\n", "850 18064215\n", "851 18107310\n", "852 17960881\n", "853 18111871\n", "854 18111850\n", "855 18111834\n", "856 18111799\n", "857 18107782\n", "858 18110831\n", "859 18110528\n", "860 18110518\n", "861 18110798\n", "862 18110507\n", "863 18111661\n", "864 18110476\n", "865 18079388\n", "866 18103719\n", "867 18107101\n", "868 18110757\n", "869 18108768\n", "870 18111499\n", "871 18110730\n", "872 18111443\n", "873 18110700\n", "874 18113919\n", "875 18111411\n", "876 18106568\n", "877 18111302\n", "878 18111271\n", "879 18110923\n", "880 18111248\n", "881 18113542\n", "882 18011110\n", "883 18113537\n", "884 18113536\n", "885 18111110\n", "886 18111166\n", "887 18109204\n", "888 18111121\n", "889 18113352\n", "890 18111102\n", "891 18111731\n", "892 18113196\n", "893 18113256\n", "894 17977474\n", "895 18113136\n", "896 18110969\n", "897 18112939\n", "898 18112931\n", "899 18112918\n", "900 18112874\n", "901 18110872\n", "902 18066792\n", "903 18107843\n", "904 18112751\n", "905 18108941\n", "906 18112704\n", "907 18110785\n", "908 18112648\n", "909 18112572\n", "910 18110367\n", "911 18112477\n", "912 18112463\n", "913 18112454\n", "914 18110718\n", "915 18053700\n", "916 18109785\n", "917 18115666\n", "918 18116746\n", "919 18112555\n", "920 18114609\n", "921 18114314\n", "922 18115893\n", "923 18109149\n", "924 18073640\n", "925 18118576\n", "926 18114881\n", "927 18114759\n", "928 18114957\n", "929 18116319\n", "930 18117664\n", "931 18113755\n", "932 18115865\n", "933 18113664\n", "934 18107580\n", "935 18115271\n", "936 18113095\n", "937 18114187\n", "938 18116179\n", "939 18111520\n", "940 18108469\n" ] } ], "source": [ "for i,item in enumerate(data):\n", " print(i,item['id'])\n", " img = get_image_npy(f\"{item['id']}\")\n", " if(not img.shape[0]):\n", " print(\"oops.\")\n", " continue\n", " item['image_py'] = img" ] }, { "cell_type": "code", "execution_count": 159, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'id': 18115109,\n", " 'name': '“Dynamic Liquidity Analyzer” ',\n", " 'description': 'Trendlines\\nThe white lines are the markers of order amidst chaos. Solid and dashed, they connect critical highs and lows, serving as pathways that reveal the future of price action. They outline the potential for breakouts or breakdowns—decision points where the market bows to our strategy. \\nThese lines carve the battlefield, where traders either rise or fall. These highs and lows are structured almost uniquely, deviating from the conventional setup of ordinary highs and lows.\\n\\nVolume Weighted Average Price (VWAP)\\nThe blue stair-step line is no ordinary indicator—it is the foundation of fair value. This VWAP dynamically calculates the average price weighted by volume, serving as a stronghold for price action. The market respects it as a key support and resistance level. A bounce off this VWAP is a signal of bullish resurgence, while a break below hints at bearish momentum. It’s not just a line—it’s the axis around which the market pivots.\\n\\nIndicator\\nThis is the pinnacle of liquidity visualization. The lines below are not mere decorations—they are the heartbeat of the market:\\n•\\tOrange (Bitcoin Price): The core driver of the current movement.\\n•\\tYellow (BTC.D Moving Average): The critical indicator of Bitcoin dominance. When BTC.D rises, Bitcoin often gains strength at the expense of altcoins. When BTC.D falls, altcoin liquidity flows upward.\\n•\\tBlue (TOTAL3 Moving Average): The maestro of altcoins, showcasing their potential for explosive growth.\\nThis tool mirrors liquidity flows, signaling shifts in dominance. As Bitcoin moves downward, we see Bitcoin price rise; when Bitcoin moves upward, Bitcoin price moves downwards. This interplay reveals the unseen mechanics of the market.\\n\\nVolume Profile (Left Sidebar)\\nThe red and green histogram bars are the battlegrounds of buyers and sellers:\\n•\\tRed bars: High selling activity, barriers the bulls must conquer.\\n•\\tGreen bars: Strongholds of buying strength, where the bulls rally their forces.\\nAs of now, the price dances near high-volume nodes—key zones of contention. Victory lies in breaking free from these areas, unleashing powerful directional moves.\\n\\nCustom Candles\\nThese candles are the secretive arsenal of this strategy, meticulously designed to expose manipulation, price inconsistencies, and pivotal moments in the market. They are crafted to reveal when the market is preparing for massive moves while remaining subtle in their true power. They keep the edge sharp without revealing too much.\\n\\nAltcoin and Bitcoin Insights\\nThis is a live battlefield where updates reign supreme. Altcoins are testing their waters, and Bitcoin pumps are set to reignite soon. I will be providing updates for short trades as manipulation keeps unfolding and inconsistencies present themselves.