diff --git a/.github/scripts/update_leaderboard.py b/.github/scripts/update_leaderboard.py new file mode 100644 index 0000000..ec3feb7 --- /dev/null +++ b/.github/scripts/update_leaderboard.py @@ -0,0 +1,81 @@ +import os +import requests +from collections import defaultdict + +# GitHub API URL for closed pull requests +API_URL = "https://api.github.com/repos/rohitinu6/Stock-Price-Prediction/pulls?state=closed" + +GITHUB_TOKEN = os.getenv("GH_TOKEN") + +# Points mapping based on the label names +points_map = { + "level1": 10, + "level2": 25, + "level3": 45 +} + +# Function to fetch closed pull requests with pagination +def get_closed_prs(): + headers = {} + + if GITHUB_TOKEN: + print(GITHUB_TOKEN) + headers = {"Authorization": f"token {GITHUB_TOKEN}"} + + prs = [] + page = 1 + while True: + response = requests.get(f"{API_URL}&page={page}", headers=headers) + + if response.status_code != 200: + raise Exception(f"Failed to fetch PRs: {response.status_code} {response.text}") + + page_prs = response.json() + + if not page_prs: + break + + prs.extend(page_prs) # Add fetched PRs to the list + page += 1 # Increment page number for next request + + return prs + +leaderboard = defaultdict(lambda: {"points": 0, "avatar_url": ""}) + +prs = get_closed_prs() + +# Loop through each PR and calculate points based on the labels +for pr in prs: + user = pr['user']['login'] + avatar_url = pr['user']['avatar_url'] + labels = pr['labels'] + + for label in labels: + label_name = label['name'] + if label_name in points_map: + leaderboard[user]["points"] += points_map[label_name] + leaderboard[user]["avatar_url"] = avatar_url + +# Function to generate the leaderboard in markdown format +def generate_leaderboard_md(leaderboard): + sorted_leaderboard = sorted(leaderboard.items(), key=lambda x: x[1]["points"], reverse=True) + + md_content = "# Leaderboard\n\n" + md_content += "| Avatar | Username | Points |\n" + md_content += "|--------|----------|--------|\n" + + for user, data in sorted_leaderboard: + points = data["points"] + avatar_url = data["avatar_url"] + md_content += f'| | {user} | {points} |\n' + + return md_content + +# Generate the leaderboard markdown and save it to a file +leaderboard_md = generate_leaderboard_md(leaderboard) + +# Save the leaderboard to leaderboard.md +with open('leaderboard.md', 'w') as f: + f.write(leaderboard_md) + +print("Leaderboard updated successfully!") diff --git a/.github/scripts/update_structure.py b/.github/scripts/update_structure.py new file mode 100644 index 0000000..fdf8db3 --- /dev/null +++ b/.github/scripts/update_structure.py @@ -0,0 +1,101 @@ +import os +import github +from github import Github + +# Helper function to recursively build the repo structure and include file extensions +def get_repo_structure(path='.', prefix=''): + structure = [] + try: + items = sorted(os.listdir(path)) + except FileNotFoundError: + print(f"Path not found: {path}") + return structure + + for i, item in enumerate(items): + if item.startswith('.'): + continue # Skip hidden files and directories + item_path = os.path.join(path, item) + is_last = i == len(items) - 1 + current_prefix = '└── ' if is_last else '├── ' + + if os.path.isdir(item_path): + # Directory case + structure.append(f"{prefix}{current_prefix}{item}/") + next_prefix = prefix + (' ' if is_last else '│ ') + structure.extend(get_repo_structure(item_path, next_prefix)) + else: + # File case with extension + file_name, file_extension = os.path.splitext(item) + structure.append(f"{prefix}{current_prefix}{file_name}{file_extension}") + + return structure + +# Function to update the repo_structure.txt file +def update_structure_file(structure): + try: + with open('repo_structure.txt', 'w') as f: + f.write('\n'.join(structure)) + print("repo_structure.txt updated successfully.") + except IOError as e: + print(f"Error writing to repo_structure.txt: {e}") + +# Function to update the README.md with the new structure +def update_README(structure): + try: + with open('PROJECT_STRUCTURE.md', 'r') as f: + content = f.read() + except FileNotFoundError: + print("PROJECT_STRUCTURE.md not found.") + return + + start_marker = '' + end_marker = '' + + start_index = content.find(start_marker) + end_index = content.find(end_marker) + + if start_index != -1 and end_index != -1: + new_content = ( + content[:start_index + len(start_marker)] + + '\n```\n' + '\n'.join(structure) + '\n```\n' + + content[end_index:] + ) + try: + with open('PROJECT_STRUCTURE.md', 'w') as f: + f.write(new_content) + print("PROJECT_STRUCTURE.md updated with new structure.") + except IOError as e: + print(f"Error writing to PROJECT_STRUCTURE.md: {e}") + else: + print("Markers not found in PROJECT_STRUCTURE.md. Structure not updated.") + +# Main function to compare and update repository structure +def main(): + gh_token = os.getenv('GH_TOKEN') + gh_repo = os.getenv('GITHUB_REPOSITORY') + + if not gh_token or not gh_repo: + print("Environment variables GH_TOKEN and GITHUB_REPOSITORY must be set.") + return + + g = Github(gh_token) + repo = g.get_repo(gh_repo) + + current_structure = get_repo_structure() + + try: + # Fetch the contents of repo_structure.txt from GitHub + contents = repo.get_contents("repo_structure.txt") + existing_structure = contents.decoded_content.decode().split('\n') + except github.GithubException: + existing_structure = None + + if current_structure != existing_structure: + update_structure_file(current_structure) + update_README(current_structure) + print("Repository structure updated.") + else: + print("No changes in repository structure.") + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/.github/workflows/issue_labeler.yaml b/.github/workflows/issue_labeler.yaml new file mode 100644 index 0000000..db862ec --- /dev/null +++ b/.github/workflows/issue_labeler.yaml @@ -0,0 +1,66 @@ +name: Issue Labeler + +on: + issues: + types: [opened, edited] + +jobs: + manage-labels: + runs-on: ubuntu-latest + steps: + - name: Checkout Repository + uses: actions/checkout@v3 + + - name: Create or Update Labels + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + run: | + curl -X POST \ + -H "Authorization: token $GITHUB_TOKEN" \ + -H "Accept: application/vnd.github.v3+json" \ + https://api.github.com/repos/${{ github.repository }}/labels \ + -d '{ + "name": "gssoc-ext", + "color": "0e4075", + "description": "GSSOC extended contribution" + }' + + curl -X POST \ + -H "Authorization: token $GITHUB_TOKEN" \ + -H "Accept: application/vnd.github.v3+json" \ + https://api.github.com/repos/${{ github.repository }}/labels \ + -d '{ + "name": "hacktoberfest", + "color": "006b75", + "description": "Hacktoberfest participation" + }' + + curl -X POST \ + -H "Authorization: token $GITHUB_TOKEN" \ + -H "Accept: application/vnd.github.v3+json" \ + https://api.github.com/repos/${{ github.repository }}/labels \ + -d '{ + "name": "hacktoberfest-accepted", + "color": "95d2aa", + "description": "Hacktoberfest contribution accepted" + }' + + curl -X POST \ + -H "Authorization: token $GITHUB_TOKEN" \ + -H "Accept: application/vnd.github.v3+json" \ + https://api.github.com/repos/${{ github.repository }}/labels \ + -d '{ + "name": "level?", + "color": "5319e7", + "description": "Placeholder for difficulty level" + }' + + - name: Add Labels to Issue + uses: actions-ecosystem/action-add-labels@v1 + with: + github_token: ${{ secrets.GITHUB_TOKEN }} + labels: | + gssoc-ext + hacktoberfest + hacktoberfest-accepted + level? diff --git a/.github/workflows/update-readme.yml b/.github/workflows/update-readme.yml new file mode 100644 index 0000000..6176e8e --- /dev/null +++ b/.github/workflows/update-readme.yml @@ -0,0 +1,39 @@ +name: Update Repository structure + +on: + schedule: + - cron: '0 * * * *' # Run every hour + workflow_dispatch: # Allow manual triggering + push: + branches: + - main + - master + +jobs: + detect-and-update-structure: + runs-on: ubuntu-latest + steps: + - name: Checkout repository + uses: actions/checkout@v2 + + - name: Set up Python + uses: actions/setup-python@v2 + with: + python-version: 3.12 + + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install PyGithub + + - name: Run update script + env: + GH_TOKEN: ${{ secrets.GITHUB_TOKEN }} + run: python .github/scripts/update_structure.py + + - name: Commit and push if changed + run: | + git config user.email "41898282+github-actions[bot]@users.noreply.github.com" + git config user.name "github-actions[bot]" + git add . + git diff --quiet && git diff --staged --quiet || (git commit -m "Update repo structure" && git push) \ No newline at end of file diff --git a/.github/workflows/update_leaderboard.yml b/.github/workflows/update_leaderboard.yml new file mode 100644 index 0000000..758364b --- /dev/null +++ b/.github/workflows/update_leaderboard.yml @@ -0,0 +1,42 @@ +name: Update Leaderboard + +on: + pull_request: + types: [closed] + +jobs: + update-leaderboard: + runs-on: ubuntu-latest + + steps: + + - name: Checkout repository + uses: actions/checkout@v3 + with: + token: ${{ secrets.GITHUB_TOKEN }} + + + - name: Set up Python + uses: actions/setup-python@v4 + with: + python-version: '3.x' + + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install requests PyGithub + + - name: Run leaderboard update script + run: | + python .github/scripts/update_leaderboard.py + env: + GH_TOKEN: ${{ secrets.GITHUB_TOKEN }} # Pass GitHub token to script + GITHUB_REPOSITORY: ${{ github.repository }} # Pass repository information + + - name: Commit and push changes + run: | + git config --global user.name "github-actions[bot]" + git config --global user.email "41898282+github-actions[bot]@users.noreply.github.com" + git add leaderboard.md || echo "No changes to commit" # Prevent errors if there's nothing to commit + git commit -m "Update leaderboard" || echo "No changes to commit" + git push https://x-access-token:${{ secrets.GITHUB_TOKEN }}@github.com/${{ github.repository }} || echo "Nothing to push" diff --git a/ARIMA/.ipynb_checkpoints/hybrid-checkpoint.ipynb b/ARIMA/.ipynb_checkpoints/hybrid-checkpoint.ipynb new file mode 100644 index 0000000..e5870cb --- /dev/null +++ b/ARIMA/.ipynb_checkpoints/hybrid-checkpoint.ipynb @@ -0,0 +1,817 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Performing stepwise search to minimize aic\n", + " ARIMA(1,1,1)(0,0,0)[0] intercept : AIC=30240.523, Time=2.28 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] intercept : AIC=30272.252, Time=0.19 sec\n", + " ARIMA(1,1,0)(0,0,0)[0] intercept : AIC=30243.723, Time=0.54 sec\n", + " ARIMA(0,1,1)(0,0,0)[0] intercept : AIC=30241.768, Time=0.77 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] : AIC=30270.982, Time=0.17 sec\n", + " ARIMA(2,1,1)(0,0,0)[0] intercept : AIC=30234.621, Time=2.66 sec\n", + " ARIMA(2,1,0)(0,0,0)[0] intercept : AIC=30239.276, Time=0.76 sec\n", + " ARIMA(3,1,1)(0,0,0)[0] intercept : AIC=30236.607, Time=4.12 sec\n", + " ARIMA(2,1,2)(0,0,0)[0] intercept : AIC=30236.577, Time=6.50 sec\n", + " ARIMA(1,1,2)(0,0,0)[0] intercept : AIC=30234.958, Time=3.86 sec\n", + " ARIMA(3,1,0)(0,0,0)[0] intercept : AIC=30240.618, Time=1.05 sec\n", + " ARIMA(3,1,2)(0,0,0)[0] intercept : AIC=30237.920, Time=5.87 sec\n", + " ARIMA(2,1,1)(0,0,0)[0] : AIC=30233.414, Time=0.94 sec\n", + " ARIMA(1,1,1)(0,0,0)[0] : AIC=30239.179, Time=1.16 sec\n", + " ARIMA(2,1,0)(0,0,0)[0] : AIC=30237.952, Time=0.39 sec\n", + " ARIMA(3,1,1)(0,0,0)[0] : AIC=30235.401, Time=1.76 sec\n", + " ARIMA(2,1,2)(0,0,0)[0] : AIC=30235.372, Time=2.71 sec\n", + " ARIMA(1,1,0)(0,0,0)[0] : AIC=30242.355, Time=0.28 sec\n", + " ARIMA(1,1,2)(0,0,0)[0] : AIC=30233.748, Time=1.51 sec\n", + " ARIMA(3,1,0)(0,0,0)[0] : AIC=30239.309, Time=0.48 sec\n", + " ARIMA(3,1,2)(0,0,0)[0] : AIC=30236.712, Time=2.50 sec\n", + "\n", + "Best model: ARIMA(2,1,1)(0,0,0)[0] \n", + "Total fit time: 40.526 seconds\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 601ms/step\n", + "Hybrid model prediction for next day closing price: $244.92\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "from statsmodels.tsa.arima.model import ARIMA\n", + "from pmdarima import auto_arima\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, LSTM, Input\n", + "\n", + "def prepare_data(data, time_steps):\n", + " X, y = [], []\n", + " for i in range(len(data) - time_steps):\n", + " X.append(data[i:(i + time_steps), 0])\n", + " y.append(data[i + time_steps, 0])\n", + " return np.array(X), np.array(y)\n", + "\n", + "def hybrid_model(data, time_steps=60):\n", + " # Ensure data is numpy array\n", + " if isinstance(data, pd.DataFrame):\n", + " df = data.values\n", + " else:\n", + " df = np.array(data)\n", + " \n", + " df = df.reshape(-1, 1)\n", + "\n", + " df = pd.DataFrame(df).ffill().values\n", + "\n", + " # ARIMA model\n", + " model_auto = auto_arima(df, start_p=1, start_q=1, max_p=3, max_q=3, m=1,\n", + " d=None, seasonal=False, start_P=0, D=0, trace=True,\n", + " error_action='ignore', suppress_warnings=True, stepwise=True)\n", + "\n", + " arima_model = ARIMA(df, order=model_auto.order)\n", + " arima_results = arima_model.fit()\n", + "\n", + " # Get ARIMA residuals\n", + " arima_residuals = df - arima_results.fittedvalues.reshape(-1, 1)\n", + " arima_residuals = np.nan_to_num(arima_residuals)\n", + " \n", + " # Prepare data for LSTM\n", + " scaler = MinMaxScaler()\n", + " residuals_scaled = scaler.fit_transform(arima_residuals)\n", + "\n", + " X, y = prepare_data(residuals_scaled, time_steps)\n", + " X = np.reshape(X, (X.shape[0], X.shape[1], 1))\n", + "\n", + " # LSTM model\n", + " lstm_model = Sequential([\n", + " Input(shape=(X.shape[1], 1)),\n", + " LSTM(units=50, return_sequences=True), \n", + " LSTM(units=50),\n", + " Dense(units=1)\n", + " ])\n", + " lstm_model.compile(optimizer='adam', loss='mean_squared_error')\n", + " lstm_model.fit(X, y, epochs=50, batch_size=32, verbose=0)\n", + "\n", + " # Make hybrid prediction\n", + " last_60_days = residuals_scaled[-60:]\n", + " X_test = np.array([last_60_days])\n", + " X_test = np.reshape(X_test, (X_test.shape[0], X_test.shape[1], 1))\n", + "\n", + " lstm_prediction = lstm_model.predict(X_test)\n", + " lstm_prediction = scaler.inverse_transform(lstm_prediction)\n", + "\n", + " arima_forecast = arima_results.forecast(steps=1)\n", + "\n", + " hybrid_prediction = arima_forecast + lstm_prediction[0][0]\n", + "\n", + " return hybrid_prediction[0]\n", + "\n", + "# Example usage with custom data\n", + "# Assuming you have a CSV file named 'my_stock_data.csv' with a 'Close' column\n", + "custom_data = pd.read_csv('../Data/SBI Train data.csv')\n", + "close_prices = custom_data['Close']\n", + "\n", + "prediction = hybrid_model(close_prices)\n", + "print(f\"Hybrid model prediction for next day closing price: ${prediction:.2f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Performing stepwise search to minimize aic\n", + " ARIMA(1,1,1)(0,0,0)[0] intercept : AIC=30240.523, Time=2.25 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] intercept : AIC=30272.252, Time=0.22 sec\n", + " ARIMA(1,1,0)(0,0,0)[0] intercept : AIC=30243.723, Time=0.58 sec\n", + " ARIMA(0,1,1)(0,0,0)[0] intercept : AIC=30241.768, Time=0.82 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] : AIC=30270.982, Time=0.15 sec\n", + " ARIMA(2,1,1)(0,0,0)[0] intercept : AIC=30234.621, Time=2.72 sec\n", + " ARIMA(2,1,0)(0,0,0)[0] intercept : AIC=30239.276, Time=0.84 sec\n", + " ARIMA(3,1,1)(0,0,0)[0] intercept : AIC=30236.607, Time=4.21 sec\n", + " ARIMA(2,1,2)(0,0,0)[0] intercept : AIC=30236.577, Time=6.49 sec\n", + " ARIMA(1,1,2)(0,0,0)[0] intercept : AIC=30234.958, Time=4.04 sec\n", + " ARIMA(3,1,0)(0,0,0)[0] intercept : AIC=30240.618, Time=1.13 sec\n", + " ARIMA(3,1,2)(0,0,0)[0] intercept : AIC=30237.920, Time=6.01 sec\n", + " ARIMA(2,1,1)(0,0,0)[0] : AIC=30233.414, Time=1.07 sec\n", + " ARIMA(1,1,1)(0,0,0)[0] : AIC=30239.179, Time=1.18 sec\n", + " ARIMA(2,1,0)(0,0,0)[0] : AIC=30237.952, Time=0.35 sec\n", + " ARIMA(3,1,1)(0,0,0)[0] : AIC=30235.401, Time=1.82 sec\n", + " ARIMA(2,1,2)(0,0,0)[0] : AIC=30235.372, Time=2.42 sec\n", + " ARIMA(1,1,0)(0,0,0)[0] : AIC=30242.355, Time=0.29 sec\n", + " ARIMA(1,1,2)(0,0,0)[0] : AIC=30233.748, Time=1.49 sec\n", + " ARIMA(3,1,0)(0,0,0)[0] : AIC=30239.309, Time=0.54 sec\n", + " ARIMA(3,1,2)(0,0,0)[0] : AIC=30236.712, Time=2.61 sec\n", + "\n", + "Best model: ARIMA(2,1,1)(0,0,0)[0] \n", + "Total fit time: 41.259 seconds\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 499ms/step\n", + "Hybrid model prediction for next day closing price: $245.04\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "from statsmodels.tsa.arima.model import ARIMA\n", + "from pmdarima import auto_arima\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, LSTM, Input\n", + "\n", + "def prepare_data(data, time_steps):\n", + " X, y = [], []\n", + " for i in range(len(data) - time_steps):\n", + " X.append(data[i:(i + time_steps), 0])\n", + " y.append(data[i + time_steps, 0])\n", + " return np.array(X), np.array(y)\n", + "\n", + "def hybrid_model(data, time_steps=60):\n", + " # Ensure data is numpy array\n", + " if isinstance(data, pd.Series):\n", + " df = data.values\n", + " elif isinstance(data, pd.DataFrame):\n", + " df = data.values\n", + " else:\n", + " df = np.array(data)\n", + " \n", + " df = df.reshape(-1, 1)\n", + "\n", + " df = pd.DataFrame(df).ffill().values\n", + "\n", + " # ARIMA model\n", + " model_auto = auto_arima(df, start_p=1, start_q=1, max_p=3, max_q=3, m=1,\n", + " d=None, seasonal=False, start_P=0, D=0, trace=True,\n", + " error_action='ignore', suppress_warnings=True, stepwise=True)\n", + "\n", + " arima_model = ARIMA(df, order=model_auto.order)\n", + " arima_results = arima_model.fit()\n", + "\n", + " # Get ARIMA residuals\n", + " arima_residuals = df - arima_results.fittedvalues.reshape(-1, 1)\n", + " arima_residuals = np.nan_to_num(arima_residuals)\n", + "\n", + " # Prepare data for LSTM\n", + " scaler = MinMaxScaler()\n", + " residuals_scaled = scaler.fit_transform(arima_residuals)\n", + "\n", + " X, y = prepare_data(residuals_scaled, time_steps)\n", + " X = np.reshape(X, (X.shape[0], X.shape[1], 1))\n", + "\n", + " # LSTM model\n", + " lstm_model = Sequential([\n", + " Input(shape=(X.shape[1], 1)),\n", + " LSTM(units=50, return_sequences=True), \n", + " LSTM(units=50),\n", + " Dense(units=1)\n", + " ])\n", + " lstm_model.compile(optimizer='adam', loss='mean_squared_error')\n", + " lstm_model.fit(X, y, epochs=50, batch_size=32, verbose=0)\n", + "\n", + " # Make hybrid prediction\n", + " last_60_days = residuals_scaled[-60:]\n", + " X_test = np.array([last_60_days])\n", + " X_test = np.reshape(X_test, (X_test.shape[0], X_test.shape[1], 1))\n", + "\n", + " lstm_prediction = lstm_model.predict(X_test)\n", + " lstm_prediction = scaler.inverse_transform(lstm_prediction)\n", + "\n", + " arima_forecast = arima_results.forecast(steps=1)\n", + "\n", + " hybrid_prediction = arima_forecast + lstm_prediction[0][0]\n", + "\n", + " return hybrid_prediction[0]\n", + "\n", + "# Example usage with custom data\n", + "custom_data = pd.read_csv('../Data/SBI Train data.csv')\n", + "close_prices = custom_data['Close']\n", + "\n", + "prediction = hybrid_model(close_prices)\n", + "print(f\"Hybrid model prediction for next day closing price: ${prediction:.2f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "from statsmodels.tsa.arima.model import ARIMA\n", + "from pmdarima import auto_arima\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, LSTM, Input\n", + "from sklearn.metrics import mean_absolute_error, mean_squared_error\n", + "\n", + "def prepare_data(data, time_steps):\n", + " X, y = [], []\n", + " for i in range(len(data) - time_steps):\n", + " X.append(data[i:(i + time_steps), 0])\n", + " y.append(data[i + time_steps, 0])\n", + " return np.array(X), np.array(y)\n", + "\n", + "def hybrid_model(train_data, test_data, time_steps=60):\n", + " # Ensure data is numpy array\n", + " if isinstance(train_data, pd.Series):\n", + " train_df = train_data.values\n", + " if isinstance(test_data, pd.DataFrame):\n", + " test_df = train_data.values\n", + " else:\n", + " train_df = np.array(train_data)\n", + " \n", + " train_df = train_df.reshape(-1, 1)\n", + "\n", + " train_df = pd.DataFrame(train_df).ffill().values\n", + "\n", + " # ARIMA model\n", + " model_auto = auto_arima(train_df, start_p=1, start_q=1, max_p=3, max_q=3, m=1,\n", + " d=None, seasonal=False, start_P=0, D=0, trace=True,\n", + " error_action='ignore', suppress_warnings=True, stepwise=True)\n", + "\n", + " arima_model = ARIMA(train_df, order=model_auto.order)\n", + " arima_results = arima_model.fit()\n", + "\n", + " # Get ARIMA residuals\n", + " arima_residuals = train_df - arima_results.fittedvalues.reshape(-1, 1)\n", + " arima_residuals = np.nan_to_num(arima_residuals)\n", + "\n", + " # Prepare data for LSTM\n", + " scaler = MinMaxScaler()\n", + " residuals_scaled = scaler.fit_transform(arima_residuals)\n", + "\n", + " X, y = prepare_data(residuals_scaled, time_steps)\n", + " X = np.reshape(X, (X.shape[0], X.shape[1], 1))\n", + "\n", + " # LSTM model\n", + " lstm_model = Sequential([\n", + " Input(shape=(X.shape[1], 1)),\n", + " LSTM(units=50, return_sequences=True), \n", + " LSTM(units=50),\n", + " Dense(units=1)\n", + " ])\n", + " lstm_model.compile(optimizer='adam', loss='mean_squared_error')\n", + " lstm_model.fit(X, y, epochs=50, batch_size=32, verbose=0)\n", + "\n", + " # Make predictions for test data\n", + " predictions = []\n", + " test_data = np.array(test_data).reshape(-1, 1)\n", + " combined_data = np.vstack((train_df, test_data))\n", + "\n", + " for i in range(len(test_data)):\n", + " # ARIMA prediction\n", + " arima_forecast = arima_results.forecast(steps=1)\n", + "\n", + " # LSTM prediction\n", + " last_60_days = scaler.transform(combined_data[-(time_steps+1):-1])\n", + " X_test = np.array([last_60_days])\n", + " X_test = np.reshape(X_test, (X_test.shape[0], X_test.shape[1], 1))\n", + " lstm_prediction = lstm_model.predict(X_test)\n", + " lstm_prediction = scaler.inverse_transform(lstm_prediction)\n", + "\n", + " # Combine predictions\n", + " hybrid_prediction = arima_forecast + lstm_prediction[0][0]\n", + " predictions.append(hybrid_prediction[0])\n", + "\n", + " # Update ARIMA model\n", + " arima_results = arima_model.append(test_data[i]).fit()\n", + "\n", + " return np.array(predictions)\n", + "\n", + "# Load and prepare data\n", + "train_data = pd.read_csv('../Data/SBI Train data.csv')\n", + "test_data = pd.read_csv('../Data/SBI Test data.csv')\n", + "\n", + "train_close_prices = train_data['Close']\n", + "test_close_prices = test_data['Close']\n", + "\n", + "# Make predictions\n", + "predictions = hybrid_model(train_close_prices, test_close_prices)\n", + "\n", + "# Calculate accuracy metrics\n", + "mae = mean_absolute_error(test_close_prices, predictions)\n", + "rmse = np.sqrt(mean_squared_error(test_close_prices, predictions))\n", + "\n", + "print(f\"Mean Absolute Error: ${mae:.2f}\")\n", + "print(f\"Root Mean Squared Error: ${rmse:.2f}\")\n", + "\n", + "# You can also calculate percentage error\n", + "mape = np.mean(np.abs((test_close_prices - predictions) / test_close_prices)) * 100\n", + "print(f\"Mean Absolute Percentage Error: {mape:.2f}%\")\n", + "\n", + "# Plot actual vs predicted prices\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.figure(figsize=(12,6))\n", + "plt.plot(test_data['Date'], test_close_prices, label='Actual Prices')\n", + "plt.plot(test_data['Date'], predictions, label='Predicted Prices')\n", + "plt.title('Actual vs Predicted Stock Prices')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Price')\n", + "plt.legend()\n", + "plt.xticks(rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "from statsmodels.tsa.arima.model import ARIMA\n", + "from pmdarima import auto_arima\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, LSTM, Input\n", + "from sklearn.metrics import mean_absolute_error, mean_squared_error\n", + "\n", + "def prepare_data(data, time_steps):\n", + " X, y = [], []\n", + " for i in range(len(data) - time_steps):\n", + " X.append(data[i:(i + time_steps), 0])\n", + " y.append(data[i + time_steps, 0])\n", + " return np.array(X), np.array(y)\n", + "\n", + "def hybrid_model(train_data, test_data, time_steps=60):\n", + " # Ensure data is numpy array\n", + " if isinstance(train_data, pd.Series):\n", + " train_df = train_data.values\n", + " elif isinstance(train_data, pd.DataFrame):\n", + " train_df = train_data.values\n", + " else:\n", + " train_df = np.array(train_data)\n", + " \n", + " train_df = train_df.reshape(-1, 1)\n", + " train_df = pd.DataFrame(train_df).ffill().values\n", + "\n", + " # ARIMA model\n", + " model_auto = auto_arima(train_df, start_p=1, start_q=1, max_p=3, max_q=3, m=1,\n", + " d=None, seasonal=False, start_P=0, D=0, trace=True,\n", + " error_action='ignore', suppress_warnings=True, stepwise=True)\n", + "\n", + " arima_model = ARIMA(train_df, order=model_auto.order)\n", + " arima_results = arima_model.fit()\n", + "\n", + " # Get ARIMA residuals\n", + " arima_residuals = train_df - arima_results.fittedvalues.reshape(-1, 1)\n", + " arima_residuals = np.nan_to_num(arima_residuals)\n", + "\n", + " # Prepare data for LSTM\n", + " scaler = MinMaxScaler()\n", + " residuals_scaled = scaler.fit_transform(arima_residuals)\n", + "\n", + " X, y = prepare_data(residuals_scaled, time_steps)\n", + " X = np.reshape(X, (X.shape[0], X.shape[1], 1))\n", + "\n", + " # LSTM model\n", + " lstm_model = Sequential([\n", + " Input(shape=(X.shape[1], 1)),\n", + " LSTM(units=50, return_sequences=True), \n", + " LSTM(units=50),\n", + " Dense(units=1)\n", + " ])\n", + " lstm_model.compile(optimizer='adam', loss='mean_squared_error')\n", + " lstm_model.fit(X, y, epochs=50, batch_size=32, verbose=0)\n", + "\n", + " # Make predictions for test data\n", + " predictions = []\n", + " test_data = np.array(test_data).reshape(-1, 1)\n", + " combined_data = np.vstack((train_df, test_data))\n", + "\n", + " for i in range(len(test_data)):\n", + " # ARIMA prediction\n", + " arima_forecast = arima_results.forecast(steps=1)\n", + "\n", + " # LSTM prediction\n", + " last_60_days = scaler.transform(combined_data[-(time_steps+1):-1])\n", + " X_test = np.array([last_60_days])\n", + " X_test = np.reshape(X_test, (X_test.shape[0], X_test.shape[1], 1))\n", + " lstm_prediction = lstm_model.predict(X_test)\n", + " lstm_prediction = scaler.inverse_transform(lstm_prediction)\n", + "\n", + " # Combine predictions\n", + " hybrid_prediction = arima_forecast + lstm_prediction[0][0]\n", + " predictions.append(hybrid_prediction[0])\n", + "\n", + " # Update ARIMA model\n", + " arima_results = arima_model.append(test_data[i]).fit()\n", + "\n", + " return np.array(predictions)\n", + "\n", + "# Load and prepare data\n", + "train_data = pd.read_csv('../Data/SBI Train data.csv')\n", + "test_data = pd.read_csv('../Data/SBI Test data.csv')\n", + "\n", + "train_close_prices = train_data['Close']\n", + "test_close_prices = test_data['Close']\n", + "\n", + "# Make predictions\n", + "predictions = hybrid_model(train_close_prices, test_close_prices)\n", + "\n", + "# Calculate accuracy metrics\n", + "mae = mean_absolute_error(test_close_prices, predictions)\n", + "rmse = np.sqrt(mean_squared_error(test_close_prices, predictions))\n", + "\n", + "print(f\"Mean Absolute Error: ${mae:.2f}\")\n", + "print(f\"Root Mean Squared Error: ${rmse:.2f}\")\n", + "\n", + "# You can also calculate percentage error\n", + "mape = np.mean(np.abs((test_close_prices - predictions) / test_close_prices)) * 100\n", + "print(f\"Mean Absolute Percentage Error: {mape:.2f}%\")\n", + "\n", + "# Plot actual vs predicted prices\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.figure(figsize=(12,6))\n", + "plt.plot(test_data['Date'], test_close_prices, label='Actual Prices')\n", + "plt.plot(test_data['Date'], predictions, label='Predicted Prices')\n", + "plt.title('Actual vs Predicted Stock Prices')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Price')\n", + "plt.legend()\n", + "plt.xticks(rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "from statsmodels.tsa.arima.model import ARIMA\n", + "from pmdarima import auto_arima\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from tensorflow.keras.models import Sequential, load_model\n", + "from tensorflow.keras.layers import Dense, LSTM, Input\n", + "from sklearn.metrics import mean_absolute_error, mean_squared_error\n", + "import joblib\n", + "import os\n", + "\n", + "def prepare_data(data, time_steps):\n", + " X, y = [], []\n", + " for i in range(len(data) - time_steps):\n", + " X.append(data[i:(i + time_steps), 0])\n", + " y.append(data[i + time_steps, 0])\n", + " return np.array(X), np.array(y)\n", + "\n", + "def create_hybrid_model(train_data, time_steps=60):\n", + " # Ensure data is numpy array\n", + " if isinstance(train_data, pd.Series):\n", + " train_df = train_data.values\n", + " elif isinstance(train_data, pd.DataFrame):\n", + " train_df = train_data.values\n", + " else:\n", + " train_df = np.array(train_data)\n", + " \n", + " train_df = train_df.reshape(-1, 1)\n", + " train_df = pd.DataFrame(train_df).ffill().values\n", + "\n", + " # ARIMA model\n", + " model_auto = auto_arima(train_df, start_p=1, start_q=1, max_p=3, max_q=3, m=1,\n", + " d=None, seasonal=False, start_P=0, D=0, trace=True,\n", + " error_action='ignore', suppress_warnings=True, stepwise=True)\n", + "\n", + " arima_model = ARIMA(train_df, order=model_auto.order)\n", + " arima_results = arima_model.fit()\n", + "\n", + " # Get ARIMA residuals\n", + " arima_residuals = train_df - arima_results.fittedvalues.reshape(-1, 1)\n", + " arima_residuals = np.nan_to_num(arima_residuals)\n", + "\n", + " # Prepare data for LSTM\n", + " scaler = MinMaxScaler()\n", + " residuals_scaled = scaler.fit_transform(arima_residuals)\n", + "\n", + " X, y = prepare_data(residuals_scaled, time_steps)\n", + " X = np.reshape(X, (X.shape[0], X.shape[1], 1))\n", + "\n", + " # LSTM model\n", + " lstm_model = Sequential([\n", + " Input(shape=(X.shape[1], 1)),\n", + " LSTM(units=50, return_sequences=True), \n", + " LSTM(units=50),\n", + " Dense(units=1)\n", + " ])\n", + " lstm_model.compile(optimizer='adam', loss='mean_squared_error')\n", + " lstm_model.fit(X, y, epochs=50, batch_size=32, verbose=0)\n", + "\n", + " return arima_results, lstm_model, scaler\n", + "\n", + "def save_model(arima_results, lstm_model, scaler, folder_path):\n", + " if not os.path.exists(folder_path):\n", + " os.makedirs(folder_path)\n", + " \n", + " # Save ARIMA model\n", + " joblib.dump(arima_results, os.path.join(folder_path, 'arima_model.pkl'))\n", + " \n", + " # Save LSTM model\n", + " lstm_model.save(os.path.join(folder_path, 'lstm_model.h5'))\n", + " \n", + " # Save scaler\n", + " joblib.dump(scaler, os.path.join(folder_path, 'scaler.pkl'))\n", + "\n", + "def load_model(folder_path):\n", + " # Load ARIMA model\n", + " arima_results = joblib.load(os.path.join(folder_path, 'arima_model.pkl'))\n", + " \n", + " # Load LSTM model\n", + " lstm_model = load_model(os.path.join(folder_path, 'lstm_model.h5'))\n", + " \n", + " # Load scaler\n", + " scaler = joblib.load(os.path.join(folder_path, 'scaler.pkl'))\n", + " \n", + " return arima_results, lstm_model, scaler\n", + "\n", + "def make_predictions(arima_results, lstm_model, scaler, test_data, time_steps=60):\n", + " predictions = []\n", + " test_data = np.array(test_data).reshape(-1, 1)\n", + "\n", + " for i in range(len(test_data)):\n", + " # ARIMA prediction\n", + " arima_forecast = arima_results.forecast(steps=1)\n", + "\n", + " # LSTM prediction\n", + " last_60_days = scaler.transform(test_data[i:i+time_steps])\n", + " X_test = np.array([last_60_days])\n", + " X_test = np.reshape(X_test, (X_test.shape[0], X_test.shape[1], 1))\n", + " lstm_prediction = lstm_model.predict(X_test)\n", + " lstm_prediction = scaler.inverse_transform(lstm_prediction)\n", + "\n", + " # Combine predictions\n", + " hybrid_prediction = arima_forecast + lstm_prediction[0][0]\n", + " predictions.append(hybrid_prediction[0])\n", + "\n", + " # Update ARIMA model\n", + " arima_results = arima_results.append(test_data[i])\n", + "\n", + " return np.array(predictions)\n", + "\n", + "# Example usage\n", + "if __name__ == \"__main__\":\n", + " # Load data\n", + " train_data = pd.read_csv('../Data/SBI Train data.csv')\n", + " test_data = pd.read_csv('../Data/SBI Test data.csv')\n", + "\n", + " train_close_prices = train_data['Close']\n", + " test_close_prices = test_data['Close']\n", + "\n", + " # Create and save the model\n", + " arima_results, lstm_model, scaler = create_hybrid_model(train_close_prices)\n", + " save_model(arima_results, lstm_model, scaler, 'saved_model')\n", + "\n", + " # Later, load the model and make predictions\n", + " loaded_arima, loaded_lstm, loaded_scaler = load_model('saved_model')\n", + " predictions = make_predictions(loaded_arima, loaded_lstm, loaded_scaler, test_close_prices)\n", + "\n", + " # Calculate accuracy metrics\n", + " mae = mean_absolute_error(test_close_prices, predictions)\n", + " rmse = np.sqrt(mean_squared_error(test_close_prices, predictions))\n", + " mape = np.mean(np.abs((test_close_prices - predictions) / test_close_prices)) * 100\n", + "\n", + " print(f\"Mean Absolute Error: ${mae:.2f}\")\n", + " print(f\"Root Mean Squared Error: ${rmse:.2f}\")\n", + " print(f\"Mean Absolute Percentage Error: {mape:.2f}%\")\n", + "\n", + " # Plot results\n", + " import matplotlib.pyplot as plt\n", + "\n", + " plt.figure(figsize=(12,6))\n", + " plt.plot(test_data['Date'], test_close_prices, label='Actual Prices')\n", + " plt.plot(test_data['Date'], predictions, label='Predicted Prices')\n", + " plt.title('Actual vs Predicted Stock Prices')\n", + " plt.xlabel('Date')\n", + " plt.ylabel('Price')\n", + " plt.legend()\n", + " plt.xticks(rotation=45)\n", + " plt.tight_layout()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "from statsmodels.tsa.arima.model import ARIMA\n", + "from pmdarima import auto_arima\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from tensorflow.keras.models import Sequential, load_model\n", + "from tensorflow.keras.layers import Dense, LSTM\n", + "from tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint\n", + "from sklearn.metrics import mean_absolute_error, mean_squared_error\n", + "import joblib # For saving the ARIMA model\n", + "import os\n", + "\n", + "# Data preparation\n", + "def prepare_data(data, time_steps):\n", + " X, y = [], []\n", + " for i in range(len(data) - time_steps):\n", + " X.append(data[i:(i + time_steps), 0])\n", + " y.append(data[i + time_steps, 0])\n", + " return np.array(X), np.array(y)\n", + "\n", + "# Hybrid ARIMA-LSTM Model\n", + "def hybrid_model(train_data, test_data, time_steps=60, model_dir='./model'):\n", + " # Ensure data is a numpy array\n", + " train_df = np.array(train_data).reshape(-1, 1)\n", + " train_df = pd.DataFrame(train_df).ffill().values\n", + "\n", + " # Create a directory to save models if it doesn't exist\n", + " if not os.path.exists(model_dir):\n", + " os.makedirs(model_dir)\n", + "\n", + " # ARIMA Model\n", + " arima_model_path = os.path.join(model_dir, 'arima_model.pkl')\n", + " if not os.path.exists(arima_model_path):\n", + " model_auto = auto_arima(train_df, start_p=1, start_q=1, max_p=3, max_q=3, m=1,\n", + " d=None, seasonal=False, start_P=0, D=0, trace=True,\n", + " error_action='ignore', suppress_warnings=True, stepwise=True)\n", + "\n", + " arima_model = ARIMA(train_df, order=model_auto.order)\n", + " arima_results = arima_model.fit()\n", + " # Save ARIMA model\n", + " joblib.dump(arima_results, arima_model_path)\n", + " else:\n", + " arima_results = joblib.load(arima_model_path)\n", + "\n", + " # Get ARIMA residuals\n", + " arima_residuals = train_df - arima_results.fittedvalues.reshape(-1, 1)\n", + " arima_residuals = np.nan_to_num(arima_residuals)\n", + "\n", + " # Prepare data for LSTM\n", + " scaler = MinMaxScaler()\n", + " residuals_scaled = scaler.fit_transform(arima_residuals)\n", + "\n", + " X, y = prepare_data(residuals_scaled, time_steps)\n", + " X = np.reshape(X, (X.shape[0], X.shape[1], 1))\n", + "\n", + " # LSTM Model\n", + " lstm_model_path = os.path.join(model_dir, 'lstm_model.keras') # Updated file extension\n", + " if not os.path.exists(lstm_model_path):\n", + " lstm_model = Sequential([\n", + " LSTM(units=50, return_sequences=True, input_shape=(X.shape[1], 1)),\n", + " LSTM(units=50),\n", + " Dense(units=1)\n", + " ])\n", + " lstm_model.compile(optimizer='adam', loss='mean_squared_error')\n", + "\n", + " # Early stopping and model checkpoint\n", + " early_stopping = EarlyStopping(monitor='loss', patience=10, restore_best_weights=True)\n", + " model_checkpoint = ModelCheckpoint(lstm_model_path, save_best_only=True, monitor='loss')\n", + "\n", + " # Train LSTM model\n", + " lstm_model.fit(X, y, epochs=50, batch_size=32, verbose=1, callbacks=[early_stopping, model_checkpoint])\n", + "\n", + " else:\n", + " lstm_model = load_model(lstm_model_path)\n", + "\n", + " # Make predictions for test data\n", + " predictions = []\n", + " test_data = np.array(test_data).reshape(-1, 1)\n", + " combined_data = np.vstack((train_df, test_data))\n", + "\n", + " for i in range(len(test_data)):\n", + " # ARIMA prediction\n", + " arima_forecast = arima_results.forecast(steps=1)\n", + "\n", + " # LSTM prediction\n", + " last_60_days = scaler.transform(combined_data[-(time_steps+1):-1])\n", + " X_test = np.array([last_60_days])\n", + " X_test = np.reshape(X_test, (X_test.shape[0], X_test.shape[1], 1))\n", + " lstm_prediction = lstm_model.predict(X_test)\n", + " lstm_prediction = scaler.inverse_transform(lstm_prediction)\n", + "\n", + " # Combine predictions\n", + " hybrid_prediction = arima_forecast + lstm_prediction[0][0]\n", + " predictions.append(hybrid_prediction[0])\n", + "\n", + " # Update ARIMA model with test data\n", + " arima_results = arima_model.append(test_data[i]).fit()\n", + "\n", + " return np.array(predictions)\n", + "\n", + "# Load and prepare data\n", + "train_data = pd.read_csv('../Data/SBI Train data.csv')\n", + "test_data = pd.read_csv('../Data/SBI Test data.csv')\n", + "\n", + "train_close_prices = train_data['Close']\n", + "test_close_prices = test_data['Close']\n", + "\n", + "# Make predictions\n", + "predictions = hybrid_model(train_close_prices, test_close_prices)\n", + "\n", + "# Calculate accuracy metrics\n", + "mae = mean_absolute_error(test_close_prices, predictions)\n", + "rmse = np.sqrt(mean_squared_error(test_close_prices, predictions))\n", + "\n", + "print(f\"Mean Absolute Error: ${mae:.2f}\")\n", + "print(f\"Root Mean Squared Error: ${rmse:.2f}\")\n", + "\n", + "# Calculate Mean Absolute Percentage Error (MAPE)\n", + "mape = np.mean(np.abs((test_close_prices - predictions) / test_close_prices)) * 100\n", + "print(f\"Mean Absolute Percentage Error: {mape:.2f}%\")\n", + "\n", + "# Plot actual vs predicted prices\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.figure(figsize=(12,6))\n", + "plt.plot(test_data['Date'], test_close_prices, label='Actual Prices')\n", + "plt.plot(test_data['Date'], predictions, label='Predicted Prices')\n", + "plt.title('Actual vs Predicted Stock Prices')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Price')\n", + "plt.legend()\n", + "plt.xticks(rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/ARIMA/hybrid.ipynb b/ARIMA/hybrid.ipynb index 491551d..e5870cb 100644 --- a/ARIMA/hybrid.ipynb +++ b/ARIMA/hybrid.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -10,42 +10,32 @@ "output_type": "stream", "text": [ "Performing stepwise search to minimize aic\n", - " ARIMA(1,1,1)(0,0,0)[0] intercept : AIC=30202.237, Time=0.62 sec\n", - " ARIMA(0,1,0)(0,0,0)[0] intercept : AIC=30233.097, Time=0.05 sec\n", - " ARIMA(1,1,0)(0,0,0)[0] intercept : AIC=30205.175, Time=0.16 sec\n", - " ARIMA(0,1,1)(0,0,0)[0] intercept : AIC=30203.304, Time=0.22 sec\n", - " ARIMA(0,1,0)(0,0,0)[0] : AIC=30231.827, Time=0.04 sec\n", - " ARIMA(2,1,1)(0,0,0)[0] intercept : AIC=30196.421, Time=0.84 sec\n", - " ARIMA(2,1,0)(0,0,0)[0] intercept : AIC=30201.003, Time=0.20 sec\n", - " ARIMA(3,1,1)(0,0,0)[0] intercept : AIC=30198.399, Time=1.24 sec\n", - " ARIMA(2,1,2)(0,0,0)[0] intercept : AIC=30198.353, Time=1.94 sec\n", - " ARIMA(1,1,2)(0,0,0)[0] intercept : AIC=30196.789, Time=1.17 sec\n", - " ARIMA(3,1,0)(0,0,0)[0] intercept : AIC=30202.291, Time=0.30 sec\n", - " ARIMA(3,1,2)(0,0,0)[0] intercept : AIC=30199.886, Time=1.15 sec\n", - " ARIMA(2,1,1)(0,0,0)[0] : AIC=30195.213, Time=0.28 sec\n", - " ARIMA(1,1,1)(0,0,0)[0] : AIC=30200.893, Time=0.38 sec\n", - " ARIMA(2,1,0)(0,0,0)[0] : AIC=30199.679, Time=0.09 sec\n", - " ARIMA(3,1,1)(0,0,0)[0] : AIC=30197.192, Time=0.56 sec\n", - " ARIMA(2,1,2)(0,0,0)[0] : AIC=30197.148, Time=0.97 sec\n", - " ARIMA(1,1,0)(0,0,0)[0] : AIC=30203.808, Time=0.06 sec\n", - " ARIMA(1,1,2)(0,0,0)[0] : AIC=30195.578, Time=0.44 sec\n", - " ARIMA(3,1,0)(0,0,0)[0] : AIC=30200.982, Time=0.13 sec\n", - " ARIMA(3,1,2)(0,0,0)[0] : AIC=30198.679, Time=0.51 sec\n", + " ARIMA(1,1,1)(0,0,0)[0] intercept : AIC=30240.523, Time=2.28 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] intercept : AIC=30272.252, Time=0.19 sec\n", + " ARIMA(1,1,0)(0,0,0)[0] intercept : AIC=30243.723, Time=0.54 sec\n", + " ARIMA(0,1,1)(0,0,0)[0] intercept : AIC=30241.768, Time=0.77 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] : AIC=30270.982, Time=0.17 sec\n", + " ARIMA(2,1,1)(0,0,0)[0] intercept : AIC=30234.621, Time=2.66 sec\n", + " ARIMA(2,1,0)(0,0,0)[0] intercept : AIC=30239.276, Time=0.76 sec\n", + " ARIMA(3,1,1)(0,0,0)[0] intercept : AIC=30236.607, Time=4.12 sec\n", + " ARIMA(2,1,2)(0,0,0)[0] intercept : AIC=30236.577, Time=6.50 sec\n", + " ARIMA(1,1,2)(0,0,0)[0] intercept : AIC=30234.958, Time=3.86 sec\n", + " ARIMA(3,1,0)(0,0,0)[0] intercept : AIC=30240.618, Time=1.05 sec\n", + " ARIMA(3,1,2)(0,0,0)[0] intercept : AIC=30237.920, Time=5.87 sec\n", + " ARIMA(2,1,1)(0,0,0)[0] : AIC=30233.414, Time=0.94 sec\n", + " ARIMA(1,1,1)(0,0,0)[0] : AIC=30239.179, Time=1.16 sec\n", + " ARIMA(2,1,0)(0,0,0)[0] : AIC=30237.952, Time=0.39 sec\n", + " ARIMA(3,1,1)(0,0,0)[0] : AIC=30235.401, Time=1.76 sec\n", + " ARIMA(2,1,2)(0,0,0)[0] : AIC=30235.372, Time=2.71 sec\n", + " ARIMA(1,1,0)(0,0,0)[0] : AIC=30242.355, Time=0.28 sec\n", + " ARIMA(1,1,2)(0,0,0)[0] : AIC=30233.748, Time=1.51 sec\n", + " ARIMA(3,1,0)(0,0,0)[0] : AIC=30239.309, Time=0.48 sec\n", + " ARIMA(3,1,2)(0,0,0)[0] : AIC=30236.712, Time=2.50 sec\n", "\n", "Best model: ARIMA(2,1,1)(0,0,0)[0] \n", - "Total fit time: 11.362 seconds\n" - ] - }, - { - "ename": "AttributeError", - "evalue": "'numpy.ndarray' object has no attribute 'values'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[2], line 71\u001b[0m\n\u001b[0;32m 68\u001b[0m custom_data \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m../Data/SBI Train data.csv\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 69\u001b[0m close_prices \u001b[38;5;241m=\u001b[39m custom_data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mClose\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m---> 71\u001b[0m prediction \u001b[38;5;241m=\u001b[39m \u001b[43mhybrid_model\u001b[49m\u001b[43m(\u001b[49m\u001b[43mclose_prices\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 72\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mHybrid model prediction for next day closing price: $\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mprediction\u001b[38;5;132;01m:\u001b[39;00m\u001b[38;5;124m.2f\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n", - "Cell \u001b[1;32mIn[2], line 34\u001b[0m, in \u001b[0;36mhybrid_model\u001b[1;34m(data, time_steps)\u001b[0m\n\u001b[0;32m 31\u001b[0m arima_results \u001b[38;5;241m=\u001b[39m arima_model\u001b[38;5;241m.\u001b[39mfit()\n\u001b[0;32m 33\u001b[0m \u001b[38;5;66;03m# Get ARIMA residuals\u001b[39;00m\n\u001b[1;32m---> 34\u001b[0m arima_residuals \u001b[38;5;241m=\u001b[39m df \u001b[38;5;241m-\u001b[39m \u001b[43marima_results\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfittedvalues\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvalues\u001b[49m\u001b[38;5;241m.\u001b[39mreshape(\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m1\u001b[39m)\n\u001b[0;32m 36\u001b[0m \u001b[38;5;66;03m# Prepare data for LSTM\u001b[39;00m\n\u001b[0;32m 37\u001b[0m scaler \u001b[38;5;241m=\u001b[39m MinMaxScaler()\n", - "\u001b[1;31mAttributeError\u001b[0m: 'numpy.ndarray' object has no attribute 'values'" + "Total fit time: 40.526 seconds\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 601ms/step\n", + "Hybrid model prediction for next day closing price: $244.92\n" ] } ], @@ -56,7 +46,7 @@ "from pmdarima import auto_arima\n", "from sklearn.preprocessing import MinMaxScaler\n", "from tensorflow.keras.models import Sequential\n", - "from tensorflow.keras.layers import Dense, LSTM\n", + "from tensorflow.keras.layers import Dense, LSTM, Input\n", "\n", "def prepare_data(data, time_steps):\n", " X, y = [], []\n", @@ -74,6 +64,8 @@ " \n", " df = df.reshape(-1, 1)\n", "\n", + " df = pd.DataFrame(df).ffill().values\n", + "\n", " # ARIMA model\n", " model_auto = auto_arima(df, start_p=1, start_q=1, max_p=3, max_q=3, m=1,\n", " d=None, seasonal=False, start_P=0, D=0, trace=True,\n", @@ -83,8 +75,9 @@ " arima_results = arima_model.fit()\n", "\n", " # Get ARIMA residuals\n", - " arima_residuals = df - arima_results.fittedvalues.values.reshape(-1, 1)\n", - "\n", + " arima_residuals = df - arima_results.fittedvalues.reshape(-1, 1)\n", + " arima_residuals = np.nan_to_num(arima_residuals)\n", + " \n", " # Prepare data for LSTM\n", " scaler = MinMaxScaler()\n", " residuals_scaled = scaler.fit_transform(arima_residuals)\n", @@ -94,7 +87,8 @@ "\n", " # LSTM model\n", " lstm_model = Sequential([\n", - " LSTM(units=50, return_sequences=True, input_shape=(X.shape[1], 1)),\n", + " Input(shape=(X.shape[1], 1)),\n", + " LSTM(units=50, return_sequences=True), \n", " LSTM(units=50),\n", " Dense(units=1)\n", " ])\n", @@ -126,7 +120,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -134,46 +128,32 @@ "output_type": "stream", "text": [ "Performing stepwise search to minimize aic\n", - " ARIMA(1,1,1)(0,0,0)[0] intercept : AIC=30202.237, Time=1.22 sec\n", - " ARIMA(0,1,0)(0,0,0)[0] intercept : AIC=30233.097, Time=0.09 sec\n", - " ARIMA(1,1,0)(0,0,0)[0] intercept : AIC=30205.175, Time=0.55 sec\n", - " ARIMA(0,1,1)(0,0,0)[0] intercept : AIC=30203.304, Time=0.46 sec\n", - " ARIMA(0,1,0)(0,0,0)[0] : AIC=30231.827, Time=0.06 sec\n", - " ARIMA(2,1,1)(0,0,0)[0] intercept : AIC=30196.421, Time=1.17 sec\n", - " ARIMA(2,1,0)(0,0,0)[0] intercept : AIC=30201.003, Time=0.20 sec\n", - " ARIMA(3,1,1)(0,0,0)[0] intercept : AIC=30198.399, Time=1.24 sec\n", - " ARIMA(2,1,2)(0,0,0)[0] intercept : AIC=30198.353, Time=1.94 sec\n", - " ARIMA(1,1,2)(0,0,0)[0] intercept : AIC=30196.789, Time=1.18 sec\n", - " ARIMA(3,1,0)(0,0,0)[0] intercept : AIC=30202.291, Time=0.31 sec\n", - " ARIMA(3,1,2)(0,0,0)[0] intercept : AIC=30199.886, Time=1.17 sec\n", - " ARIMA(2,1,1)(0,0,0)[0] : AIC=30195.213, Time=0.31 sec\n", - " ARIMA(1,1,1)(0,0,0)[0] : AIC=30200.893, Time=0.39 sec\n", - " ARIMA(2,1,0)(0,0,0)[0] : AIC=30199.679, Time=0.08 sec\n", - " ARIMA(3,1,1)(0,0,0)[0] : AIC=30197.192, Time=0.57 sec\n", - " ARIMA(2,1,2)(0,0,0)[0] : AIC=30197.148, Time=0.97 sec\n", - " ARIMA(1,1,0)(0,0,0)[0] : AIC=30203.808, Time=0.07 sec\n", - " ARIMA(1,1,2)(0,0,0)[0] : AIC=30195.578, Time=0.45 sec\n", - " ARIMA(3,1,0)(0,0,0)[0] : AIC=30200.982, Time=0.14 sec\n", - " ARIMA(3,1,2)(0,0,0)[0] : AIC=30198.679, Time=0.55 sec\n", + " ARIMA(1,1,1)(0,0,0)[0] intercept : AIC=30240.523, Time=2.25 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] intercept : AIC=30272.252, Time=0.22 sec\n", + " ARIMA(1,1,0)(0,0,0)[0] intercept : AIC=30243.723, Time=0.58 sec\n", + " ARIMA(0,1,1)(0,0,0)[0] intercept : AIC=30241.768, Time=0.82 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] : AIC=30270.982, Time=0.15 sec\n", + " ARIMA(2,1,1)(0,0,0)[0] intercept : AIC=30234.621, Time=2.72 sec\n", + " ARIMA(2,1,0)(0,0,0)[0] intercept : AIC=30239.276, Time=0.84 sec\n", + " ARIMA(3,1,1)(0,0,0)[0] intercept : AIC=30236.607, Time=4.21 sec\n", + " ARIMA(2,1,2)(0,0,0)[0] intercept : AIC=30236.577, Time=6.49 sec\n", + " ARIMA(1,1,2)(0,0,0)[0] intercept : AIC=30234.958, Time=4.04 sec\n", + " ARIMA(3,1,0)(0,0,0)[0] intercept : AIC=30240.618, Time=1.13 sec\n", + " ARIMA(3,1,2)(0,0,0)[0] intercept : AIC=30237.920, Time=6.01 sec\n", + " ARIMA(2,1,1)(0,0,0)[0] : AIC=30233.414, Time=1.07 sec\n", + " ARIMA(1,1,1)(0,0,0)[0] : AIC=30239.179, Time=1.18 sec\n", + " ARIMA(2,1,0)(0,0,0)[0] : AIC=30237.952, Time=0.35 sec\n", + " ARIMA(3,1,1)(0,0,0)[0] : AIC=30235.401, Time=1.82 sec\n", + " ARIMA(2,1,2)(0,0,0)[0] : AIC=30235.372, Time=2.42 sec\n", + " ARIMA(1,1,0)(0,0,0)[0] : AIC=30242.355, Time=0.29 sec\n", + " ARIMA(1,1,2)(0,0,0)[0] : AIC=30233.748, Time=1.49 sec\n", + " ARIMA(3,1,0)(0,0,0)[0] : AIC=30239.309, Time=0.54 sec\n", + " ARIMA(3,1,2)(0,0,0)[0] : AIC=30236.712, Time=2.61 sec\n", "\n", "Best model: ARIMA(2,1,1)(0,0,0)[0] \n", - "Total fit time: 13.125 seconds\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\agraw\\AppData\\Roaming\\Python\\Python311\\site-packages\\keras\\src\\layers\\rnn\\rnn.py:204: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", - " super().__init__(**kwargs)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 148ms/step\n", - "Hybrid model prediction for next day closing price: $245.77\n" + "Total fit time: 41.259 seconds\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 499ms/step\n", + "Hybrid model prediction for next day closing price: $245.04\n" ] } ], @@ -184,7 +164,7 @@ "from pmdarima import auto_arima\n", "from sklearn.preprocessing import MinMaxScaler\n", "from tensorflow.keras.models import Sequential\n", - "from tensorflow.keras.layers import Dense, LSTM\n", + "from tensorflow.keras.layers import Dense, LSTM, Input\n", "\n", "def prepare_data(data, time_steps):\n", " X, y = [], []\n", @@ -204,6 +184,8 @@ " \n", " df = df.reshape(-1, 1)\n", "\n", + " df = pd.DataFrame(df).ffill().values\n", + "\n", " # ARIMA model\n", " model_auto = auto_arima(df, start_p=1, start_q=1, max_p=3, max_q=3, m=1,\n", " d=None, seasonal=False, start_P=0, D=0, trace=True,\n", @@ -214,6 +196,7 @@ "\n", " # Get ARIMA residuals\n", " arima_residuals = df - arima_results.fittedvalues.reshape(-1, 1)\n", + " arima_residuals = np.nan_to_num(arima_residuals)\n", "\n", " # Prepare data for LSTM\n", " scaler = MinMaxScaler()\n", @@ -224,7 +207,8 @@ "\n", " # LSTM model\n", " lstm_model = Sequential([\n", - " LSTM(units=50, return_sequences=True, input_shape=(X.shape[1], 1)),\n", + " Input(shape=(X.shape[1], 1)),\n", + " LSTM(units=50, return_sequences=True), \n", " LSTM(units=50),\n", " Dense(units=1)\n", " ])\n", @@ -255,68 +239,9 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Performing stepwise search to minimize aic\n", - " ARIMA(1,1,1)(0,0,0)[0] intercept : AIC=30202.237, Time=0.62 sec\n", - " ARIMA(0,1,0)(0,0,0)[0] intercept : AIC=30233.097, Time=0.05 sec\n", - " ARIMA(1,1,0)(0,0,0)[0] intercept : AIC=30205.175, Time=0.15 sec\n", - " ARIMA(0,1,1)(0,0,0)[0] intercept : AIC=30203.304, Time=0.21 sec\n", - " ARIMA(0,1,0)(0,0,0)[0] : AIC=30231.827, Time=0.03 sec\n", - " ARIMA(2,1,1)(0,0,0)[0] intercept : AIC=30196.421, Time=0.85 sec\n", - " ARIMA(2,1,0)(0,0,0)[0] intercept : AIC=30201.003, Time=0.21 sec\n", - " ARIMA(3,1,1)(0,0,0)[0] intercept : AIC=30198.399, Time=1.25 sec\n", - " ARIMA(2,1,2)(0,0,0)[0] intercept : AIC=30198.353, Time=1.96 sec\n", - " ARIMA(1,1,2)(0,0,0)[0] intercept : AIC=30196.789, Time=1.21 sec\n", - " ARIMA(3,1,0)(0,0,0)[0] intercept : AIC=30202.291, Time=0.32 sec\n", - " ARIMA(3,1,2)(0,0,0)[0] intercept : AIC=30199.886, Time=1.15 sec\n", - " ARIMA(2,1,1)(0,0,0)[0] : AIC=30195.213, Time=0.29 sec\n", - " ARIMA(1,1,1)(0,0,0)[0] : AIC=30200.893, Time=0.43 sec\n", - " ARIMA(2,1,0)(0,0,0)[0] : AIC=30199.679, Time=0.09 sec\n", - " ARIMA(3,1,1)(0,0,0)[0] : AIC=30197.192, Time=0.58 sec\n", - " ARIMA(2,1,2)(0,0,0)[0] : AIC=30197.148, Time=1.01 sec\n", - " ARIMA(1,1,0)(0,0,0)[0] : AIC=30203.808, Time=0.06 sec\n", - " ARIMA(1,1,2)(0,0,0)[0] : AIC=30195.578, Time=0.44 sec\n", - " ARIMA(3,1,0)(0,0,0)[0] : AIC=30200.982, Time=0.15 sec\n", - " ARIMA(3,1,2)(0,0,0)[0] : AIC=30198.679, Time=0.52 sec\n", - "\n", - "Best model: ARIMA(2,1,1)(0,0,0)[0] \n", - "Total fit time: 11.613 seconds\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\agraw\\AppData\\Roaming\\Python\\Python311\\site-packages\\keras\\src\\layers\\rnn\\rnn.py:204: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", - " super().__init__(**kwargs)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 140ms/step\n" - ] - }, - { - "ename": "AttributeError", - "evalue": "'ARIMA' object has no attribute 'append'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[4], line 88\u001b[0m\n\u001b[0;32m 85\u001b[0m test_close_prices \u001b[38;5;241m=\u001b[39m test_data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mClose\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[0;32m 87\u001b[0m \u001b[38;5;66;03m# Make predictions\u001b[39;00m\n\u001b[1;32m---> 88\u001b[0m predictions \u001b[38;5;241m=\u001b[39m \u001b[43mhybrid_model\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtrain_close_prices\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtest_close_prices\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 90\u001b[0m \u001b[38;5;66;03m# Calculate accuracy metrics\u001b[39;00m\n\u001b[0;32m 91\u001b[0m mae \u001b[38;5;241m=\u001b[39m mean_absolute_error(test_close_prices, predictions)\n", - "Cell \u001b[1;32mIn[4], line 76\u001b[0m, in \u001b[0;36mhybrid_model\u001b[1;34m(train_data, test_data, time_steps)\u001b[0m\n\u001b[0;32m 73\u001b[0m predictions\u001b[38;5;241m.\u001b[39mappend(hybrid_prediction[\u001b[38;5;241m0\u001b[39m])\n\u001b[0;32m 75\u001b[0m \u001b[38;5;66;03m# Update ARIMA model\u001b[39;00m\n\u001b[1;32m---> 76\u001b[0m arima_results \u001b[38;5;241m=\u001b[39m \u001b[43marima_model\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mappend\u001b[49m(test_data[i])\u001b[38;5;241m.\u001b[39mfit()\n\u001b[0;32m 78\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39marray(predictions)\n", - "\u001b[1;31mAttributeError\u001b[0m: 'ARIMA' object has no attribute 'append'" - ] - } - ], + "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", @@ -324,7 +249,7 @@ "from pmdarima import auto_arima\n", "from sklearn.preprocessing import MinMaxScaler\n", "from tensorflow.keras.models import Sequential\n", - "from tensorflow.keras.layers import Dense, LSTM\n", + "from tensorflow.keras.layers import Dense, LSTM, Input\n", "from sklearn.metrics import mean_absolute_error, mean_squared_error\n", "\n", "def prepare_data(data, time_steps):\n", @@ -338,13 +263,15 @@ " # Ensure data is numpy array\n", " if isinstance(train_data, pd.Series):\n", " train_df = train_data.values\n", - " elif isinstance(train_data, pd.DataFrame):\n", - " train_df = train_data.values\n", + " if isinstance(test_data, pd.DataFrame):\n", + " test_df = train_data.values\n", " else:\n", " train_df = np.array(train_data)\n", " \n", " train_df = train_df.reshape(-1, 1)\n", "\n", + " train_df = pd.DataFrame(train_df).ffill().values\n", + "\n", " # ARIMA model\n", " model_auto = auto_arima(train_df, start_p=1, start_q=1, max_p=3, max_q=3, m=1,\n", " d=None, seasonal=False, start_P=0, D=0, trace=True,\n", @@ -355,6 +282,7 @@ "\n", " # Get ARIMA residuals\n", " arima_residuals = train_df - arima_results.fittedvalues.reshape(-1, 1)\n", + " arima_residuals = np.nan_to_num(arima_residuals)\n", "\n", " # Prepare data for LSTM\n", " scaler = MinMaxScaler()\n", @@ -365,7 +293,8 @@ "\n", " # LSTM model\n", " lstm_model = Sequential([\n", - " LSTM(units=50, return_sequences=True, input_shape=(X.shape[1], 1)),\n", + " Input(shape=(X.shape[1], 1)),\n", + " LSTM(units=50, return_sequences=True), \n", " LSTM(units=50),\n", " Dense(units=1)\n", " ])\n", @@ -435,68 +364,9 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Performing stepwise search to minimize aic\n", - " ARIMA(1,1,1)(0,0,0)[0] intercept : AIC=30202.237, Time=0.63 sec\n", - " ARIMA(0,1,0)(0,0,0)[0] intercept : AIC=30233.097, Time=0.05 sec\n", - " ARIMA(1,1,0)(0,0,0)[0] intercept : AIC=30205.175, Time=0.17 sec\n", - " ARIMA(0,1,1)(0,0,0)[0] intercept : AIC=30203.304, Time=0.24 sec\n", - " ARIMA(0,1,0)(0,0,0)[0] : AIC=30231.827, Time=0.04 sec\n", - " ARIMA(2,1,1)(0,0,0)[0] intercept : AIC=30196.421, Time=0.93 sec\n", - " ARIMA(2,1,0)(0,0,0)[0] intercept : AIC=30201.003, Time=0.23 sec\n", - " ARIMA(3,1,1)(0,0,0)[0] intercept : AIC=30198.399, Time=1.30 sec\n", - " ARIMA(2,1,2)(0,0,0)[0] intercept : AIC=30198.353, Time=1.94 sec\n", - " ARIMA(1,1,2)(0,0,0)[0] intercept : AIC=30196.789, Time=1.22 sec\n", - " ARIMA(3,1,0)(0,0,0)[0] intercept : AIC=30202.291, Time=0.30 sec\n", - " ARIMA(3,1,2)(0,0,0)[0] intercept : AIC=30199.886, Time=1.15 sec\n", - " ARIMA(2,1,1)(0,0,0)[0] : AIC=30195.213, Time=0.31 sec\n", - " ARIMA(1,1,1)(0,0,0)[0] : AIC=30200.893, Time=0.42 sec\n", - " ARIMA(2,1,0)(0,0,0)[0] : AIC=30199.679, Time=0.10 sec\n", - " ARIMA(3,1,1)(0,0,0)[0] : AIC=30197.192, Time=0.61 sec\n", - " ARIMA(2,1,2)(0,0,0)[0] : AIC=30197.148, Time=1.00 sec\n", - " ARIMA(1,1,0)(0,0,0)[0] : AIC=30203.808, Time=0.05 sec\n", - " ARIMA(1,1,2)(0,0,0)[0] : AIC=30195.578, Time=0.45 sec\n", - " ARIMA(3,1,0)(0,0,0)[0] : AIC=30200.982, Time=0.14 sec\n", - " ARIMA(3,1,2)(0,0,0)[0] : AIC=30198.679, Time=0.54 sec\n", - "\n", - "Best model: ARIMA(2,1,1)(0,0,0)[0] \n", - "Total fit time: 11.839 seconds\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\agraw\\AppData\\Roaming\\Python\\Python311\\site-packages\\keras\\src\\layers\\rnn\\rnn.py:204: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", - " super().__init__(**kwargs)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 134ms/step\n" - ] - }, - { - "ename": "AttributeError", - "evalue": "'ARIMA' object has no attribute 'append'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[5], line 88\u001b[0m\n\u001b[0;32m 85\u001b[0m test_close_prices \u001b[38;5;241m=\u001b[39m test_data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mClose\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[0;32m 87\u001b[0m \u001b[38;5;66;03m# Make predictions\u001b[39;00m\n\u001b[1;32m---> 88\u001b[0m predictions \u001b[38;5;241m=\u001b[39m \u001b[43mhybrid_model\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtrain_close_prices\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtest_close_prices\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 90\u001b[0m \u001b[38;5;66;03m# Calculate accuracy metrics\u001b[39;00m\n\u001b[0;32m 91\u001b[0m mae \u001b[38;5;241m=\u001b[39m mean_absolute_error(test_close_prices, predictions)\n", - "Cell \u001b[1;32mIn[5], line 76\u001b[0m, in \u001b[0;36mhybrid_model\u001b[1;34m(train_data, test_data, time_steps)\u001b[0m\n\u001b[0;32m 73\u001b[0m predictions\u001b[38;5;241m.\u001b[39mappend(hybrid_prediction[\u001b[38;5;241m0\u001b[39m])\n\u001b[0;32m 75\u001b[0m \u001b[38;5;66;03m# Update ARIMA model\u001b[39;00m\n\u001b[1;32m---> 76\u001b[0m arima_results \u001b[38;5;241m=\u001b[39m \u001b[43marima_model\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mappend\u001b[49m(test_data[i])\u001b[38;5;241m.\u001b[39mfit()\n\u001b[0;32m 78\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39marray(predictions)\n", - "\u001b[1;31mAttributeError\u001b[0m: 'ARIMA' object has no attribute 'append'" - ] - } - ], + "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", @@ -504,7 +374,7 @@ "from pmdarima import auto_arima\n", "from sklearn.preprocessing import MinMaxScaler\n", "from tensorflow.keras.models import Sequential\n", - "from tensorflow.keras.layers import Dense, LSTM\n", + "from tensorflow.keras.layers import Dense, LSTM, Input\n", "from sklearn.metrics import mean_absolute_error, mean_squared_error\n", "\n", "def prepare_data(data, time_steps):\n", @@ -524,6 +394,7 @@ " train_df = np.array(train_data)\n", " \n", " train_df = train_df.reshape(-1, 1)\n", + " train_df = pd.DataFrame(train_df).ffill().values\n", "\n", " # ARIMA model\n", " model_auto = auto_arima(train_df, start_p=1, start_q=1, max_p=3, max_q=3, m=1,\n", @@ -535,6 +406,7 @@ "\n", " # Get ARIMA residuals\n", " arima_residuals = train_df - arima_results.fittedvalues.reshape(-1, 1)\n", + " arima_residuals = np.nan_to_num(arima_residuals)\n", "\n", " # Prepare data for LSTM\n", " scaler = MinMaxScaler()\n", @@ -545,7 +417,8 @@ "\n", " # LSTM model\n", " lstm_model = Sequential([\n", - " LSTM(units=50, return_sequences=True, input_shape=(X.shape[1], 1)),\n", + " Input(shape=(X.shape[1], 1)),\n", + " LSTM(units=50, return_sequences=True), \n", " LSTM(units=50),\n", " Dense(units=1)\n", " ])\n", @@ -615,64 +488,9 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Performing stepwise search to minimize aic\n", - " ARIMA(1,1,1)(0,0,0)[0] intercept : AIC=30202.237, Time=0.59 sec\n", - " ARIMA(0,1,0)(0,0,0)[0] intercept : AIC=30233.097, Time=0.06 sec\n", - " ARIMA(1,1,0)(0,0,0)[0] intercept : AIC=30205.175, Time=0.16 sec\n", - " ARIMA(0,1,1)(0,0,0)[0] intercept : AIC=30203.304, Time=0.25 sec\n", - " ARIMA(0,1,0)(0,0,0)[0] : AIC=30231.827, Time=0.04 sec\n", - " ARIMA(2,1,1)(0,0,0)[0] intercept : AIC=30196.421, Time=0.85 sec\n", - " ARIMA(2,1,0)(0,0,0)[0] intercept : AIC=30201.003, Time=0.20 sec\n", - " ARIMA(3,1,1)(0,0,0)[0] intercept : AIC=30198.399, Time=1.28 sec\n", - " ARIMA(2,1,2)(0,0,0)[0] intercept : AIC=30198.353, Time=2.09 sec\n", - " ARIMA(1,1,2)(0,0,0)[0] intercept : AIC=30196.789, Time=1.29 sec\n", - " ARIMA(3,1,0)(0,0,0)[0] intercept : AIC=30202.291, Time=0.33 sec\n", - " ARIMA(3,1,2)(0,0,0)[0] intercept : AIC=30199.886, Time=1.23 sec\n", - " ARIMA(2,1,1)(0,0,0)[0] : AIC=30195.213, Time=0.30 sec\n", - " ARIMA(1,1,1)(0,0,0)[0] : AIC=30200.893, Time=0.38 sec\n", - " ARIMA(2,1,0)(0,0,0)[0] : AIC=30199.679, Time=0.09 sec\n", - " ARIMA(3,1,1)(0,0,0)[0] : AIC=30197.192, Time=0.57 sec\n", - " ARIMA(2,1,2)(0,0,0)[0] : AIC=30197.148, Time=0.98 sec\n", - " ARIMA(1,1,0)(0,0,0)[0] : AIC=30203.808, Time=0.06 sec\n", - " ARIMA(1,1,2)(0,0,0)[0] : AIC=30195.578, Time=0.42 sec\n", - " ARIMA(3,1,0)(0,0,0)[0] : AIC=30200.982, Time=0.14 sec\n", - " ARIMA(3,1,2)(0,0,0)[0] : AIC=30198.679, Time=0.50 sec\n", - "\n", - "Best model: ARIMA(2,1,1)(0,0,0)[0] \n", - "Total fit time: 11.823 seconds\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\agraw\\AppData\\Roaming\\Python\\Python311\\site-packages\\keras\\src\\layers\\rnn\\rnn.py:204: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", - " super().