\\n\\nNote: The VWAP has been condensed into a 5-day timeframe to align seamlessly with the chart, while the indicator operates on a 1-day timeframe. Additionally, it dynamically reflects insights from the 4-hour timeframe, offering a multi-dimensional view of price action. \\n\\n(Global liquidity is where prices are headed) \\n',\n", " 'created_at': '2025-01-01T05:25:34+00:00',\n", " 'chart_url': 'https://www.tradingview.com/chart/BTCUSD/vMBJ0QHr-Dynamic-Liquidity-Analyzer/',\n", " 'symbol': 'COINBASE:BTCUSD',\n", " 'user': {'id': 27006277,\n", " 'username': 'The_ForexX_Mindset',\n", " 'pro_plan': 'pro_premium'},\n", " 'likes_count': 28,\n", " 'image_py': array([[0.16965663, 0.06506626, 0.02141756, ..., 0.04877122, 0.03078805,\n", " 0.10144181]], dtype=float32)}" ] }, "execution_count": 159, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[0]" ] }, { "cell_type": "code", "execution_count": 161, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data saved to tradingview_data\\data.pkl\n" ] } ], "source": [ "import pickle\n", "output_file = os.path.join(\"tradingview_data\", \"data.pkl\")\n", "with open(output_file, \"wb\") as f:\n", " pickle.dump(data, f)\n", "\n", "print(f\"Data saved to {output_file}\")" ] }, { "cell_type": "code", "execution_count": 164, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data split, metadata created, and changes pushed to Hugging Face successfully.\n" ] } ], "source": [ " import os\n", "import json\n", "import random\n", "import shutil\n", "import zipfile\n", "import csv\n", "# from datasets import Dataset, DatasetDict, load_dataset\n", "\n", "# Paths\n", "data_folder = \"tradingview_data\"\n", "json_file = os.path.join(data_folder, \"pageUpto50.json\")\n", "train_folder = os.path.join(data_folder, \"train\")\n", "test_folder = os.path.join(data_folder, \"test\")\n", "metadata_file = os.path.join(data_folder, \"metadata.csv\")\n", "\n", "# Create folders if not exist\n", "os.makedirs(train_folder, exist_ok=True)\n", "os.makedirs(test_folder, exist_ok=True)\n", "\n", "# Load JSON data\n", "with open(json_file, \"r\") as f:\n", " ideas = json.load(f)\n", "\n", "# Shuffle data and split into 80/20\n", "random.shuffle(ideas)\n", "split_index = int(0.8 * len(ideas))\n", "train_ideas = ideas[:split_index]\n", "test_ideas = ideas[split_index:]\n", "\n", "# Function to move images\n", "def move_images(ideas, target_folder):\n", " for idea in ideas:\n", " image_file = os.path.join(data_folder, f\"{idea['id']}.png\")\n", " if os.path.exists(image_file):\n", " shutil.move(image_file, target_folder)\n", "\n", "# Move images to train and test folders\n", "move_images(train_ideas, train_folder)\n", "move_images(test_ideas, test_folder)\n", "\n", "# Zip train and test folders\n", "def zip_folder(folder, zip_name):\n", " zip_path = os.path.join(data_folder, zip_name)\n", " with zipfile.ZipFile(zip_path, \"w\") as zf:\n", " for root, _, files in os.walk(folder):\n", " for file in files:\n", " zf.write(os.path.join(root, file),\n", " arcname=os.path.relpath(os.path.join(root, file), folder))\n", "\n", "zip_folder(train_folder, \"train.zip\")\n", "zip_folder(test_folder, \"test.zip\")\n", "\n", "# Create metadata.csv\n", "with open(metadata_file, \"w\", newline=\"\") as csvfile:\n", " writer = csv.writer(csvfile)\n", " writer.writerow([\"file_name\", \"title\",\"description\",\"created_at\",\"chart_url\",\"symbol\",\"likes_count\"])\n", " for idea in ideas:\n", " file_name = f\"{idea['id']}.png\"\n", " title = f\"{idea['name']}\"\n", " description = f\" {idea['description']}\"\n", " created_at = f\"{idea['created_at']}\"\n", " chart_url = f\"{idea['chart_url']}\"\n", " symbol = f\"{idea['symbol']}\"\n", " likes_count = f\"{idea['likes_count']}\"\n", " writer.writerow([file_name, title,description,created_at,chart_url,symbol,likes_count ])\n", "\n", "# Push to Hugging Face\n", "# Ensure you have `datasets` library installed and authenticated Hugging Face CLI\n", "# repo_id = \"DiljitSingh14/tradingIdeas\"\n", "# train_zip_path = os.path.join(data_folder, \"train.zip\")\n", "# test_zip_path = os.path.join(data_folder, \"test.zip\")\n", "\n", "# # Add metadata and zip files to dataset repo\n", "# dataset = load_dataset(repo_id)\n", "# dataset.push_to_hub(repo_id, add_files={\n", "# \"metadata.csv\": metadata_file,\n", "# \"train.zip\": train_zip_path,\n", "# \"test.zip\": test_zip_path\n", "# })\n", "\n", "print(\"Data split, metadata created, and changes pushed to Hugging Face successfully.\")\n" ] }, { "cell_type": "code", "execution_count": 167, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting datasets\n", " Downloading datasets-3.2.0-py3-none-any.whl (480 kB)\n", " ---------------------------------------- 0.0/480.6 kB ? 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This behaviour is the source of the following dependency conflicts.\n", "optionlab 1.2.0 requires pydantic<3.0.0,>=2.6.3, which is not installed.\n", "optionlab 1.2.0 requires scipy<2.0.0,>=1.12.0, but you have scipy 1.10.1 which is incompatible.\n", "tensorboard 2.10.0 requires protobuf<3.20,>=3.9.2, but you have protobuf 3.20.3 which is incompatible.\n" ] } ], "source": [ "!pip install datasets" ] } ], "metadata": { "kernelspec": { "display_name": "aml1114", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 2 }