__init__(**kwargs)\n", - "WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n" - ] - }, - { - "ename": "FileNotFoundError", - "evalue": "[Errno 2] No such file or directory: 'saved_model\\\\lstm_model.h5\\\\arima_model.pkl'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[6], line 122\u001b[0m\n\u001b[0;32m 119\u001b[0m save_model(arima_results, lstm_model, scaler, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msaved_model\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 121\u001b[0m \u001b[38;5;66;03m# Later, load the model and make predictions\u001b[39;00m\n\u001b[1;32m--> 122\u001b[0m loaded_arima, loaded_lstm, loaded_scaler \u001b[38;5;241m=\u001b[39m \u001b[43mload_model\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43msaved_model\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m 123\u001b[0m predictions \u001b[38;5;241m=\u001b[39m make_predictions(loaded_arima, loaded_lstm, loaded_scaler, test_close_prices)\n\u001b[0;32m 125\u001b[0m \u001b[38;5;66;03m# Calculate accuracy metrics\u001b[39;00m\n", - "Cell \u001b[1;32mIn[6], line 77\u001b[0m, in \u001b[0;36mload_model\u001b[1;34m(folder_path)\u001b[0m\n\u001b[0;32m 74\u001b[0m arima_results \u001b[38;5;241m=\u001b[39m joblib\u001b[38;5;241m.\u001b[39mload(os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mjoin(folder_path, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124marima_model.pkl\u001b[39m\u001b[38;5;124m'\u001b[39m))\n\u001b[0;32m 76\u001b[0m \u001b[38;5;66;03m# Load LSTM model\u001b[39;00m\n\u001b[1;32m---> 77\u001b[0m lstm_model \u001b[38;5;241m=\u001b[39m \u001b[43mload_model\u001b[49m\u001b[43m(\u001b[49m\u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpath\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mjoin\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfolder_path\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mlstm_model.h5\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 79\u001b[0m \u001b[38;5;66;03m# Load scaler\u001b[39;00m\n\u001b[0;32m 80\u001b[0m scaler \u001b[38;5;241m=\u001b[39m joblib\u001b[38;5;241m.\u001b[39mload(os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mjoin(folder_path, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mscaler.pkl\u001b[39m\u001b[38;5;124m'\u001b[39m))\n", - "Cell \u001b[1;32mIn[6], line 74\u001b[0m, in \u001b[0;36mload_model\u001b[1;34m(folder_path)\u001b[0m\n\u001b[0;32m 72\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mload_model\u001b[39m(folder_path):\n\u001b[0;32m 73\u001b[0m \u001b[38;5;66;03m# Load ARIMA model\u001b[39;00m\n\u001b[1;32m---> 74\u001b[0m arima_results \u001b[38;5;241m=\u001b[39m \u001b[43mjoblib\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload\u001b[49m\u001b[43m(\u001b[49m\u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpath\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mjoin\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfolder_path\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43marima_model.pkl\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 76\u001b[0m \u001b[38;5;66;03m# Load LSTM model\u001b[39;00m\n\u001b[0;32m 77\u001b[0m lstm_model \u001b[38;5;241m=\u001b[39m load_model(os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mjoin(folder_path, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlstm_model.h5\u001b[39m\u001b[38;5;124m'\u001b[39m))\n", - "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python311\\site-packages\\joblib\\numpy_pickle.py:579\u001b[0m, in \u001b[0;36mload\u001b[1;34m(filename, mmap_mode)\u001b[0m\n\u001b[0;32m 577\u001b[0m obj \u001b[38;5;241m=\u001b[39m _unpickle(fobj)\n\u001b[0;32m 578\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 579\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mfilename\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mrb\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m f:\n\u001b[0;32m 580\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m _read_fileobject(f, filename, mmap_mode) \u001b[38;5;28;01mas\u001b[39;00m fobj:\n\u001b[0;32m 581\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(fobj, \u001b[38;5;28mstr\u001b[39m):\n\u001b[0;32m 582\u001b[0m \u001b[38;5;66;03m# if the returned file object is a string, this means we\u001b[39;00m\n\u001b[0;32m 583\u001b[0m \u001b[38;5;66;03m# try to load a pickle file generated with an version of\u001b[39;00m\n\u001b[0;32m 584\u001b[0m \u001b[38;5;66;03m# Joblib so we load it with joblib compatibility function.\u001b[39;00m\n", - "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'saved_model\\\\lstm_model.h5\\\\arima_model.pkl'" - ] - } - ], + "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", @@ -680,7 +498,7 @@ "from pmdarima import auto_arima\n", "from sklearn.preprocessing import MinMaxScaler\n", "from tensorflow.keras.models import Sequential, load_model\n", - "from tensorflow.keras.layers import Dense, LSTM\n", + "from tensorflow.keras.layers import Dense, LSTM, Input\n", "from sklearn.metrics import mean_absolute_error, mean_squared_error\n", "import joblib\n", "import os\n", @@ -702,6 +520,7 @@ " train_df = np.array(train_data)\n", " \n", " train_df = train_df.reshape(-1, 1)\n", + " train_df = pd.DataFrame(train_df).ffill().values\n", "\n", " # ARIMA model\n", " model_auto = auto_arima(train_df, start_p=1, start_q=1, max_p=3, max_q=3, m=1,\n", @@ -713,6 +532,7 @@ "\n", " # Get ARIMA residuals\n", " arima_residuals = train_df - arima_results.fittedvalues.reshape(-1, 1)\n", + " arima_residuals = np.nan_to_num(arima_residuals)\n", "\n", " # Prepare data for LSTM\n", " scaler = MinMaxScaler()\n", @@ -723,7 +543,8 @@ "\n", " # LSTM model\n", " lstm_model = Sequential([\n", - " LSTM(units=50, return_sequences=True, input_shape=(X.shape[1], 1)),\n", + " Input(shape=(X.shape[1], 1)),\n", + " LSTM(units=50, return_sequences=True), \n", " LSTM(units=50),\n", " Dense(units=1)\n", " ])\n", @@ -824,43 +645,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WARNING:tensorflow:5 out of the last 5 calls to .one_step_on_data_distributed at 0x000002DD2831BCE0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:tensorflow:5 out of the last 5 calls to .one_step_on_data_distributed at 0x000002DD2831BCE0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 146ms/step\n" - ] - }, - { - "ename": "UnboundLocalError", - "evalue": "cannot access local variable 'arima_model' where it is not associated with a value", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mUnboundLocalError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[9], line 107\u001b[0m\n\u001b[0;32m 104\u001b[0m test_close_prices \u001b[38;5;241m=\u001b[39m test_data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mClose\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[0;32m 106\u001b[0m \u001b[38;5;66;03m# Make predictions\u001b[39;00m\n\u001b[1;32m--> 107\u001b[0m predictions \u001b[38;5;241m=\u001b[39m \u001b[43mhybrid_model\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtrain_close_prices\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtest_close_prices\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 109\u001b[0m \u001b[38;5;66;03m# Calculate accuracy metrics\u001b[39;00m\n\u001b[0;32m 110\u001b[0m mae \u001b[38;5;241m=\u001b[39m mean_absolute_error(test_close_prices, predictions)\n", - "Cell \u001b[1;32mIn[9], line 95\u001b[0m, in \u001b[0;36mhybrid_model\u001b[1;34m(train_data, test_data, time_steps, model_dir)\u001b[0m\n\u001b[0;32m 92\u001b[0m predictions\u001b[38;5;241m.\u001b[39mappend(hybrid_prediction[\u001b[38;5;241m0\u001b[39m])\n\u001b[0;32m 94\u001b[0m \u001b[38;5;66;03m# Update ARIMA model with test data\u001b[39;00m\n\u001b[1;32m---> 95\u001b[0m arima_results \u001b[38;5;241m=\u001b[39m \u001b[43marima_model\u001b[49m\u001b[38;5;241m.\u001b[39mappend(test_data[i])\u001b[38;5;241m.\u001b[39mfit()\n\u001b[0;32m 97\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39marray(predictions)\n", - "\u001b[1;31mUnboundLocalError\u001b[0m: cannot access local variable 'arima_model' where it is not associated with a value" - ] - } - ], + "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", @@ -886,6 +673,7 @@ "def hybrid_model(train_data, test_data, time_steps=60, model_dir='./model'):\n", " # Ensure data is a numpy array\n", " train_df = np.array(train_data).reshape(-1, 1)\n", + " train_df = pd.DataFrame(train_df).ffill().values\n", "\n", " # Create a directory to save models if it doesn't exist\n", " if not os.path.exists(model_dir):\n", @@ -907,6 +695,7 @@ "\n", " # Get ARIMA residuals\n", " arima_residuals = train_df - arima_results.fittedvalues.reshape(-1, 1)\n", + " arima_residuals = np.nan_to_num(arima_residuals)\n", "\n", " # Prepare data for LSTM\n", " scaler = MinMaxScaler()\n", @@ -1006,7 +795,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1020,9 +809,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.12.4" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/ARIMA/saved_model/arima_model.pkl b/ARIMA/saved_model/arima_model.pkl new file mode 100644 index 0000000..abda231 Binary files /dev/null and b/ARIMA/saved_model/arima_model.pkl differ diff --git a/ARIMA/saved_model/lstm_model.h5 b/ARIMA/saved_model/lstm_model.h5 new file mode 100644 index 0000000..57f2d66 Binary files /dev/null and b/ARIMA/saved_model/lstm_model.h5 differ diff --git a/ARIMA/saved_model/scaler.pkl b/ARIMA/saved_model/scaler.pkl new file mode 100644 index 0000000..6cff6ce Binary files /dev/null and b/ARIMA/saved_model/scaler.pkl differ diff --git a/Data Analysis/SBI Stock Analysis .png b/Data Analysis/SBI Stock Analysis .png new file mode 100644 index 0000000..0f2c8f8 Binary files /dev/null and b/Data Analysis/SBI Stock Analysis .png differ diff --git a/Data Analysis/SBI Stock Analysis Updated.pptx b/Data Analysis/SBI Stock Analysis Updated.pptx new file mode 100644 index 0000000..a3ab442 Binary files /dev/null and b/Data Analysis/SBI Stock Analysis Updated.pptx differ diff --git a/Data Analysis/SBI Stock Analysis Updated.twbx b/Data Analysis/SBI Stock Analysis Updated.twbx new file mode 100644 index 0000000..d654177 Binary files /dev/null and b/Data Analysis/SBI Stock Analysis Updated.twbx differ diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..a03b1d0 --- /dev/null +++ b/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2024 Rohit-Dubey + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. \ No newline at end of file diff --git a/PROJECT_STRUCTURE.md b/PROJECT_STRUCTURE.md new file mode 100644 index 0000000..1ed8936 --- /dev/null +++ b/PROJECT_STRUCTURE.md @@ -0,0 +1,95 @@ +## Project Structure ✨ + + +``` +├── ARIMA/ +│ ├── ARIMA_V2.ipynb +│ ├── README.md +│ ├── hybrid.ipynb +│ └── saved_model/ +│ ├── arima_model.pkl +│ ├── lstm_model.h5 +│ └── scaler.pkl +├── Contributing.md +├── Data/ +│ ├── SBI Test data.csv +│ ├── SBI Train data.csv +│ └── SBIN.csv +├── Financial Environment Segmentation/ +│ ├── Financial Environment Segmentation.ipynb +│ ├── Financial Insights - Market Segmentation.png +│ └── README.md +├── Images/ +│ ├── 212284100-561aa473-3905-4a80-b561-0d28506553ee.gif +│ ├── 329829127-e79eb6de-81b1-4ffb-b6ed-f018bb977e88.png +│ ├── Image +│ └── hacktober.png +├── Intel_Optimized/ +│ ├── ARIMA_V2.ipynb +│ ├── Stock_Price_Prediction_1.ipynb +│ ├── Stock_prediction_Data_Analysis.ipynb +│ ├── buy_sell_recommendation_system.ipynb +│ ├── hybrid.ipynb +│ ├── readme.md +│ ├── reduced_redundancy_stock_price_prediction.ipynb +│ └── requirements.txt +├── InvestWise - Stock Prediction Model.png +├── LICENSE +├── Market Trend Classification Model/ +│ ├── Market Trend Classification Model.ipynb +│ ├── MarketTrend Analytics - Classification Model.png +│ └── README.md +├── Multi-Asset Portfolio Modeling/ +│ ├── Multi-Asset Portfolio Modeling.ipynb +│ └── README.md +├── PROJECT_STRUCTURE.md +├── Python File/ +│ ├── Stock_Price_Prediction.ipynb +│ ├── Stock_Price_Prediction_BACKUP_19716.ipynb +│ ├── Stock_Price_Prediction_BACKUP_20502.ipynb +│ ├── Stock_Price_Prediction_BASE_19716.ipynb +│ ├── Stock_Price_Prediction_BASE_20502.ipynb +│ ├── Stock_Price_Prediction_LOCAL_19716.ipynb +│ ├── Stock_Price_Prediction_LOCAL_20502.ipynb +│ ├── Stock_Price_Prediction_REMOTE_19716.ipynb +│ └── Stock_Price_Prediction_REMOTE_20502.ipynb +├── README.md +├── SBIN.csv +├── Stock_Price_Prediction(Updated).ipynb +├── Stock_Price_Prediction.ipynb +├── Stock_Recommendation.ipynb +├── Stock_prediction_Data_Analysis.ipynb +├── Updated_SBIN.csv +├── VWAP_included_stock_price_prediction.ipynb +├── buy_sell_recommendation_system.ipynb +├── candlestick_chart.html +├── catboost_info/ +│ ├── catboost_training.json +│ ├── learn/ +│ │ └── events.out.tfevents +│ ├── learn_error.tsv +│ └── time_left.tsv +├── code-of-conduct.md +├── images/ +│ ├── 085ee2d1-3544-4bed-a558-5b0b801e806b.jpeg +│ ├── 6c9ebb5b-a8ed-44de-8842-bf8f5c25990f.jpeg +│ └── f23e9194-72de-438d-bd69-744667680d3e.jpeg +├── main.py +├── nifty_500.csv +├── prediction.pkl +├── reduced_redundancy_stock_price_prediction.ipynb +├── repo_structure.txt +├── requirements.txt +├── sentiment_model.h5 +├── static/ +│ └── css/ +│ ├── home.css +│ └── stock.css +├── stock_data.csv +├── stock_market(complete).ipynb +├── stock_sentimental.ipynb +└── templates/ + ├── home.html + └── stock.html +``` + \ No newline at end of file diff --git a/README.md b/README.md index 9b43f78..399e97f 100644 --- a/README.md +++ b/README.md @@ -8,6 +8,13 @@ +## 📈 GitHub Repository Stats +| 🌟 **Stars** | 🍴 **Forks** | 🐛 **Issues** | 🔔 **Open PRs** | 🔕 **Closed PRs** | 🛠️ **Languages** | ✅ **Contributors** | +|--------------|--------------|---------------|-----------------|------------------|------------------|------------------| +| ![GitHub stars](https://img.shields.io/github/stars/rohitinu6/Stock-Price-Prediction) | ![forks](https://img.shields.io/github/forks/rohitinu6/Stock-Price-Prediction) | ![issues](https://img.shields.io/github/issues/rohitinu6/Stock-Price-Prediction?color=32CD32) | ![pull requests](https://img.shields.io/github/issues-pr/rohitinu6/Stock-Price-Prediction?color=FFFF8F) | ![Closed PRs](https://img.shields.io/github/issues-pr-closed/rohitinu6/Stock-Price-Prediction?color=20B2AA) | ![Languages](https://img.shields.io/github/languages/count/rohitinu6/Stock-Price-Prediction?color=20B2AA) | ![Contributors](https://img.shields.io/github/contributors/rohitinu6/Stock-Price-Prediction?color=00FA9A) | + + + ### This project is now OFFICIALLY accepted for
@@ -22,6 +29,10 @@ +## ✨ Project Structure + +Check the project structure here [Project Structure](PROJECT_STRUCTURE.md) + ## 📚 Table of Contents 1. [🌟 Overview](#-overview) @@ -144,7 +155,16 @@ We welcome contributions to this project! Please see our [Contributing.md](./CON ## 🌍 Our Valuable Contributors -[![Contributors](https://contrib.rocks/image?repo=rohitinu6/Stock-Price-Prediction)](https://github.com/rohitinu6/Stock-Price-Prediction/graphs/contributors) +

+ +

+ +### 🎉 Thank You to All Our Amazing Contributors! 🎉 + +We are incredibly grateful for your dedication and hard work. Your contributions have been invaluable in making this project a success. Thank you for being a part of our journey! + +**Let's continue to build great things together! 🚀** + ## 📝 License diff --git a/Stock_Recommendation.ipynb b/Stock_Recommendation.ipynb new file mode 100644 index 0000000..fd3b8a0 --- /dev/null +++ b/Stock_Recommendation.ipynb @@ -0,0 +1,49124 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Error loading punkt: \n", + "[nltk_data] Error loading stopwords: \n", + "[nltk_data] Error loading wordnet: \n" + ] + } + ], + "source": [ + "import nltk\n", + "from sklearn.metrics.pairwise import cosine_similarity\n", + "from nltk.corpus import stopwords\n", + "from nltk.tokenize import word_tokenize\n", + "from nltk.stem import WordNetLemmatizer\n", + "\n", + "\n", + "nltk.download('punkt')\n", + "nltk.download('stopwords')\n", + "nltk.download('wordnet')\n", + "\n", + "lemmatizer = WordNetLemmatizer()\n", + "stop_words = set(stopwords.words('english'))\n", + "\n", + "def preprocess(text):\n", + " tokens = word_tokenize(text.lower())\n", + " tokens = [lemmatizer.lemmatize(word) for word in tokens if word.isalpha() and word not in stop_words]\n", + " return ' '.join(tokens)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Company NameSymbolIndustrySeriesOpenHighLowPrevious CloseLast Traded PriceChangePercentage ChangeShare VolumeValue (Indian Rupee)52 Week High52 Week Low365 Day Percentage Change30 Day Percentage Change
03M India Ltd.3MINDIADiversifiedEQ21950.0021999.0021126.0521854.0521575.00-279.05-1.2841598.965357e+0727800.0017273.00-10.188.22
1Aarti Drugs Ltd.AARTIDRUGSHealthcareEQ400.50401.80394.10403.85400.00-3.85-0.95317821.262731e+07749.75378.00-42.92-5.10
2Aavas Financiers Ltd.AAVASFinancial ServicesEQ1997.102004.051894.502015.451943.15-72.30-3.591507042.907728e+083340.001815.00-25.69-9.39
3ABB India Ltd.ABBCapital GoodsEQ2260.352311.502260.352300.902280.00-20.90-0.91970532.210935e+082487.851618.0527.25-5.21
4Abbott India Ltd.ABBOTINDIAHealthcareEQ18700.4019200.0018605.0018760.4019199.80439.402.34123962.346770e+0823934.4515514.0011.615.84
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" + ], + "text/plain": [ + " Company Name Symbol Industry Series Open \\\n", + "0 3M India Ltd. 3MINDIA Diversified EQ 21950.00 \n", + "1 Aarti Drugs Ltd. AARTIDRUGS Healthcare EQ 400.50 \n", + "2 Aavas Financiers Ltd. AAVAS Financial Services EQ 1997.10 \n", + "3 ABB India Ltd. ABB Capital Goods EQ 2260.35 \n", + "4 Abbott India Ltd. ABBOTINDIA Healthcare EQ 18700.40 \n", + "\n", + " High Low Previous Close Last Traded Price Change \\\n", + "0 21999.00 21126.05 21854.05 21575.00 -279.05 \n", + "1 401.80 394.10 403.85 400.00 -3.85 \n", + "2 2004.05 1894.50 2015.45 1943.15 -72.30 \n", + "3 2311.50 2260.35 2300.90 2280.00 -20.90 \n", + "4 19200.00 18605.00 18760.40 19199.80 439.40 \n", + "\n", + " Percentage Change Share Volume Value (Indian Rupee) 52 Week High \\\n", + "0 -1.28 4159 8.965357e+07 27800.00 \n", + "1 -0.95 31782 1.262731e+07 749.75 \n", + "2 -3.59 150704 2.907728e+08 3340.00 \n", + "3 -0.91 97053 2.210935e+08 2487.85 \n", + "4 2.34 12396 2.346770e+08 23934.45 \n", + "\n", + " 52 Week Low 365 Day Percentage Change 30 Day Percentage Change \n", + "0 17273.00 -10.18 8.22 \n", + "1 378.00 -42.92 -5.10 \n", + "2 1815.00 -25.69 -9.39 \n", + "3 1618.05 27.25 -5.21 \n", + "4 15514.00 11.61 5.84 " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('nifty_500.csv')\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Company NameIndustry
03M India Ltd.Diversified
1Aarti Drugs Ltd.Healthcare
2Aavas Financiers Ltd.Financial Services
3ABB India Ltd.Capital Goods
4Abbott India Ltd.Healthcare
.........
496Zensar Technolgies Ltd.Information Technology
497ZF Commercial Vehicle Control Systems India Ltd.Automobile and Auto Components
498Zomato Ltd.Consumer Services
499Zydus Lifesciences Ltd.Healthcare
500Zydus Wellness Ltd.Fast Moving Consumer Goods
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501 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " Company Name \\\n", + "0 3M India Ltd. \n", + "1 Aarti Drugs Ltd. \n", + "2 Aavas Financiers Ltd. \n", + "3 ABB India Ltd. \n", + "4 Abbott India Ltd. \n", + ".. ... \n", + "496 Zensar Technolgies Ltd. \n", + "497 ZF Commercial Vehicle Control Systems India Ltd. \n", + "498 Zomato Ltd. \n", + "499 Zydus Lifesciences Ltd. \n", + "500 Zydus Wellness Ltd. \n", + "\n", + " Industry \n", + "0 Diversified \n", + "1 Healthcare \n", + "2 Financial Services \n", + "3 Capital Goods \n", + "4 Healthcare \n", + ".. ... \n", + "496 Information Technology \n", + "497 Automobile and Auto Components \n", + "498 Consumer Services \n", + "499 Healthcare \n", + "500 Fast Moving Consumer Goods \n", + "\n", + "[501 rows x 2 columns]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filtered_df = df[['Company Name', 'Industry']]\n", + "filtered_df" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "from sentence_transformers import SentenceTransformer\n", + "\n", + "# Load a pre-trained sentence transformer model\n", + "model = SentenceTransformer('all-MiniLM-L6-v2')\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "electric vehicle renewable energy\n" + ] + } + ], + "source": [ + "customer_interest = \"electric vehicles, renewable energy\"\n", + "customer_interest_preprocessed = preprocess(customer_interest)\n", + "print(customer_interest_preprocessed)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Company NameIndustry
03M India Ltd.Diversified
1Aarti Drugs Ltd.Healthcare
2Aavas Financiers Ltd.Financial Services
3ABB India Ltd.Capital Goods
4Abbott India Ltd.Healthcare
.........
496Zensar Technolgies Ltd.Information Technology
497ZF Commercial Vehicle Control Systems India Ltd.Automobile and Auto Components
498Zomato Ltd.Consumer Services
499Zydus Lifesciences Ltd.Healthcare
500Zydus Wellness Ltd.Fast Moving Consumer Goods
\n", + "

501 rows × 2 columns

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" + ], + "text/plain": [ + " Company Name \\\n", + "0 3M India Ltd. \n", + "1 Aarti Drugs Ltd. \n", + "2 Aavas Financiers Ltd. \n", + "3 ABB India Ltd. \n", + "4 Abbott India Ltd. \n", + ".. ... \n", + "496 Zensar Technolgies Ltd. \n", + "497 ZF Commercial Vehicle Control Systems India Ltd. \n", + "498 Zomato Ltd. \n", + "499 Zydus Lifesciences Ltd. \n", + "500 Zydus Wellness Ltd. \n", + "\n", + " Industry \n", + "0 Diversified \n", + "1 Healthcare \n", + "2 Financial Services \n", + "3 Capital Goods \n", + "4 Healthcare \n", + ".. ... \n", + "496 Information Technology \n", + "497 Automobile and Auto Components \n", + "498 Consumer Services \n", + "499 Healthcare \n", + "500 Fast Moving Consumer Goods \n", + "\n", + "[501 rows x 2 columns]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filtered_df" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\sapni\\AppData\\Local\\Temp\\ipykernel_3976\\477415791.py:1: 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", + " filtered_df['Industry'] = filtered_df['Industry'].apply(preprocess)\n" + ] + } + ], + "source": [ + "filtered_df['Industry'] = filtered_df['Industry'].apply(preprocess)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Company NameIndustry
03M India Ltd.diversified
1Aarti Drugs Ltd.healthcare
2Aavas Financiers Ltd.financial service
3ABB India Ltd.capital good
4Abbott India Ltd.healthcare
.........
496Zensar Technolgies Ltd.information technology
497ZF Commercial Vehicle Control Systems India Ltd.automobile auto component
498Zomato Ltd.consumer service
499Zydus Lifesciences Ltd.healthcare
500Zydus Wellness Ltd.fast moving consumer good
\n", + "

501 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " Company Name \\\n", + "0 3M India Ltd. \n", + "1 Aarti Drugs Ltd. \n", + "2 Aavas Financiers Ltd. \n", + "3 ABB India Ltd. \n", + "4 Abbott India Ltd. \n", + ".. ... \n", + "496 Zensar Technolgies Ltd. \n", + "497 ZF Commercial Vehicle Control Systems India Ltd. \n", + "498 Zomato Ltd. \n", + "499 Zydus Lifesciences Ltd. \n", + "500 Zydus Wellness Ltd. \n", + "\n", + " Industry \n", + "0 diversified \n", + "1 healthcare \n", + "2 financial service \n", + "3 capital good \n", + "4 healthcare \n", + ".. ... \n", + "496 information technology \n", + "497 automobile auto component \n", + "498 consumer service \n", + "499 healthcare \n", + "500 fast moving consumer good \n", + "\n", + "[501 rows x 2 columns]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filtered_df" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "stock_embeddings = model.encode(filtered_df['Industry'].tolist())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "customer_interest = input(\"Enter your interest: \")\n", + "customer_interest_preprocessed = preprocess(customer_interest)\n", + "customer_embedding = model.encode([customer_interest_preprocessed])[0]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Stock Embeddings:\n", + " [[-0.0023276 -0.00333788 -0.01594339 ... -0.08072303 -0.03491797\n", + " 0.00427012]\n", + " [-0.03235555 0.08877651 -0.00343593 ... -0.04697321 0.08099543\n", + " 0.00860554]\n", + " [-0.06748401 0.00503902 -0.07492065 ... -0.10049688 0.03232934\n", + " -0.01964198]\n", + " ...\n", + " [-0.12713586 0.01321788 -0.04178813 ... -0.00761455 0.05024449\n", + " -0.01091575]\n", + " [-0.03235552 0.08877648 -0.00343592 ... -0.04697322 0.08099545\n", + " 0.00860555]\n", + " [-0.04195232 -0.06478065 0.02186874 ... -0.02244484 0.0067175\n", + " 0.06623445]]\n", + "\n", + "Customer Embedding:\n", + " [-3.26145589e-02 8.75430033e-02 -8.74183401e-02 -4.00350150e-03\n", + " 8.82479325e-02 1.10261805e-01 1.23618148e-01 3.40309851e-02\n", + " 2.04532892e-02 3.05555649e-02 -1.21207451e-02 -7.75948986e-02\n", + " 7.71306381e-02 4.31047492e-02 -1.01507278e-02 -1.60991717e-02\n", + " 2.10592267e-03 -5.60366958e-02 -7.19971955e-02 -3.42478156e-02\n", + " -1.46628946e-01 4.71502729e-02 6.26535118e-02 -1.58036742e-02\n", + " -5.92529252e-02 2.52110288e-02 -2.68558115e-02 1.28872907e-02\n", + " -1.72668099e-02 -1.55510500e-01 -1.67152416e-02 -6.67597428e-02\n", + " 5.77436462e-02 1.03536891e-02 -1.32185921e-01 3.89651991e-02\n", + " 3.81519198e-02 1.32947946e-02 2.45242417e-02 1.78782530e-02\n", + " -5.24748228e-02 -4.18751203e-02 -1.54760694e-02 -4.13868111e-03\n", + " 1.65412668e-02 2.95823719e-02 4.13609780e-02 1.77353038e-03\n", + " 5.62782437e-02 -5.71928211e-02 1.90369431e-02 5.98956645e-02\n", + " -4.31034677e-02 -4.77226591e-03 3.48954126e-02 -1.90823637e-02\n", + " -4.39798683e-02 1.37794018e-02 3.58692780e-02 4.52017784e-02\n", + " 2.83347797e-02 -1.80111080e-02 -3.80312353e-02 1.88353006e-02\n", + " 4.73049916e-02 -1.04166627e-01 -8.62732157e-03 1.48402825e-01\n", + " -3.27451527e-02 4.02089432e-02 4.00176421e-02 4.52259276e-03\n", + " 7.89748784e-03 -5.32526039e-02 9.50924233e-02 2.72106957e-02\n", + " 2.97130216e-02 -2.18324084e-02 5.74025363e-02 -1.03902310e-01\n", + " 1.99158899e-02 -5.17140608e-03 -4.05817628e-02 6.59702644e-02\n", + " 8.49888381e-03 -6.01578504e-03 1.17055774e-02 -4.03979197e-02\n", + " 7.49408454e-02 6.66500703e-02 3.29276584e-02 -7.19409883e-02\n", + " 7.39126727e-02 6.99786246e-02 -1.34815853e-02 3.52979265e-02\n", + " -9.63685685e-04 -8.83618593e-02 -8.55156332e-02 2.06221312e-01\n", + " 2.04477124e-02 7.15346821e-03 -6.57806545e-02 -3.84221226e-02\n", + " -2.72967573e-02 -4.19544913e-02 -1.14486907e-02 2.69771088e-02\n", + " -2.87412386e-02 -2.38301465e-03 6.20830953e-02 -2.93669640e-03\n", + " -1.40566677e-01 5.88166667e-03 -3.67304534e-02 -3.21056917e-02\n", + " -3.06018610e-02 -4.28014621e-02 5.24136471e-03 -5.99439517e-02\n", + " 6.52599260e-02 5.15556373e-02 -8.56378395e-03 2.68161539e-02\n", + " -4.36116233e-02 -6.75311452e-03 -5.23468107e-02 -4.49518150e-33\n", + " 1.99806574e-03 -1.00038283e-01 -2.03022081e-02 5.39188161e-02\n", + " -4.81046811e-02 -3.52539197e-02 -1.36782369e-02 -5.47834113e-03\n", + " -7.31843263e-02 7.28989691e-02 -3.72515097e-02 4.43217382e-02\n", + " 4.83649410e-03 -4.93192375e-02 1.62451595e-01 4.60542142e-02\n", + " -5.09178303e-02 3.38194594e-02 -4.19569314e-02 9.69442353e-03\n", + " -1.03194360e-02 4.01431657e-02 1.40369963e-02 1.06696719e-02\n", + " 3.32347937e-02 -3.03117353e-02 2.43352000e-02 -2.10414324e-02\n", + " -4.29623201e-02 1.74719058e-02 -1.75227213e-03 -4.59412904e-03\n", + " -7.51036108e-02 6.04808107e-02 2.84958389e-02 -1.56157312e-03\n", + " -6.28466383e-02 -1.01537682e-01 1.40617052e-02 -2.63485145e-02\n", + " -1.75048206e-02 -3.79305482e-02 -6.67405054e-02 5.66795422e-03\n", + " 8.28285366e-02 -2.17140056e-02 -2.93911565e-02 -9.86825326e-04\n", + " -1.38202265e-01 -2.28503775e-02 4.13705558e-02 -8.01998284e-03\n", + " -4.85294387e-02 -2.42116544e-02 -4.66999374e-02 -9.67173744e-03\n", + " -2.85752788e-02 6.91231992e-03 -5.70667163e-03 6.15395373e-03\n", + " 3.71282548e-02 1.50970398e-02 -2.06975322e-02 6.53656246e-03\n", + " -3.10421661e-02 -2.49766316e-02 6.72997860e-03 2.52864975e-02\n", + " 5.03612682e-02 -4.20328192e-02 -8.42816308e-02 4.82248189e-03\n", + " 1.34110063e-01 2.56871302e-02 -8.11956171e-03 4.21466772e-03\n", + " 5.00200465e-02 6.14537150e-02 3.48399431e-02 -3.02066375e-02\n", + " -9.91117507e-02 5.63718714e-02 -1.16047114e-02 4.29959819e-02\n", + " -1.52849434e-02 5.36215119e-02 -3.49041596e-02 -7.14460686e-02\n", + " -6.32014200e-02 2.85188369e-02 -5.73093854e-02 1.78563595e-02\n", + " 2.80801598e-02 5.32907695e-02 -2.58216467e-02 3.75864796e-33\n", + " -1.55605096e-02 -1.44999567e-02 -3.62385362e-02 2.20393464e-02\n", + " -4.58142459e-02 -1.84142012e-02 2.51572821e-02 7.16286600e-02\n", + " -2.77729519e-02 1.12073220e-01 -4.68177833e-02 -1.23888729e-02\n", + " 5.11600636e-02 1.90833695e-02 -2.28036158e-02 -2.86579505e-02\n", + " 6.38550073e-02 3.61889303e-02 -2.42862683e-02 -6.69628680e-02\n", + " 5.40883280e-02 5.53586101e-03 2.92854644e-02 -5.51260002e-02\n", + " -1.78988334e-02 7.60826021e-02 -1.91628449e-02 1.88798532e-02\n", + " -1.72572527e-02 5.45867346e-02 6.55225813e-02 -6.62508830e-02\n", + " -1.25165815e-02 -1.05830852e-03 -3.83289382e-02 2.00532209e-02\n", + " 9.17248204e-02 -1.01075489e-02 -3.71933952e-02 6.22563511e-02\n", + " 2.18871944e-02 2.83834692e-02 5.83853247e-03 7.89715052e-02\n", + " -5.79288974e-03 4.11563646e-03 3.32416520e-02 3.55978422e-02\n", + " 5.04194312e-02 -6.81466004e-03 4.68607731e-02 7.92644173e-02\n", + " -5.93458116e-02 -1.64293256e-02 -4.77020033e-02 -6.33510202e-02\n", + " -1.13968290e-02 -1.04548987e-02 3.27985622e-02 1.14424797e-02\n", + " -6.19084993e-03 5.64243905e-02 -4.76784669e-02 7.28359297e-02\n", + " -6.94928765e-02 1.25025362e-01 -7.34327957e-02 6.27021492e-02\n", + " 3.96375209e-02 1.13343112e-02 4.60124426e-02 8.19697976e-02\n", + " 6.23375736e-03 1.17699662e-02 -7.88293183e-02 -1.40985306e-02\n", + " -6.84325770e-02 -4.45018448e-02 5.11544384e-03 1.09127901e-01\n", + " 1.61013554e-03 -1.00074492e-01 -1.04672030e-01 6.66281283e-02\n", + " -5.78546859e-02 3.86199802e-02 1.03883833e-01 2.71513057e-03\n", + " 3.15771364e-02 -4.64142598e-02 1.05849216e-02 1.07903015e-02\n", + " -1.27138356e-02 2.76785940e-02 2.62138192e-02 -1.16729266e-08\n", + " 9.78414901e-04 6.64986745e-02 2.65742559e-02 -1.27761881e-03\n", + " -2.89201867e-02 -2.96316650e-02 -5.20453677e-02 -8.09014142e-02\n", + " 4.12519053e-02 -2.32998580e-02 1.15684178e-02 1.68154705e-02\n", + " 3.02842837e-02 -3.07278261e-02 6.59935060e-04 2.33784020e-02\n", + " -5.66569567e-02 -1.11697437e-02 -2.55125854e-02 1.84250064e-02\n", + " 4.28100340e-02 -4.13444936e-02 -4.92693298e-02 6.24820031e-02\n", + " 1.77086312e-02 -2.43943781e-02 -3.13011669e-02 -2.73420359e-03\n", + " -1.37078762e-02 6.66622119e-03 2.97524445e-02 7.60538876e-02\n", + " 1.10889608e-02 -3.83639373e-02 -3.40841897e-02 5.25601730e-02\n", + " 3.92403901e-02 -7.69415796e-02 3.23306061e-02 4.85217273e-02\n", + " -3.12257968e-02 -3.22491489e-02 5.95889837e-02 2.91569368e-03\n", + " 7.68703831e-05 5.68212662e-03 -2.77391989e-02 -3.33448686e-02\n", + " -3.22247669e-02 -9.49769020e-02 3.36327367e-02 2.91372687e-02\n", + " 3.63499671e-02 1.33902416e-01 4.45484370e-02 3.10173854e-02\n", + " 1.57437031e-03 -3.55217457e-02 -7.19760582e-02 5.24052009e-02\n", + " 4.22228575e-02 -3.19916457e-02 1.18899465e-01 1.23348385e-02]\n" + ] + } + ], + "source": [ + "print(\"Stock Embeddings:\\n\", stock_embeddings)\n", + "print(\"\\nCustomer Embedding:\\n\", customer_embedding)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Stock Descriptions and their Embeddings:\n", + "3M India Ltd.: [-2.32759910e-03 -3.33788223e-03 -1.59433894e-02 1.83002464e-02\n", + " 2.54555140e-02 -6.96712919e-03 1.24405146e-01 3.74317504e-02\n", + " -2.26003341e-02 -9.38108191e-03 7.38121569e-03 -4.46281619e-02\n", + " -2.51477528e-02 -1.05396081e-02 2.64941957e-02 1.29251014e-02\n", + " 3.01193818e-02 3.20924260e-02 -1.29294917e-01 -3.89382280e-02\n", + " -3.69867086e-02 -2.97117177e-02 -3.49156410e-02 3.20979692e-02\n", + " 3.16793076e-03 4.70022783e-02 1.51405949e-03 2.02399190e-03\n", + " 1.24467090e-02 -1.14337705e-01 9.39006805e-02 6.62291795e-02\n", + " -3.18582100e-03 -1.25789819e-02 -1.66373197e-02 7.99866766e-02\n", + " -6.03048168e-02 -3.98007371e-02 6.03630543e-02 -1.10751539e-02\n", + " -5.29428981e-02 -1.89303700e-02 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1.45721538e-02\n", + " 4.29333420e-03 2.51996499e-02 4.96561266e-02 2.73171756e-02\n", + " 6.69671670e-02 -1.18501652e-02 -4.99147736e-02 3.06649227e-02\n", + " 2.05701999e-02 -5.64133981e-03 6.07472882e-02 2.25201752e-02\n", + " -2.37061772e-02 2.92219035e-02 -2.39416435e-02 -4.20965068e-02\n", + " -5.74703980e-03 3.54500264e-02 -9.70290378e-02 -1.83146622e-03\n", + " -9.87919979e-03 -4.83104214e-02 -8.23866948e-02 -2.26372536e-02\n", + " 1.26401074e-02 7.76717514e-02 2.24403571e-02 -1.29538421e-02\n", + " 1.95268281e-02 3.46522033e-02 1.20828124e-02 -4.80264686e-02\n", + " 8.03388562e-03 -5.38482554e-02 -1.70898438e-02 3.68946791e-02\n", + " 3.85916717e-02 -2.24448442e-02 6.71749795e-03 6.62344471e-02]\n", + "Bandhan Bank Ltd.: [-6.74840137e-02 5.03902463e-03 -7.49206468e-02 2.28400789e-02\n", + " -7.34059215e-02 -1.66739728e-02 1.01092011e-01 1.52869674e-03\n", + " 7.41633102e-02 -2.24150252e-02 -1.72783025e-02 -1.99839361e-02\n", + " -2.85700578e-02 -2.20315512e-02 -5.35634421e-02 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6.67176396e-02 1.01144202e-01 3.85425873e-02\n", + " 7.45612837e-04 5.02424911e-02 -4.50820588e-02 -3.60520072e-02\n", + " -5.31075969e-02 2.00294494e-03 -1.56001300e-02 2.54387353e-02\n", + " 2.34996174e-02 2.34714653e-02 -1.09591268e-01 -2.39514560e-02\n", + " 2.57666465e-02 2.29664575e-02 -2.01982725e-02 3.04362774e-02\n", + " 1.80224758e-02 -2.72389352e-02 2.17333119e-02 5.00385696e-03\n", + " 3.16333361e-02 -7.04337955e-02 -4.08428386e-02 6.11861842e-03\n", + " 4.67761792e-02 -3.80361937e-02 -1.30412206e-01 -3.40778306e-02\n", + " 9.99209005e-03 4.52099629e-02 -5.23773022e-02 7.76050314e-02\n", + " 2.33950187e-02 -3.14359479e-02 -5.94295636e-02 1.71926953e-02\n", + " 1.59134828e-02 5.89880869e-02 3.74533050e-02 8.88321549e-02\n", + " 1.52008962e-02 -4.88559864e-02 -1.79699138e-02 -2.71071400e-02\n", + " -2.60509215e-02 -2.93554235e-02 3.67353410e-02 -4.62744795e-02\n", + " 3.21477721e-03 4.32825834e-02 -1.24537637e-02 2.04074234e-02\n", + " -7.84306154e-02 -1.00847520e-01 -2.20632460e-02 2.06698366e-02\n", + " 2.47497912e-02 -1.71160586e-02 -4.12131101e-02 6.91024438e-02\n", + " -8.75407532e-02 -6.30359352e-02 1.14089474e-01 -5.44028096e-02\n", + " 2.47743316e-02 -4.64105979e-02 -3.86144742e-02 3.68286506e-03\n", + " -1.91598013e-02 -2.60107056e-03 -7.02821910e-02 -1.26411548e-08\n", + " -4.76241820e-02 4.16124053e-02 -2.64470764e-02 -2.67952736e-02\n", + " 9.05413460e-03 -8.46313909e-02 -2.10898332e-02 1.56228188e-02\n", + " -1.15304813e-02 8.54013674e-03 4.81116921e-02 1.43051809e-02\n", + " -3.28882709e-02 -3.08988318e-02 -1.29428906e-02 -6.32665455e-02\n", + " 1.73102170e-02 -3.90352271e-02 -2.63434811e-03 4.01208512e-02\n", + " 7.21684769e-02 9.85997170e-03 4.63772789e-02 2.07026792e-03\n", + " -3.45242284e-02 -3.55410315e-02 3.91834788e-02 1.21130645e-01\n", + " 5.75537607e-02 6.14175200e-03 -5.98475114e-02 1.44835347e-02\n", + " 5.66149093e-02 -2.74031945e-02 -9.77561325e-02 7.47879501e-03\n", + " 4.30650376e-02 -4.85842600e-02 -4.67660800e-02 3.54495011e-02\n", + " -1.59194730e-02 1.54233128e-02 -1.23488279e-02 1.01204030e-03\n", + " 4.84212115e-02 2.95556076e-02 -3.25922444e-02 4.14495915e-02\n", + " 9.55884233e-02 -1.06032133e-01 1.43242609e-02 -8.30611214e-03\n", + " 5.54339737e-02 3.58873680e-02 9.96736623e-03 -3.64325829e-02\n", + " -7.36321975e-03 3.76238744e-03 -7.30165541e-02 3.36904116e-02\n", + " 4.34937626e-02 -1.00496881e-01 3.23293433e-02 -1.96419824e-02]\n", + "H.E.G. Ltd.: [ 2.46381797e-02 -2.18525901e-02 2.99071502e-02 -1.04453033e-02\n", + " -3.31258029e-02 2.87598353e-02 6.94174021e-02 -1.55117903e-02\n", + " -7.68500194e-02 3.57285701e-02 3.30422334e-02 1.74193848e-02\n", + " -4.65507526e-03 -3.75167914e-02 -1.09876168e-03 -5.66148460e-02\n", + " 2.71939859e-02 4.30904739e-02 -6.03955612e-02 -1.89458905e-03\n", + " -1.07684053e-01 -2.56799404e-02 -4.94121632e-04 -2.71421988e-02\n", + " 2.40264107e-02 1.56711712e-02 3.84374312e-03 -3.77227440e-02\n", + " 1.85761619e-02 -7.55665749e-02 9.48907528e-03 -6.37890771e-02\n", + " 6.18806332e-02 -6.52241632e-02 -1.81017201e-02 5.01318835e-02\n", + " -1.77988695e-05 9.64897871e-03 3.08954716e-02 -2.60623861e-02\n", + " 1.06161671e-04 -2.99869552e-02 3.14984731e-02 -2.50644758e-02\n", + " -5.75495604e-03 -3.75721231e-02 6.09460548e-02 4.17114496e-02\n", + " 4.52923775e-02 4.95824218e-03 1.07129000e-03 -7.20310584e-02\n", + " -7.08872303e-02 2.89794011e-03 -8.76554660e-03 6.32424429e-02\n", + " 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-7.35324919e-02 2.97891982e-02\n", + " 1.56389158e-02 4.46978025e-02 -3.83331999e-02 -4.79986183e-02\n", + " 6.09375425e-02 -2.29311213e-02 2.69470979e-02 -7.75986800e-34\n", + " 1.62363835e-02 7.71752000e-02 5.45124337e-03 -3.34319589e-03\n", + " 4.14157100e-02 6.67035058e-02 9.42778513e-02 -1.00295931e-01\n", + " 8.74516205e-04 -1.64446775e-02 -2.51254626e-02 -5.72707392e-02\n", + " 9.57691371e-02 -1.18494239e-02 -5.03610224e-02 -3.26269008e-02\n", + " -4.61603962e-02 1.51430937e-02 -3.82955261e-02 -8.89663696e-02\n", + " -3.75083238e-02 -9.26515670e-04 -1.08412616e-02 1.65352095e-02\n", + " -3.65263782e-02 5.55903092e-02 -3.67902056e-03 1.17321955e-02\n", + " -1.13200329e-01 1.88451298e-02 1.21809185e-01 3.46918479e-02\n", + " -4.10144404e-02 -3.64839062e-02 -3.88283394e-02 -6.08919002e-02\n", + " 2.17580199e-02 6.21001981e-02 -1.44915525e-02 8.61540344e-03\n", + " 2.12878417e-02 2.13706605e-02 5.40901050e-02 4.58108932e-02\n", + " -3.77515368e-02 -3.69094312e-02 1.48116142e-01 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" 3.34874727e-02 -2.79769339e-02 4.40654084e-02 -5.82298683e-03\n", + " 8.41612928e-03 -3.71321328e-02 -4.35944758e-02 -3.26059163e-02\n", + " -5.88722676e-02 -1.65023729e-02 1.92864407e-02 -6.84876228e-03\n", + " 1.35206401e-01 -3.96605246e-02 -2.10849643e-02 3.86672430e-02\n", + " 3.49780023e-02 -1.69060733e-02 7.26714581e-02 5.66067845e-02\n", + " 5.56693226e-02 1.10698462e-01 5.27403727e-02 2.44118758e-02\n", + " -5.71708940e-03 -2.72592623e-02 8.17776993e-02 -1.05938748e-01\n", + " -5.52140269e-03 1.94047429e-02 -7.96345547e-02 -3.48607302e-02\n", + " 6.11257665e-02 6.17998801e-02 -7.51997053e-04 -1.30096003e-02\n", + " -1.30896131e-02 6.61429763e-02 -8.79388005e-02 3.09170540e-02\n", + " -3.03000305e-02 1.25619937e-02 3.71922739e-02 -4.02099788e-02\n", + " 4.14118692e-02 1.26624089e-02 7.51922280e-02 -9.50529650e-02\n", + " -1.29396385e-02 1.06914029e-01 2.74337698e-02 -7.03048036e-02\n", + " -1.37542868e-02 4.29236852e-02 9.61407125e-02 -1.29464902e-02]\n", + "Hindustan Unilever Ltd.: [-4.19523194e-02 -6.47806525e-02 2.18687411e-02 -2.37952862e-02\n", + " 3.91230322e-02 -4.17834119e-04 2.32371464e-02 -2.98845991e-02\n", + " -5.82086705e-02 -4.08297144e-02 1.25742748e-01 4.47761416e-02\n", + " -2.82021500e-02 -2.03437600e-02 5.24315401e-04 -1.03058152e-01\n", + " 1.26016423e-01 7.60979904e-03 -4.46895286e-02 -1.25076408e-02\n", + " -8.94669816e-02 -7.10542277e-02 -4.05831598e-02 7.18806451e-03\n", + " 1.96520295e-02 1.75466295e-02 -3.61373574e-02 -2.18616566e-03\n", + " 8.11307319e-03 -1.12621360e-01 -5.25486320e-02 2.53123827e-02\n", + " 1.27144000e-02 -4.99203056e-03 -1.59563050e-02 5.12006357e-02\n", + " -1.89547502e-02 -7.21836910e-02 2.70391423e-02 -3.25496495e-02\n", + " 7.35153556e-02 -6.23528622e-02 -7.00234696e-02 -3.37318815e-02\n", + " 1.96731947e-02 -3.01605463e-02 7.86945596e-02 1.04676716e-01\n", + " 1.89444646e-02 -1.62931867e-02 -1.23386301e-01 2.25198139e-02\n", + " -5.93460836e-02 -3.46517898e-02 6.11001160e-03 6.23014458e-02\n", + " 4.18669991e-02 -1.21401977e-02 -2.16788165e-02 2.07218167e-04\n", + " 7.26826265e-02 -6.97176605e-02 1.17101800e-02 1.04902487e-03\n", + " 3.80982980e-02 -1.80450194e-02 -6.47529364e-02 5.96926883e-02\n", + " -6.99102879e-02 1.73808914e-02 -8.70705768e-03 -1.36513617e-02\n", + " -4.04732972e-02 1.06745213e-02 2.56277733e-02 -6.15453869e-02\n", + " 9.80299637e-02 -4.18177508e-02 5.06274886e-02 -1.01672262e-02\n", + " 5.42802215e-02 -1.06914237e-01 -1.42796278e-01 -5.17135933e-02\n", + " -4.73065339e-02 -5.21404073e-02 -2.91609135e-03 4.41292720e-03\n", + " -3.70450765e-02 -6.41537011e-02 9.23832655e-02 6.39411062e-02\n", + " 3.35636698e-02 -5.50495647e-02 -2.45733131e-02 -9.04276781e-03\n", + " -3.33229750e-02 -4.87345867e-02 3.86557393e-02 1.08402982e-01\n", + " 3.31502818e-02 1.09618157e-01 1.43875880e-03 2.80677574e-03\n", + " -8.36236253e-02 -1.03688642e-01 1.13511886e-02 1.00642577e-01\n", + " -2.03482769e-02 8.15971866e-02 -5.29915132e-02 9.45236236e-02\n", + " -4.60418984e-02 1.43521978e-02 -3.34128179e-02 -5.77187724e-03\n", + " -5.02248034e-02 -3.06014530e-02 1.54899303e-02 2.25743279e-02\n", + " -7.76153011e-03 5.74035663e-03 2.14360785e-02 -1.18210102e-02\n", + " -3.46778184e-02 3.36872302e-02 3.50645669e-02 -1.13666621e-33\n", + " -1.38889909e-01 1.61070079e-02 3.78616750e-02 -8.53946507e-02\n", + " -6.22987486e-02 -5.90138137e-03 -4.00576256e-02 3.03657935e-03\n", + " 3.57751139e-02 -1.79465655e-02 -1.34972930e-02 -2.76990719e-02\n", + " -5.10045514e-02 1.09993301e-01 2.52689607e-02 -1.25467941e-01\n", + " -3.43660861e-02 -1.61850061e-02 9.60320458e-02 5.38618362e-04\n", + " 1.60255544e-02 5.05558040e-04 1.50848972e-02 -3.46151628e-02\n", + " 3.30427997e-02 -4.86387536e-02 -5.60231023e-02 -3.39170831e-04\n", + " 7.14766234e-02 3.21187563e-02 -5.94063336e-03 3.04528177e-02\n", + " -5.70922792e-02 -7.70216733e-02 -4.70327251e-02 -4.74993978e-03\n", + " -7.67055601e-02 -6.40858561e-02 2.70777941e-02 -2.33279727e-02\n", + " -5.76546900e-02 5.53144440e-02 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1.49116680e-01\n", + " -3.69283892e-02 -5.45512736e-02 -8.03579986e-02 6.18904037e-03\n", + " 8.33517499e-03 8.42046514e-02 -1.46176875e-01 3.48921027e-03\n", + " 9.30754617e-02 1.35464119e-02 8.26925337e-02 -1.26509788e-02\n", + " 1.26559168e-01 -2.13346481e-02 2.91678067e-02 -3.62831540e-02\n", + " 4.26232405e-02 3.42257358e-02 -6.09845109e-02 6.06343523e-02\n", + " -2.96642296e-02 4.44921255e-02 -7.22386390e-02 5.94313964e-02\n", + " -3.59613299e-02 -9.81355980e-02 -6.40813485e-02 -1.69149414e-02\n", + " 4.73213457e-02 -3.84501042e-03 -1.55453128e-03 6.92314729e-02\n", + " -4.08097133e-02 1.00003397e-02 -8.86739418e-03 7.62793645e-02\n", + " 7.92214721e-02 -6.09861240e-02 -2.31058486e-02 -5.00661470e-02\n", + " -4.39821333e-02 6.79104775e-03 4.08012886e-03 -3.69424149e-02\n", + " 1.62465731e-03 8.85059237e-02 6.15928918e-02 6.40431568e-02\n", + " -3.65431644e-02 1.59414846e-03 -1.69308931e-02 9.00977328e-02\n", + " 6.66400865e-02 -1.18475175e-02 -8.51497694e-04 -2.96685733e-02\n", + " 1.86491385e-02 1.35950781e-02 1.72020681e-02 2.71538682e-02\n", + " 7.67747164e-02 -2.67101936e-02 1.14700414e-01 -1.00439064e-01\n", + " 3.11968960e-02 -4.65152934e-02 3.92768234e-02 4.19787318e-03\n", + " -5.70761487e-02 1.33486120e-02 -6.50266036e-02 -2.82209795e-02\n", + " 1.03249997e-02 3.09994724e-02 -1.87489875e-02 2.51580980e-02\n", + " -5.97541966e-02 2.94076689e-02 1.43752368e-02 2.02032551e-02\n", + " -3.47373225e-02 -6.27343729e-02 9.39113554e-03 -1.21272817e-01\n", + " 3.47814523e-02 2.32638773e-02 1.49381431e-02 2.17519514e-02\n", + " 8.55728704e-03 -5.49990125e-02 -1.50043871e-02 -1.41426293e-08\n", + " -1.51578698e-03 -6.13876097e-02 4.47901487e-02 7.99873769e-02\n", + " 3.18472758e-02 8.71470012e-03 1.08878920e-03 6.77157119e-02\n", + " 3.96043882e-02 -7.12699839e-04 2.40281112e-02 3.63050550e-02\n", + " 4.02212515e-02 6.04619645e-02 6.55885087e-03 -3.49235372e-03\n", + " 2.48958748e-02 6.74311025e-03 -7.16477409e-02 -8.01346172e-03\n", + " 9.63222794e-03 1.57958746e-01 7.74511322e-02 1.45721538e-02\n", + " 4.29333420e-03 2.51996499e-02 4.96561266e-02 2.73171756e-02\n", + " 6.69671670e-02 -1.18501652e-02 -4.99147736e-02 3.06649227e-02\n", + " 2.05701999e-02 -5.64133981e-03 6.07472882e-02 2.25201752e-02\n", + " -2.37061772e-02 2.92219035e-02 -2.39416435e-02 -4.20965068e-02\n", + " -5.74703980e-03 3.54500264e-02 -9.70290378e-02 -1.83146622e-03\n", + " -9.87919979e-03 -4.83104214e-02 -8.23866948e-02 -2.26372536e-02\n", + " 1.26401074e-02 7.76717514e-02 2.24403571e-02 -1.29538421e-02\n", + " 1.95268281e-02 3.46522033e-02 1.20828124e-02 -4.80264686e-02\n", + " 8.03388562e-03 -5.38482554e-02 -1.70898438e-02 3.68946791e-02\n", + " 3.85916717e-02 -2.24448442e-02 6.71749795e-03 6.62344471e-02]\n", + "Hindustan Zinc Ltd.: [-8.54082480e-02 7.21397176e-02 -2.08139271e-02 7.19632208e-02\n", + " -4.06680812e-07 -5.49386851e-02 1.09949410e-01 -2.13119294e-03\n", + " -1.35100186e-01 -2.91606598e-02 -1.08265011e-02 -6.38802424e-02\n", + " 1.47912391e-02 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"ICICI Lombard General Insurance Company Ltd.: [-6.74840137e-02 5.03902463e-03 -7.49206468e-02 2.28400789e-02\n", + " -7.34059215e-02 -1.66739728e-02 1.01092011e-01 1.52869674e-03\n", + " 7.41633102e-02 -2.24150252e-02 -1.72783025e-02 -1.99839361e-02\n", + " -2.85700578e-02 -2.20315512e-02 -5.35634421e-02 -1.34030312e-01\n", + " 6.96685491e-03 -2.35260818e-02 -4.42431085e-02 2.70755813e-02\n", + " -4.17872779e-02 -7.22487085e-03 -7.05016404e-02 9.35958326e-03\n", + " 3.18855681e-02 2.26669349e-02 -3.15466151e-02 1.88774727e-02\n", + " -4.92369570e-02 -9.53472629e-02 2.28959452e-02 -9.20847151e-03\n", + " 5.41803204e-02 -2.79574618e-02 7.13210925e-02 7.49085546e-02\n", + " 6.42826781e-02 6.00483418e-02 6.32355511e-02 -2.14099437e-02\n", + " -5.91793209e-02 -8.34407881e-02 1.68331377e-02 -5.95049113e-02\n", + " 2.81869657e-02 -3.86524014e-02 3.48484106e-02 4.75979559e-02\n", + " 3.41861285e-02 6.94228783e-02 -4.30157483e-02 -1.54380184e-02\n", + " 1.02773905e-02 2.99895331e-02 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Ltd.: [-1.27135843e-01 1.32178953e-02 -4.17881198e-02 -6.45975620e-02\n", + " -7.46617932e-03 1.22295357e-02 1.06442809e-01 -1.40337013e-02\n", + " -4.73765982e-03 -4.44923118e-02 7.15232641e-02 3.04258522e-03\n", + " 2.46475190e-02 -1.29670538e-02 2.39006337e-02 -1.38909087e-01\n", + " 1.15065217e-01 -4.49872576e-02 -7.14878365e-03 3.68308276e-02\n", + " -4.24218662e-02 2.96827778e-02 -9.01315361e-02 6.91047683e-02\n", + " -5.93547933e-02 3.34706567e-02 -3.25066335e-02 -1.09395664e-03\n", + " -4.20888141e-02 -9.30980965e-02 4.07417677e-02 8.12345766e-04\n", + " 6.87065274e-02 -1.29769705e-02 3.82744484e-02 4.98168506e-02\n", + " 1.34397112e-02 -2.69111227e-02 -5.51354233e-03 -3.42504447e-03\n", + " 2.42422894e-03 -9.20326263e-02 -1.19496211e-01 8.70847143e-03\n", + " 6.76371008e-02 1.14737274e-02 2.79515125e-02 5.95476441e-02\n", + " 1.49950637e-02 3.13014016e-02 -8.12467635e-02 -9.77104157e-03\n", + " 3.24543775e-03 2.33659782e-02 1.91232306e-03 -4.15739827e-02\n", + " 4.36110869e-02 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4.32180203e-02 -4.96167429e-02\n", + " 9.40594915e-03 1.91391073e-02 3.59622836e-02 8.42446387e-02\n", + " 5.42522334e-02 -2.12302580e-02 -4.94197458e-02 -8.10191408e-03\n", + " 3.68567519e-02 -7.20696822e-02 -9.07531008e-03 -3.01900916e-02\n", + " 1.21156629e-02 -4.28440757e-02 -2.66063418e-02 -3.94094810e-02\n", + " -1.55535508e-02 1.76576674e-02 -3.08559332e-02 3.72346304e-02\n", + " 1.04392618e-01 5.76986969e-02 -5.14691602e-03 2.78875530e-02\n", + " 4.52888720e-02 2.77160611e-02 -3.52416523e-02 6.41900767e-03\n", + " 9.06028524e-02 1.33983204e-02 -3.11402865e-02 -1.07941456e-01\n", + " 5.85883968e-02 -2.80884244e-02 7.18037039e-03 1.16530210e-01\n", + " 9.86876935e-02 -7.61454878e-03 5.02445027e-02 -1.09157283e-02]\n", + "India Cements Ltd.: [-7.29177594e-02 4.10846360e-02 1.53632332e-02 4.46023345e-02\n", + " -3.79272327e-02 -6.93855211e-02 1.09778337e-01 9.53358598e-03\n", + " -7.87316412e-02 6.45030066e-02 -7.26805851e-02 -5.85789680e-02\n", + " 7.52867432e-03 4.77965698e-02 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-1.32140443e-02\n", + " -9.74476188e-02 4.96701039e-02 -2.80644484e-02 -7.32449889e-02\n", + " 1.08140334e-02 4.47634421e-02 4.78407694e-03 -1.99706899e-03\n", + " 1.13587745e-01 3.55156958e-02 -1.73052531e-02 -7.69868493e-02\n", + " 3.84565964e-02 5.05486690e-02 -4.19223728e-03 4.05462869e-02\n", + " 3.96019109e-02 7.48211294e-02 1.64110493e-02 4.94331328e-34\n", + " 4.65126336e-03 -3.04703135e-03 5.74055053e-02 1.49116680e-01\n", + " -3.69283892e-02 -5.45512736e-02 -8.03579986e-02 6.18904037e-03\n", + " 8.33517499e-03 8.42046514e-02 -1.46176875e-01 3.48921027e-03\n", + " 9.30754617e-02 1.35464119e-02 8.26925337e-02 -1.26509788e-02\n", + " 1.26559168e-01 -2.13346481e-02 2.91678067e-02 -3.62831540e-02\n", + " 4.26232405e-02 3.42257358e-02 -6.09845109e-02 6.06343523e-02\n", + " -2.96642296e-02 4.44921255e-02 -7.22386390e-02 5.94313964e-02\n", + " -3.59613299e-02 -9.81355980e-02 -6.40813485e-02 -1.69149414e-02\n", + " 4.73213457e-02 -3.84501042e-03 -1.55453128e-03 6.92314729e-02\n", + " -4.08097133e-02 1.00003397e-02 -8.86739418e-03 7.62793645e-02\n", + " 7.92214721e-02 -6.09861240e-02 -2.31058486e-02 -5.00661470e-02\n", + " -4.39821333e-02 6.79104775e-03 4.08012886e-03 -3.69424149e-02\n", + " 1.62465731e-03 8.85059237e-02 6.15928918e-02 6.40431568e-02\n", + " -3.65431644e-02 1.59414846e-03 -1.69308931e-02 9.00977328e-02\n", + " 6.66400865e-02 -1.18475175e-02 -8.51497694e-04 -2.96685733e-02\n", + " 1.86491385e-02 1.35950781e-02 1.72020681e-02 2.71538682e-02\n", + " 7.67747164e-02 -2.67101936e-02 1.14700414e-01 -1.00439064e-01\n", + " 3.11968960e-02 -4.65152934e-02 3.92768234e-02 4.19787318e-03\n", + " -5.70761487e-02 1.33486120e-02 -6.50266036e-02 -2.82209795e-02\n", + " 1.03249997e-02 3.09994724e-02 -1.87489875e-02 2.51580980e-02\n", + " -5.97541966e-02 2.94076689e-02 1.43752368e-02 2.02032551e-02\n", + " -3.47373225e-02 -6.27343729e-02 9.39113554e-03 -1.21272817e-01\n", + " 3.47814523e-02 2.32638773e-02 1.49381431e-02 2.17519514e-02\n", + " 8.55728704e-03 -5.49990125e-02 -1.50043871e-02 -1.41426293e-08\n", + " -1.51578698e-03 -6.13876097e-02 4.47901487e-02 7.99873769e-02\n", + " 3.18472758e-02 8.71470012e-03 1.08878920e-03 6.77157119e-02\n", + " 3.96043882e-02 -7.12699839e-04 2.40281112e-02 3.63050550e-02\n", + " 4.02212515e-02 6.04619645e-02 6.55885087e-03 -3.49235372e-03\n", + " 2.48958748e-02 6.74311025e-03 -7.16477409e-02 -8.01346172e-03\n", + " 9.63222794e-03 1.57958746e-01 7.74511322e-02 1.45721538e-02\n", + " 4.29333420e-03 2.51996499e-02 4.96561266e-02 2.73171756e-02\n", + " 6.69671670e-02 -1.18501652e-02 -4.99147736e-02 3.06649227e-02\n", + " 2.05701999e-02 -5.64133981e-03 6.07472882e-02 2.25201752e-02\n", + " -2.37061772e-02 2.92219035e-02 -2.39416435e-02 -4.20965068e-02\n", + " -5.74703980e-03 3.54500264e-02 -9.70290378e-02 -1.83146622e-03\n", + " -9.87919979e-03 -4.83104214e-02 -8.23866948e-02 -2.26372536e-02\n", + " 1.26401074e-02 7.76717514e-02 2.24403571e-02 -1.29538421e-02\n", + " 1.95268281e-02 3.46522033e-02 1.20828124e-02 -4.80264686e-02\n", + " 8.03388562e-03 -5.38482554e-02 -1.70898438e-02 3.68946791e-02\n", + " 3.85916717e-02 -2.24448442e-02 6.71749795e-03 6.62344471e-02]\n", + "\n", + "Customer Interest Embedding:\n", + "[-3.26145589e-02 8.75430033e-02 -8.74183401e-02 -4.00350150e-03\n", + " 8.82479325e-02 1.10261805e-01 1.23618148e-01 3.40309851e-02\n", + " 2.04532892e-02 3.05555649e-02 -1.21207451e-02 -7.75948986e-02\n", + " 7.71306381e-02 4.31047492e-02 -1.01507278e-02 -1.60991717e-02\n", + " 2.10592267e-03 -5.60366958e-02 -7.19971955e-02 -3.42478156e-02\n", + " -1.46628946e-01 4.71502729e-02 6.26535118e-02 -1.58036742e-02\n", + " -5.92529252e-02 2.52110288e-02 -2.68558115e-02 1.28872907e-02\n", + " -1.72668099e-02 -1.55510500e-01 -1.67152416e-02 -6.67597428e-02\n", + " 5.77436462e-02 1.03536891e-02 -1.32185921e-01 3.89651991e-02\n", + " 3.81519198e-02 1.32947946e-02 2.45242417e-02 1.78782530e-02\n", + " -5.24748228e-02 -4.18751203e-02 -1.54760694e-02 -4.13868111e-03\n", + " 1.65412668e-02 2.95823719e-02 4.13609780e-02 1.77353038e-03\n", + " 5.62782437e-02 -5.71928211e-02 1.90369431e-02 5.98956645e-02\n", + " -4.31034677e-02 -4.77226591e-03 3.48954126e-02 -1.90823637e-02\n", + " -4.39798683e-02 1.37794018e-02 3.58692780e-02 4.52017784e-02\n", + " 2.83347797e-02 -1.80111080e-02 -3.80312353e-02 1.88353006e-02\n", + " 4.73049916e-02 -1.04166627e-01 -8.62732157e-03 1.48402825e-01\n", + " -3.27451527e-02 4.02089432e-02 4.00176421e-02 4.52259276e-03\n", + " 7.89748784e-03 -5.32526039e-02 9.50924233e-02 2.72106957e-02\n", + " 2.97130216e-02 -2.18324084e-02 5.74025363e-02 -1.03902310e-01\n", + " 1.99158899e-02 -5.17140608e-03 -4.05817628e-02 6.59702644e-02\n", + " 8.49888381e-03 -6.01578504e-03 1.17055774e-02 -4.03979197e-02\n", + " 7.49408454e-02 6.66500703e-02 3.29276584e-02 -7.19409883e-02\n", + " 7.39126727e-02 6.99786246e-02 -1.34815853e-02 3.52979265e-02\n", + " -9.63685685e-04 -8.83618593e-02 -8.55156332e-02 2.06221312e-01\n", + " 2.04477124e-02 7.15346821e-03 -6.57806545e-02 -3.84221226e-02\n", + " -2.72967573e-02 -4.19544913e-02 -1.14486907e-02 2.69771088e-02\n", + " -2.87412386e-02 -2.38301465e-03 6.20830953e-02 -2.93669640e-03\n", + " -1.40566677e-01 5.88166667e-03 -3.67304534e-02 -3.21056917e-02\n", + " -3.06018610e-02 -4.28014621e-02 5.24136471e-03 -5.99439517e-02\n", + " 6.52599260e-02 5.15556373e-02 -8.56378395e-03 2.68161539e-02\n", + " -4.36116233e-02 -6.75311452e-03 -5.23468107e-02 -4.49518150e-33\n", + " 1.99806574e-03 -1.00038283e-01 -2.03022081e-02 5.39188161e-02\n", + " -4.81046811e-02 -3.52539197e-02 -1.36782369e-02 -5.47834113e-03\n", + " -7.31843263e-02 7.28989691e-02 -3.72515097e-02 4.43217382e-02\n", + " 4.83649410e-03 -4.93192375e-02 1.62451595e-01 4.60542142e-02\n", + " -5.09178303e-02 3.38194594e-02 -4.19569314e-02 9.69442353e-03\n", + " -1.03194360e-02 4.01431657e-02 1.40369963e-02 1.06696719e-02\n", + " 3.32347937e-02 -3.03117353e-02 2.43352000e-02 -2.10414324e-02\n", + " -4.29623201e-02 1.74719058e-02 -1.75227213e-03 -4.59412904e-03\n", + " -7.51036108e-02 6.04808107e-02 2.84958389e-02 -1.56157312e-03\n", + " -6.28466383e-02 -1.01537682e-01 1.40617052e-02 -2.63485145e-02\n", + " -1.75048206e-02 -3.79305482e-02 -6.67405054e-02 5.66795422e-03\n", + " 8.28285366e-02 -2.17140056e-02 -2.93911565e-02 -9.86825326e-04\n", + " -1.38202265e-01 -2.28503775e-02 4.13705558e-02 -8.01998284e-03\n", + " -4.85294387e-02 -2.42116544e-02 -4.66999374e-02 -9.67173744e-03\n", + " -2.85752788e-02 6.91231992e-03 -5.70667163e-03 6.15395373e-03\n", + " 3.71282548e-02 1.50970398e-02 -2.06975322e-02 6.53656246e-03\n", + " -3.10421661e-02 -2.49766316e-02 6.72997860e-03 2.52864975e-02\n", + " 5.03612682e-02 -4.20328192e-02 -8.42816308e-02 4.82248189e-03\n", + " 1.34110063e-01 2.56871302e-02 -8.11956171e-03 4.21466772e-03\n", + " 5.00200465e-02 6.14537150e-02 3.48399431e-02 -3.02066375e-02\n", + " -9.91117507e-02 5.63718714e-02 -1.16047114e-02 4.29959819e-02\n", + " -1.52849434e-02 5.36215119e-02 -3.49041596e-02 -7.14460686e-02\n", + " -6.32014200e-02 2.85188369e-02 -5.73093854e-02 1.78563595e-02\n", + " 2.80801598e-02 5.32907695e-02 -2.58216467e-02 3.75864796e-33\n", + " -1.55605096e-02 -1.44999567e-02 -3.62385362e-02 2.20393464e-02\n", + " -4.58142459e-02 -1.84142012e-02 2.51572821e-02 7.16286600e-02\n", + " -2.77729519e-02 1.12073220e-01 -4.68177833e-02 -1.23888729e-02\n", + " 5.11600636e-02 1.90833695e-02 -2.28036158e-02 -2.86579505e-02\n", + " 6.38550073e-02 3.61889303e-02 -2.42862683e-02 -6.69628680e-02\n", + " 5.40883280e-02 5.53586101e-03 2.92854644e-02 -5.51260002e-02\n", + " -1.78988334e-02 7.60826021e-02 -1.91628449e-02 1.88798532e-02\n", + " -1.72572527e-02 5.45867346e-02 6.55225813e-02 -6.62508830e-02\n", + " -1.25165815e-02 -1.05830852e-03 -3.83289382e-02 2.00532209e-02\n", + " 9.17248204e-02 -1.01075489e-02 -3.71933952e-02 6.22563511e-02\n", + " 2.18871944e-02 2.83834692e-02 5.83853247e-03 7.89715052e-02\n", + " -5.79288974e-03 4.11563646e-03 3.32416520e-02 3.55978422e-02\n", + " 5.04194312e-02 -6.81466004e-03 4.68607731e-02 7.92644173e-02\n", + " -5.93458116e-02 -1.64293256e-02 -4.77020033e-02 -6.33510202e-02\n", + " -1.13968290e-02 -1.04548987e-02 3.27985622e-02 1.14424797e-02\n", + " -6.19084993e-03 5.64243905e-02 -4.76784669e-02 7.28359297e-02\n", + " -6.94928765e-02 1.25025362e-01 -7.34327957e-02 6.27021492e-02\n", + " 3.96375209e-02 1.13343112e-02 4.60124426e-02 8.19697976e-02\n", + " 6.23375736e-03 1.17699662e-02 -7.88293183e-02 -1.40985306e-02\n", + " -6.84325770e-02 -4.45018448e-02 5.11544384e-03 1.09127901e-01\n", + " 1.61013554e-03 -1.00074492e-01 -1.04672030e-01 6.66281283e-02\n", + " -5.78546859e-02 3.86199802e-02 1.03883833e-01 2.71513057e-03\n", + " 3.15771364e-02 -4.64142598e-02 1.05849216e-02 1.07903015e-02\n", + " -1.27138356e-02 2.76785940e-02 2.62138192e-02 -1.16729266e-08\n", + " 9.78414901e-04 6.64986745e-02 2.65742559e-02 -1.27761881e-03\n", + " -2.89201867e-02 -2.96316650e-02 -5.20453677e-02 -8.09014142e-02\n", + " 4.12519053e-02 -2.32998580e-02 1.15684178e-02 1.68154705e-02\n", + " 3.02842837e-02 -3.07278261e-02 6.59935060e-04 2.33784020e-02\n", + " -5.66569567e-02 -1.11697437e-02 -2.55125854e-02 1.84250064e-02\n", + " 4.28100340e-02 -4.13444936e-02 -4.92693298e-02 6.24820031e-02\n", + " 1.77086312e-02 -2.43943781e-02 -3.13011669e-02 -2.73420359e-03\n", + " -1.37078762e-02 6.66622119e-03 2.97524445e-02 7.60538876e-02\n", + " 1.10889608e-02 -3.83639373e-02 -3.40841897e-02 5.25601730e-02\n", + " 3.92403901e-02 -7.69415796e-02 3.23306061e-02 4.85217273e-02\n", + " -3.12257968e-02 -3.22491489e-02 5.95889837e-02 2.91569368e-03\n", + " 7.68703831e-05 5.68212662e-03 -2.77391989e-02 -3.33448686e-02\n", + " -3.22247669e-02 -9.49769020e-02 3.36327367e-02 2.91372687e-02\n", + " 3.63499671e-02 1.33902416e-01 4.45484370e-02 3.10173854e-02\n", + " 1.57437031e-03 -3.55217457e-02 -7.19760582e-02 5.24052009e-02\n", + " 4.22228575e-02 -3.19916457e-02 1.18899465e-01 1.23348385e-02]\n" + ] + } + ], + "source": [ + "print(\"Stock Descriptions and their Embeddings:\")\n", + "for name, embedding in zip(filtered_df['Company Name'], stock_embeddings):\n", + " print(f\"{name}: {embedding}\")\n", + "\n", + "print(\"\\nCustomer Interest Embedding:\")\n", + "print(customer_embedding)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Recommended stocks for you based on your interest:\n", + " Company Name\n", + "251 JSW Energy Ltd.\n", + "361 Power Grid Corporation of India Ltd.\n", + "90 CESC Ltd.\n" + ] + } + ], + "source": [ + "similarities = cosine_similarity([customer_embedding], stock_embeddings)\n", + "\n", + "# Get the indices of the top similar stocks\n", + "top_indices = np.argsort(similarities[0])[-3:][::-1] # Top 3 recommendations\n", + "\n", + "# Display the recommended stocks\n", + "recommended_stocks = filtered_df.iloc[top_indices]\n", + "print(\"Recommended stocks for you based on your interest:\")\n", + "print(recommended_stocks[['Company Name']])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/nifty_500.csv b/nifty_500.csv new file mode 100644 index 0000000..1897f18 --- /dev/null +++ b/nifty_500.csv @@ -0,0 +1,502 @@ +Company Name,Symbol,Industry,Series,Open,High,Low,Previous Close,Last Traded Price,Change,Percentage Change,Share Volume,Value (Indian Rupee),52 Week High,52 Week Low,365 Day Percentage Change,30 Day Percentage Change +3M India Ltd.,3MINDIA,Diversified,EQ,21950.0,21999.0,21126.05,21854.05,21575.0,-279.05,-1.28,4159,89653566.68,27800.0,17273.0,-10.18,8.22 +Aarti Drugs Ltd.,AARTIDRUGS,Healthcare,EQ,400.5,401.8,394.1,403.85,400.0,-3.85,-0.95,31782,12627306.42,749.75,378.0,-42.92,-5.10 +Aavas Financiers Ltd.,AAVAS,Financial Services,EQ,1997.1,2004.05,1894.5,2015.45,1943.15,-72.30,-3.59,150704,290772818.72,3340.0,1815.0,-25.69,-9.39 +ABB India Ltd.,ABB,Capital Goods,EQ,2260.35,2311.5,2260.35,2300.9,2280.0,-20.90,-0.91,97053,221093527.71,2487.85,1618.05,27.25,-5.21 +Abbott India Ltd.,ABBOTINDIA,Healthcare,EQ,18700.4,19200.0,18605.0,18760.4,19199.8,439.40,2.34,12396,234676981.32,23934.45,15514.0,11.61,5.84 +Aditya Birla Capital Ltd.,ABCAPITAL,Financial Services,EQ,89.0,90.6,88.35,89.4,90.25,0.85,0.95,2401323,215182554.03,139.2,85.6,-23.75,-11.57 +Aditya Birla Fashion and Retail Ltd.,ABFRL,Consumer Services,EQ,235.6,243.5,235.6,237.05,242.2,5.15,2.17,1014277,243548193.24,322.0,189.35,9.87,-12.62 +Aditya Birla Sun Life AMC Ltd.,ABSLAMC,Financial Services,EQ,400.05,406.7,400.0,400.05,405.9,5.85,1.46,34489,13901826.12,722.9,375.0,-,-5.09 +ACC Ltd.,ACC,Construction Materials,EQ,2122.95,2174.0,2122.95,2121.95,2171.7,49.75,2.34,284645,613620612.3,2589.0,1900.0,5.32,-3.48 +Adani Enterprises Ltd.,ADANIENT,Metals & Mining,EQ,2189.9,2242.0,2138.25,2190.9,2229.25,38.35,1.75,2141743,4695578770.63,2420.95,1332.75,45.33,1.08 +Adani Green Energy Ltd.,ADANIGREEN,Power,EQ,1928.0,1978.9,1902.0,1929.6,1963.25,33.65,1.74,1206875,2344656406.25,3050.0,874.8,-,2.15 +Adani Ports and Special Economic Zone Ltd.,ADANIPORTS,Services,EQ,670.0,680.0,656.0,672.05,678.3,6.25,0.93,3151179,2105491760.64,924.65,651.95,-4.50,-9.16 +Adani Transmission Ltd.,ADANITRANS,Power,EQ,2500.0,2583.7,2226.3,2473.65,2452.0,-21.65,-0.88,741152,1847854989.44,3000.0,863.0,-,20.37 +Advanced Enzyme Tech Ltd.,ADVENZYMES,Fast Moving Consumer Goods,EQ,266.2,268.7,258.4,266.2,264.0,-2.20,-0.83,40076,10549606.24,435.95,258.4,-35.78,-7.02 +Aegis Logistics Ltd.,AEGISCHEM,Oil Gas & Consumable Fuels,EQ,208.7,212.6,205.15,209.0,211.45,2.45,1.17,247355,51731824.7,386.0,167.25,-39.22,-3.95 +Affle (India) Ltd.,AFFLE,Information Technology,EQ,1060.0,1060.3,1004.65,1060.3,1010.0,-50.30,-4.74,241660,246983769.8,1511.0,763.02,-,0.78 +AIA Engineering Ltd.,AIAENG,Capital Goods,EQ,2233.8,2242.45,2170.2,2223.8,2210.0,-13.80,-0.62,42620,94240491.6,2350.0,1475.05,3.91,-2.37 +Ajanta Pharmaceuticals Ltd.,AJANTPHARM,Healthcare,EQ,1233.0,1275.05,1229.35,1235.6,1265.9,30.30,2.45,109740,137293519.2,2435.0,1186.0,-42.50,-27.87 +Alkem Laboratories Ltd.,ALKEM,Healthcare,EQ,2995.0,3035.0,2970.95,2998.55,3011.25,12.70,0.42,21837,65524757.31,4070.0,2828.0,-6.28,-4.78 +Alkyl Amines Chemicals Ltd.,ALKYLAMINE,Chemicals,EQ,2525.0,2609.9,2506.2,2517.65,2552.85,35.20,1.40,26377,67248425.27,4749.0,2506.2,-30.00,-7.77 +Allcargo Logistics Ltd.,ALLCARGO,Services,EQ,259.0,271.5,256.0,262.95,269.0,6.05,2.30,502907,133391052.68,412.0,152.5,64.50,-17.76 +Alok Industries Ltd.,ALOKINDS,Textiles,BE,22.3,22.3,21.5,22.0,21.55,-0.45,-2.05,1040692,22645457.92,35.8,18.85,-,- +Amara Raja Batteries Ltd.,AMARAJABAT,Automobile and Auto Components,EQ,459.1,471.7,456.05,458.7,469.5,10.80,2.35,438273,202727558.88,781.6,438.05,-38.43,-8.69 +Amber Enterprises India Ltd.,AMBER,Consumer Durables,EQ,2251.0,2348.2,2251.0,2246.65,2325.0,78.35,3.49,85424,197744600.64,4025.95,2040.0,-23.22,-14.67 +Ambuja Cements Ltd.,AMBUJACEM,Construction Materials,EQ,363.95,368.6,362.1,363.0,367.5,4.50,1.24,2763265,1011078663.5,442.5,274.0,6.56,-1.73 +Angel One Ltd.,ANGELONE,Financial Services,EQ,1202.0,1228.0,1185.0,1206.2,1216.05,9.85,0.82,414524,499671374.84,2022.0,839.05,-,-18.25 +Anupam Rasayan India Ltd.,ANURAS,Chemicals,EQ,610.0,626.2,604.6,610.1,620.7,10.60,1.74,37228,22843845.36,1107.55,546.75,-19.72,-11.28 +APL Apollo Tubes Ltd.,APLAPOLLO,Capital Goods,EQ,843.9,855.0,836.0,849.95,845.1,-4.85,-0.57,165325,139906281.25,1114.55,718.08,-47.83,-9.31 +Alembic Pharmaceuticals Ltd.,APLLTD,Healthcare,EQ,727.75,731.6,717.0,728.25,729.9,1.65,0.23,63552,46195948.8,1016.7,678.3,-26.01,-0.51 +Apollo Hospitals Enterprise Ltd.,APOLLOHOSP,Healthcare,EQ,3680.0,3745.0,3635.2,3683.5,3732.0,48.50,1.32,316894,1169161399.36,5935.4,3361.55,1.76,-7.43 +Apollo Tyres Ltd.,APOLLOTYRE,Automobile and Auto Components,EQ,185.7,190.0,184.3,185.1,188.9,3.80,2.05,1276512,238682213.76,250.0,165.25,-17.73,-15.23 +Aptus Value Housing Finance India Ltd.,APTUS,Financial Services,EQ,276.5,294.7,274.3,281.8,293.65,11.85,4.21,449163,128519009.19,394.9,220.1,-,-1.38 +Asahi India Glass Ltd.,ASAHIINDIA,Automobile and Auto Components,EQ,536.8,549.0,530.25,539.6,548.0,8.40,1.56,261012,140842075.2,612.9,324.65,60.43,20.85 +Ashok Leyland Ltd.,ASHOKLEY,Capital Goods,EQ,148.0,149.0,144.65,147.8,146.4,-1.40,-0.95,19976245,2920926543.9,153.5,93.2,20.55,7.49 +Asian Paints Ltd.,ASIANPAINT,Consumer Durables,EQ,2704.9,2780.0,2685.0,2695.2,2769.65,74.45,2.76,1477191,4055317680.39,3590.0,2560.0,-9.94,-5.75 +Aster DM Healthcare Ltd.,ASTERDM,Healthcare,EQ,179.55,179.55,174.3,178.0,176.0,-2.00,-1.12,92393,16259320.14,237.0,148.4,15.55,-10.84 +Astral Ltd.,ASTRAL,Capital Goods,EQ,1651.0,1664.95,1639.9,1655.5,1657.0,1.50,0.09,125312,207061789.44,2524.95,1581.55,-16.79,-4.30 +AstraZenca Pharma India Ltd.,ASTRAZEN,Healthcare,EQ,2700.0,2727.0,2664.0,2705.2,2724.0,18.80,0.69,4613,12434526.02,3675.0,2445.7,-25.09,-10.05 +Adani Total Gas Ltd.,ATGL,Oil Gas & Consumable Fuels,EQ,2392.55,2442.95,2370.0,2392.9,2389.0,-3.90,-0.16,436503,1045280639.01,2740.0,774.95,-,-0.21 +Atul Ltd.,ATUL,Chemicals,EQ,7988.55,8070.0,7891.0,8030.8,8012.0,-18.80,-0.23,10672,85048369.6,10969.0,7750.0,-10.55,-1.40 +AU Small Finance Bank Ltd.,AUBANK,Financial Services,EQ,586.0,587.3,563.3,591.7,580.0,-11.70,-1.98,2741511,1574011125.54,732.98,462.5,-42.88,-52.72 +Aurobindo Pharma Ltd.,AUROPHARMA,Healthcare,EQ,512.25,524.0,506.5,513.1,522.75,9.65,1.88,831959,429032936.71,1013.0,503.45,-46.84,-3.33 +Avanti Feeds Ltd.,AVANTIFEED,Fast Moving Consumer Goods,EQ,432.85,436.5,425.0,432.85,436.0,3.15,0.73,142890,61885659.0,674.85,384.2,-20.70,0.87 +Axis Bank Ltd.,AXISBANK,Financial Services,EQ,633.0,646.6,631.8,636.8,644.0,7.20,1.13,6549359,4191262292.05,866.9,618.25,-14.90,-7.06 +Bajaj Auto Ltd.,BAJAJ-AUTO,Automobile and Auto Components,EQ,3667.95,3678.7,3601.1,3706.6,3621.7,-84.90,-2.29,756589,2746788798.61,4250.0,3027.05,-10.34,-4.08 +Bajaj Electricals Ltd,BAJAJELEC,Consumer Durables,EQ,1021.0,1048.0,1000.2,1023.95,1042.0,18.05,1.76,326410,335030488.1,1588.95,858.55,-0.29,3.41 +Bajaj Finserv Ltd.,BAJAJFINSV,Financial Services,EQ,10920.0,11343.0,10727.2,10931.75,11315.0,383.25,3.51,408983,4572364502.72,19325.0,10727.2,-9.72,-15.48 +Bajaj Holdings & Investment Ltd.,BAJAJHLDNG,Financial Services,EQ,4534.9,4655.0,4511.0,4585.2,4570.0,-15.20,-0.33,59937,275246886.99,6598.0,3586.0,26.86,-10.33 +Bajaj Finance Ltd.,BAJFINANCE,Financial Services,EQ,5364.0,5633.95,5335.05,5400.5,5617.95,217.45,4.03,1221890,6717694623.1,8050.0,5220.0,-10.23,-11.21 +Balaji Amines Ltd.,BALAMINES,Chemicals,EQ,2860.0,2897.0,2831.7,2867.3,2889.0,21.70,0.76,21727,62488155.62,5223.55,2651.0,7.24,-10.79 +Balkrishna Industries Ltd.,BALKRISIND,Automobile and Auto Components,EQ,2125.0,2179.0,2109.5,2149.15,2178.85,29.70,1.38,142057,304220747.78,2723.8,1690.55,-4.02,-8.11 +Balrampur Chini Mills Ltd.,BALRAMCHIN,Fast Moving Consumer Goods,EQ,360.0,362.5,354.65,359.45,360.7,1.25,0.35,1214196,435192130.32,525.9,297.6,1.05,-11.10 +Bandhan Bank Ltd.,BANDHANBNK,Financial Services,EQ,262.5,266.0,259.05,263.5,265.0,1.50,0.57,5414612,1423501494.8,349.55,229.55,-20.21,-19.16 +Bank of Baroda,BANKBARODA,Financial Services,EQ,97.6,97.8,95.6,97.4,97.35,-0.05,-0.05,32287305,3114433440.3,122.7,72.5,13.39,-2.84 +Bank of India,BANKINDIA,Financial Services,EQ,44.2,45.0,43.9,44.35,44.9,0.55,1.24,1053018,46711878.48,80.75,40.4,-43.07,-7.51 +BASF India Ltd.,BASF,Chemicals,EQ,2727.0,2759.95,2626.95,2728.55,2720.0,-8.55,-0.31,19400,52420740.0,3930.0,2351.0,4.97,6.81 +Bata India Ltd.,BATAINDIA,Consumer Durables,EQ,1665.0,1706.95,1650.0,1668.7,1705.0,36.30,2.18,122583,206081636.28,2262.0,1550.0,4.51,-11.11 +Bayer Cropscience Ltd.,BAYERCROP,Chemicals,EQ,5032.15,5135.0,4982.0,5007.15,5105.0,97.85,1.95,5806,29271761.84,6130.0,4218.05,-13.50,-7.24 +Bombay Burmah Trading Corporation Ltd.,BBTC,Fast Moving Consumer Goods,EQ,891.0,924.0,891.0,903.25,924.0,20.75,2.30,20192,18467603.2,1353.15,839.9,-31.75,-9.45 +Brightcom Group Ltd.,BCG,Information Technology,EQ,32.9,32.9,32.9,31.35,32.9,1.55,4.94,821102,27014255.8,122.88,10.73,40.27,-51.17 +Bharat Dynamics Ltd.,BDL,Capital Goods,EQ,677.0,679.95,660.05,681.25,668.0,-13.25,-1.94,693286,462442560.58,904.9,356.85,90.32,-13.07 +Bharat Electronics Ltd.,BEL,Capital Goods,EQ,233.0,235.5,227.25,234.1,229.7,-4.40,-1.88,5108014,1175354021.4,259.5,162.35,31.52,-0.28 +Berger Paints India Ltd.,BERGEPAINT,Consumer Durables,EQ,570.45,583.95,563.75,568.3,583.0,14.70,2.59,1316578,757664307.44,872.95,543.6,-29.41,-7.58 +Bharat Forge Ltd.,BHARATFORG,Capital Goods,EQ,645.15,649.35,635.0,651.8,643.0,-8.80,-1.35,650298,418492774.92,847.95,595.0,-14.45,-7.53 +Bharti Airtel Ltd.,BHARTIARTL,Telecommunication,EQ,684.85,685.8,666.0,684.95,673.0,-11.95,-1.74,4488771,3024129910.41,781.8,514.85,30.31,-2.18 +Bharat Heavy Electricals Ltd.,BHEL,Capital Goods,EQ,44.8,45.8,44.4,44.95,45.65,0.70,1.56,11083459,499420662.54,80.35,41.4,-31.43,-12.21 +Biocon Ltd.,BIOCON,Healthcare,EQ,308.75,312.0,305.0,308.4,311.3,2.90,0.94,1136834,351054339.2,414.4,305.0,-23.75,-7.69 +Birla Corporation Ltd.,BIRLACORPN,Construction Materials,EQ,874.9,877.1,826.0,870.95,839.9,-31.05,-3.57,120235,101789748.65,1650.0,823.0,-28.19,-10.63 +Blue Dart Express Ltd.,BLUEDART,Services,EQ,7850.0,7877.0,7730.1,7802.15,7765.55,-36.60,-0.47,16566,129401664.48,7880.0,5306.5,34.59,4.17 +Blue Star Ltd.,BLUESTARCO,Consumer Durables,EQ,892.1,903.75,885.35,903.75,890.9,-12.85,-1.42,42446,38077882.14,1225.0,758.0,10.75,-11.78 +Borosil Renewables Ltd.,BORORENEW,Capital Goods,EQ,603.0,614.8,595.2,601.7,607.7,6.00,1.00,469179,284435076.96,833.35,261.2,-,-8.39 +Bosch Ltd.,BOSCHLTD,Automobile and Auto Components,EQ,15273.0,15731.2,15201.55,15229.6,15650.0,420.40,2.76,71619,1114657346.49,19250.0,12932.45,1.36,4.12 +Bharat Petroleum Corporation Ltd.,BPCL,Oil Gas & Consumable Fuels,EQ,308.5,319.25,305.7,308.4,318.5,10.10,3.27,4416695,1381939698.55,503.0,293.35,-34.12,-5.46 +Brigade Enterprises Ltd.,BRIGADE,Realty,EQ,439.0,447.45,436.05,444.4,443.5,-0.90,-0.20,140806,62332000.08,554.7,268.7,58.88,-4.36 +Britannia Industries Ltd.,BRITANNIA,Fast Moving Consumer Goods,EQ,3412.0,3600.0,3412.0,3466.4,3575.0,108.60,3.13,292487,1029595188.18,4153.0,3050.0,-5.02,-4.97 +BSE Ltd.,BSE,Financial Services,EQ,594.95,604.95,586.45,596.9,600.15,3.25,0.54,778640,463088353.6,1046.67,296.33,-33.71,-21.03 +Birlasoft Ltd.,BSOFT,Information Technology,EQ,353.7,357.1,343.55,353.25,352.1,-1.15,-0.33,1752456,612360700.08,585.85,316.45,-11.60,-4.68 +Computer Age Management Services Ltd.,CAMS,Financial Services,EQ,2258.8,2258.8,2207.0,2257.75,2230.0,-27.75,-1.23,57998,129291461.52,4067.4,2037.15,-19.15,-2.92 +Canara Bank,CANBK,Financial Services,EQ,181.65,185.7,178.45,181.25,185.5,4.25,2.34,5768579,1048958405.36,272.8,142.1,19.36,-11.59 +Can Fin Homes Ltd.,CANFINHOME,Financial Services,EQ,427.85,443.4,424.7,426.35,441.45,15.10,3.54,663285,290260148.85,722.0,406.65,-18.57,-11.86 +Caplin Point Laboratories Ltd.,CAPLIPOINT,Healthcare,EQ,704.0,714.15,704.0,710.4,711.25,0.85,0.12,26432,18764605.44,1034.8,626.0,6.49,-4.28 +Carborundum Universal Ltd.,CARBORUNIV,Capital Goods,EQ,715.0,721.55,698.35,716.9,710.0,-6.90,-0.96,117136,82768297.6,1035.0,590.55,18.25,-0.50 +Castrol India Ltd.,CASTROLIND,Oil Gas & Consumable Fuels,EQ,103.3,104.15,102.75,103.3,104.0,0.70,0.68,228227,23644317.2,150.0,99.05,-27.81,-4.97 +CCL Products (I) Ltd.,CCL,Fast Moving Consumer Goods,EQ,380.0,385.15,375.25,383.45,382.3,-1.15,-0.30,132875,50844618.75,514.95,310.0,6.03,8.29 +Central Depository Services (India) Ltd.,CDSL,Financial Services,EQ,1111.4,1117.7,1096.0,1114.4,1105.0,-9.40,-0.84,208635,230664769.65,1734.4,974.0,13.88,-11.38 +Ceat Ltd.,CEATLTD,Automobile and Auto Components,EQ,933.0,949.0,917.75,929.2,935.55,6.35,0.68,29484,27602036.28,1477.75,890.0,-31.66,-8.36 +Central Bank of India,CENTRALBK,Financial Services,EQ,16.9,17.0,16.25,16.9,16.8,-0.10,-0.59,891053,14978600.93,29.65,16.25,-39.86,-10.58 +Century Plyboards (India) Ltd.,CENTURYPLY,Consumer Durables,EQ,526.0,526.35,511.05,525.7,512.1,-13.60,-2.59,35943,18514598.73,749.0,341.8,29.95,-8.41 +Century Textile & Industries Ltd.,CENTURYTEX,Forest Materials,EQ,808.0,817.95,797.0,805.7,806.5,0.80,0.10,156605,126723199.95,1024.0,607.7,30.97,0.98 +Cera Sanitaryware Ltd,CERA,Consumer Durables,EQ,4141.7,4160.0,4085.9,4132.75,4111.25,-21.50,-0.52,2801,11566421.39,6450.0,3515.0,-7.85,-1.61 +CESC Ltd.,CESC,Power,EQ,70.95,71.9,70.5,71.2,70.75,-0.45,-0.63,565200,40174416.0,102.45,7.23,-90.75,-8.72 +Capri Global Capital Ltd.,CGCL,Financial Services,EQ,685.55,689.15,681.05,687.4,681.15,-6.25,-0.91,16875,11555156.25,805.0,436.85,29.13,2.38 +CG Power and Industrial Solutions Ltd.,CGPOWER,Capital Goods,EQ,192.0,196.25,188.6,191.65,189.65,-2.00,-1.04,928649,178430618.86,219.65,71.7,-,5.33 +Chalet Hotels Ltd.,CHALET,Consumer Services,EQ,314.8,331.8,310.05,314.65,327.15,12.50,3.97,866335,280848480.3,332.7,159.05,77.57,5.92 +Chambal Fertilizers & Chemicals Ltd.,CHAMBLFERT,Chemicals,EQ,267.7,272.4,260.8,266.15,271.3,5.15,1.93,1548368,412593620.96,516.0,260.8,-13.19,-26.76 +Chemplast Sanmar Ltd.,CHEMPLASTS,Chemicals,EQ,469.8,479.0,460.8,470.15,476.25,6.10,1.30,98313,46324102.47,826.0,382.7,-,-2.52 +Cholamandalam Investment and Finance Company Ltd.,CHOLAFIN,Financial Services,EQ,616.2,643.15,616.05,619.5,637.95,18.45,2.98,1694794,1067737167.94,768.0,469.25,20.70,-8.84 +Cholamandalam Financial Holdings Ltd.,CHOLAHLDNG,Financial Services,EQ,590.25,610.5,586.9,593.2,602.05,8.85,1.49,17853,10648243.32,762.3,564.05,-10.42,-4.58 +Cipla Ltd.,CIPLA,Healthcare,EQ,911.2,956.05,911.2,917.2,948.0,30.80,3.36,1793834,1677593556.8,1083.0,850.0,-5.63,-7.63 +Clean Science and Technology Ltd.,CLEAN,Chemicals,EQ,1486.95,1490.0,1456.0,1490.05,1458.0,-32.05,-2.15,77405,113280669.4,2705.0,1422.1,-,-14.79 +Coal India Ltd.,COALINDIA,Oil Gas & Consumable Fuels,EQ,185.0,186.15,176.6,185.6,183.2,-2.40,-1.29,17248729,3132369186.4,209.0,132.75,26.56,-3.78 +Cochin Shipyard Ltd.,COCHINSHIP,Capital Goods,EQ,310.9,313.0,307.15,311.7,312.85,1.15,0.37,34795,10809066.75,402.6,280.75,-19.08,-3.53 +Coforge Ltd.,COFORGE,Information Technology,EQ,3538.0,3538.0,3419.9,3539.3,3495.0,-44.30,-1.25,536217,1852924654.35,6135.0,3218.1,-14.87,-9.52 +Colgate Palmolive (India) Ltd.,COLPAL,Fast Moving Consumer Goods,EQ,1488.8,1520.0,1484.35,1486.85,1515.1,28.25,1.90,437561,661491592.97,1823.4,1375.6,-11.80,-8.63 +Container Corporation of India Ltd.,CONCOR,Services,EQ,596.4,605.0,585.05,594.3,603.15,8.85,1.49,1065738,634167396.9,754.4,554.0,-14.90,-8.63 +Coromandel International Ltd.,COROMANDEL,Chemicals,EQ,953.0,969.5,932.75,953.15,968.05,14.90,1.56,366177,349230328.44,983.95,709.35,5.80,0.87 +CreditAccess Grameen Ltd.,CREDITACC,Financial Services,EQ,1012.95,1025.0,995.15,1015.8,1021.9,6.10,0.60,159386,160874665.24,1154.0,494.7,35.44,-5.20 +CRISIL Ltd.,CRISIL,Financial Services,EQ,3281.2,3398.0,3264.1,3286.7,3269.7,-17.00,-0.52,42577,142348109.87,3863.55,2425.2,29.43,-3.52 +Crompton Greaves Consumer Electricals Ltd.,CROMPTON,Consumer Durables,EQ,339.95,351.1,337.1,340.15,349.8,9.65,2.84,517467,179317839.51,512.8,312.0,-21.73,-5.89 +CSB Bank Ltd.,CSBBANK,Financial Services,EQ,194.5,195.0,190.0,193.1,191.6,-1.50,-0.78,198621,38345770.26,374.0,178.0,-44.38,2.20 +City Union Bank Ltd.,CUB,Financial Services,EQ,133.0,137.0,130.95,133.05,134.55,1.50,1.13,1461281,195154077.55,183.95,109.0,-20.14,-5.03 +Cummins India Ltd.,CUMMINSIND,Capital Goods,EQ,1016.0,1030.2,1014.0,1024.2,1030.0,5.80,0.57,149758,153313254.92,1162.0,821.6,13.86,-0.17 +Cyient Ltd.,CYIENT,Information Technology,EQ,760.45,766.35,749.1,756.65,756.85,0.20,0.03,196910,149269594.6,1292.0,720.0,-11.98,-3.41 +Dabur India Ltd.,DABUR,Fast Moving Consumer Goods,EQ,492.05,512.7,492.05,495.95,511.3,15.35,3.10,1704654,861071875.02,658.95,482.25,-12.80,-4.44 +Dalmia Bharat Ltd.,DALBHARAT,Construction Materials,EQ,1280.0,1337.8,1272.5,1283.65,1326.0,42.35,3.30,197336,259368571.6,2548.4,1212.5,-32.12,-5.79 +Dilip Buildcon Ltd.,DBL,Construction,EQ,190.0,190.75,187.45,190.4,189.75,-0.65,-0.34,231621,43871333.61,749.8,187.45,-66.80,-16.47 +DCM Shriram Ltd.,DCMSHRIRAM,Diversified,EQ,941.5,954.35,936.1,944.45,947.8,3.35,0.35,26354,24980693.06,1263.85,855.0,3.56,-4.80 +Deepak Nitrite Ltd.,DEEPAKNTR,Chemicals,EQ,1741.0,1755.95,1681.15,1736.4,1726.2,-10.20,-0.59,894640,1526175322.4,3020.0,1681.15,-3.99,-13.05 +Delta Corp Ltd.,DELTACORP,Consumer Services,EQ,167.05,174.55,166.0,166.45,172.45,6.00,3.60,10179569,1744370943.84,339.7,162.1,-6.09,-23.79 +Devyani International Ltd.,DEVYANI,Consumer Services,EQ,156.35,159.7,152.7,155.35,158.0,2.65,1.71,1367282,214950403.22,198.9,107.55,-,-8.89 +Dhani Services Ltd.,DHANI,Financial Services,EQ,37.6,37.6,34.2,35.85,35.3,-0.55,-1.53,20638577,751037817.03,242.9,28.5,-79.85,-28.44 +Divi's Laboratories Ltd.,DIVISLAB,Healthcare,EQ,3590.35,3649.6,3581.05,3630.4,3647.0,16.60,0.46,304397,1099975087.14,5425.1,3365.55,-17.65,1.09 +Dixon Technologies (India) Ltd.,DIXON,Consumer Durables,EQ,3575.0,3606.75,3517.0,3575.0,3594.0,19.00,0.53,157931,563530973.51,6243.6,3180.55,-19.14,-7.35 +DLF Ltd.,DLF,Realty,EQ,310.4,324.4,309.45,312.7,323.0,10.30,3.29,5557896,1764076190.4,449.7,279.45,11.24,-9.51 +Avenue Supermarts Ltd.,DMART,Consumer Services,EQ,3394.45,3406.65,3331.1,3406.1,3395.0,-11.10,-0.33,311228,1049656889.64,5900.0,3186.0,1.85,-14.26 +Dr. Reddy's Laboratories Ltd.,DRREDDY,Healthcare,EQ,4385.0,4395.0,4290.05,4393.8,4385.0,-8.80,-0.20,304799,1327369165.1,5614.6,3654.0,-18.98,0.55 +Easy Trip Planners Ltd.,EASEMYTRIP,Consumer Services,EQ,392.2,402.9,390.4,391.4,400.95,9.55,2.44,1105653,441277168.83,717.65,261.0,-0.66,2.78 +eClerx Services Ltd.,ECLERX,Services,EQ,1920.25,1920.25,1888.8,1920.25,1905.2,-15.05,-0.78,12475,23805543.5,2970.0,1755.65,-,-5.53 +Edelweiss Financial Services Ltd.,EDELWEISS,Financial Services,EQ,52.05,52.5,50.85,51.55,51.85,0.30,0.58,613698,31666816.8,100.9,49.4,-28.75,-5.76 +Eicher Motors Ltd.,EICHERMOT,Automobile and Auto Components,EQ,2775.0,2809.8,2750.4,2794.35,2789.0,-5.35,-0.19,367512,1018802065.92,2994.0,2159.55,4.61,0.49 +E.I.D. Parry (India) Ltd.,EIDPARRY,Fast Moving Consumer Goods,EQ,525.5,532.55,513.0,530.6,529.0,-1.60,-0.30,228073,119282179.0,576.0,377.3,24.42,-4.51 +EIH Ltd.,EIHOTEL,Consumer Services,EQ,124.4,127.95,124.2,124.9,126.9,2.00,1.60,162116,20512537.48,171.75,100.0,11.57,-7.58 +Elgi Equipments Ltd.,ELGIEQUIP,Capital Goods,EQ,351.5,362.4,344.35,358.5,347.0,-11.50,-3.21,204302,71922476.08,422.3,191.3,73.27,4.11 +Emami Ltd.,EMAMILTD,Fast Moving Consumer Goods,EQ,417.2,429.6,415.35,420.25,424.95,4.70,1.12,102892,43498621.92,621.8,393.4,-25.00,0.94 +Endurance Technologies Ltd.,ENDURANCE,Automobile and Auto Components,EQ,1418.8,1419.0,1396.85,1411.7,1410.0,-1.70,-0.12,140419,197643955.07,1989.0,1047.2,-13.14,7.94 +Engineers India Ltd.,ENGINERSIN,Construction,EQ,57.0,58.95,56.6,57.0,58.8,1.80,3.16,751759,43752373.8,82.5,56.0,-28.39,-8.51 +EPL Ltd.,EPL,Capital Goods,EQ,150.1,159.95,149.3,149.15,156.5,7.35,4.93,220028,34181349.8,291.0,147.15,-46.73,-9.19 +Equitas Holdings Ltd.,EQUITAS,Financial Services,EQ,82.4,83.0,81.5,82.0,82.55,0.55,0.67,198014,16282691.22,145.0,75.0,-12.77,-12.11 +Equitas Small Finance Bank Ltd.,EQUITASBNK,Financial Services,EQ,39.4,39.5,38.8,39.45,39.5,0.05,0.13,160741,6302654.61,76.8,37.45,-33.08,-2.95 +Eris Lifesciences Ltd.,ERIS,Healthcare,EQ,670.55,670.55,648.45,667.2,651.0,-16.20,-2.43,8326,5464104.02,863.0,600.3,-5.70,-0.09 +Escorts Kubota Ltd.,ESCORTS,Capital Goods,EQ,1449.95,1471.7,1424.55,1444.8,1467.2,22.40,1.55,489734,708072109.22,1934.0,1128.0,18.42,-11.36 +Exide Industries Ltd.,EXIDEIND,Automobile and Auto Components,EQ,137.5,141.95,136.8,137.8,141.95,4.15,3.01,854228,119053756.36,204.9,130.25,-24.43,-5.91 +Fertilisers and Chemicals Travancore Ltd.,FACT,Chemicals,EQ,96.4,96.4,93.4,96.4,95.0,-1.40,-1.45,227181,21543574.23,159.9,82.35,-30.17,-22.51 +FDC Ltd.,FDC,Healthcare,EQ,239.8,255.0,233.45,238.65,248.0,9.35,3.92,40209,9696400.35,388.7,225.0,-32.58,-3.01 +Federal Bank Ltd.,FEDERALBNK,Financial Services,EQ,90.55,94.35,89.3,90.2,94.05,3.85,4.27,16073373,1482447191.79,107.65,77.5,3.56,1.52 +Finolex Cables Ltd.,FINCABLES,Capital Goods,EQ,374.0,381.95,371.35,376.3,376.3,-,-,49522,18673755.76,608.6,343.5,-27.61,1.51 +Fine Organic Industries Ltd.,FINEORG,Chemicals,EQ,4804.45,4898.35,4780.0,4797.9,4840.0,42.10,0.88,25788,124989020.52,6139.9,2734.55,65.76,-1.46 +Finolex Industries Ltd.,FINPIPE,Capital Goods,EQ,135.8,137.5,134.1,136.2,137.2,1.00,0.73,118082,16022546.58,244.5,125.0,-25.96,-13.25 +Gujarat Fluorochemicals Ltd.,FLUOROCHEM,Chemicals,EQ,2800.25,2807.4,2696.95,2774.95,2755.0,-19.95,-0.72,44957,124253505.31,3198.9,1034.1,138.90,-3.89 +Fortis Healthcare Ltd.,FORTIS,Healthcare,EQ,236.65,238.0,232.3,240.0,235.5,-4.50,-1.88,536057,125769693.34,313.45,219.75,-1.40,0.82 +Firstsource Solutions Ltd.,FSL,Information Technology,EQ,102.5,104.3,101.35,102.9,103.7,0.80,0.78,1265235,130116767.4,242.85,93.0,-44.96,-7.34 +Gujarat Ambuja Exports Ltd.,GAEL,Fast Moving Consumer Goods,EQ,280.0,282.6,268.05,282.7,273.15,-9.55,-3.38,245672,67483641.68,394.15,150.05,62.85,-15.99 +GAIL (India) Ltd.,GAIL,Oil Gas & Consumable Fuels,EQ,134.1,136.4,131.0,135.2,132.6,-2.60,-1.92,10077624,1336595271.12,173.5,125.2,-9.66,-8.15 +Galaxy Surfactants Ltd.,GALAXYSURF,Chemicals,EQ,2934.6,2934.6,2838.0,2920.05,2849.95,-70.10,-2.40,18915,53998352.85,3585.65,2585.0,-3.40,1.68 +Garware Technical Fibres Ltd.,GARFIBRES,Textiles,EQ,3093.75,3093.75,2972.35,3078.35,3000.5,-77.85,-2.53,4359,13258639.53,4030.0,2619.8,-9.01,3.57 +Great Eastern Shipping Co. Ltd.,GESHIP,Services,EQ,395.75,398.9,385.0,395.6,390.25,-5.35,-1.35,120133,46909533.84,445.0,265.0,1.74,-0.39 +General Insurance Corporation of India,GICRE,Financial Services,EQ,114.1,116.4,114.1,115.2,115.95,0.75,0.65,90066,10390013.76,211.5,105.0,-44.75,-3.60 +Gland Pharma Ltd.,GLAND,Healthcare,EQ,2710.0,2710.0,2637.4,2701.7,2641.0,-60.70,-2.25,129469,344517009.0,4350.0,2495.15,-21.10,-5.57 +Glaxosmithkline Pharmaceuticals Ltd.,GLAXO,Healthcare,EQ,1505.0,1527.0,1499.0,1499.6,1499.0,-0.60,-0.04,54631,82318537.11,1918.75,1450.0,-0.17,-0.80 +Glenmark Pharmaceuticals Ltd.,GLENMARK,Healthcare,EQ,385.2,395.0,382.0,386.35,395.0,8.65,2.24,398227,155165168.28,690.95,348.5,-40.79,-1.83 +Glenmark Life Sciences Ltd.,GLS,Healthcare,EQ,441.0,444.5,440.0,444.3,441.8,-2.50,-0.56,15000,6619500.0,799.0,410.0,-,4.96 +GMM Pfaudler Ltd.,GMMPFAUDLR,Capital Goods,EQ,4355.0,4372.0,4300.05,4345.6,4330.0,-15.60,-0.36,14737,64042138.79,5295.0,3770.0,-7.22,3.63 +GMR Infrastructure Ltd.,GMRINFRA,Services,EQ,34.0,34.75,33.6,34.1,34.5,0.40,1.17,4338629,148337725.51,49.15,27.35,7.23,-10.26 +Gujarat Narmada Valley Fertilizers and Chemicals Ltd.,GNFC,Chemicals,EQ,566.0,582.0,563.25,571.8,580.5,8.70,1.52,1199375,687769600.0,912.0,314.1,51.59,-14.11 +Go Fashion (India) Ltd.,GOCOLORS,Consumer Services,EQ,990.0,999.5,980.0,993.45,988.5,-4.95,-0.50,6325,6258208.0,1339.9,847.3,-,0.84 +Godfrey Phillips India Ltd.,GODFRYPHLP,Fast Moving Consumer Goods,EQ,1089.0,1089.0,1042.65,1059.15,1061.35,2.20,0.21,12787,13588233.42,1408.75,933.0,7.91,-8.16 +Godrej Agrovet Ltd.,GODREJAGRO,Fast Moving Consumer Goods,EQ,503.85,507.65,500.6,506.95,502.0,-4.95,-0.98,22224,11190895.2,746.8,441.0,-20.06,-5.71 +Godrej Consumer Products Ltd.,GODREJCP,Fast Moving Consumer Goods,EQ,757.05,785.0,750.55,757.55,782.95,25.40,3.35,743399,571740736.91,1138.0,660.05,-12.95,-1.23 +Godrej Industries Ltd.,GODREJIND,Fast Moving Consumer Goods,EQ,433.85,435.65,424.0,433.85,426.0,-7.85,-1.81,59044,25182856.44,662.0,405.0,-24.07,-9.29 +Godrej Properties Ltd.,GODREJPROP,Realty,EQ,1167.0,1233.45,1167.0,1182.95,1226.0,43.05,3.64,776473,937738677.37,2598.0,1129.55,-15.37,-15.47 +Gujarat Pipavav Port Ltd.,GPPL,Services,EQ,75.95,78.5,74.5,77.1,78.25,1.15,1.49,679600,51744744.0,119.0,70.3,-31.62,-3.99 +Granules India Ltd.,GRANULES,Healthcare,EQ,272.1,279.75,268.9,272.25,278.2,5.95,2.19,879548,242684884.16,404.8,226.95,-18.14,0.85 +Graphite India Ltd.,GRAPHITE,Capital Goods,EQ,391.0,393.1,383.2,393.05,388.75,-4.30,-1.09,176151,68404717.83,754.0,350.0,-38.33,-11.49 +Grasim Industries Ltd.,GRASIM,Construction Materials,EQ,1320.0,1350.0,1305.3,1320.75,1345.7,24.95,1.89,516506,686565600.5,1929.8,1276.6,-11.88,-7.55 +Grindwell Norton Ltd.,GRINDWELL,Capital Goods,EQ,1676.6,1703.05,1645.15,1683.05,1680.0,-3.05,-0.18,15338,25625196.6,2018.35,1161.0,35.52,-1.81 +G R Infraprojects Ltd.,GRINFRA,Construction,EQ,1105.55,1105.55,1080.3,1100.55,1093.0,-7.55,-0.69,6544,7140616.48,2267.65,1078.85,-,-22.37 +Gujarat State Fertilizers & Chemicals Ltd.,GSFC,Chemicals,EQ,131.3,131.8,127.1,132.0,130.6,-1.40,-1.06,1507206,194535078.42,198.8,98.1,14.09,-20.82 +Gujarat State Petronet Ltd.,GSPL,Oil Gas & Consumable Fuels,EQ,220.4,221.95,215.55,217.9,217.95,0.05,0.02,882222,192994884.72,379.2,209.45,-34.64,-14.38 +Gujarat Alkalies & Chemicals Ltd.,GUJALKALI,Chemicals,EQ,683.3,692.95,664.4,689.35,689.0,-0.35,-0.05,215330,146672029.5,1044.7,401.0,71.35,-14.21 +Gujarat Gas Ltd.,GUJGASLTD,Oil Gas & Consumable Fuels,EQ,419.0,425.95,416.7,418.85,423.0,4.15,0.99,1078048,455033280.32,786.0,403.55,-36.61,-25.11 +Hindustan Aeronautics Ltd.,HAL,Capital Goods,EQ,1763.0,1779.7,1727.4,1769.8,1737.7,-32.10,-1.81,430150,750263328.5,1972.55,1010.0,73.20,-3.73 +Happiest Minds Technologies Ltd.,HAPPSTMNDS,Information Technology,EQ,826.4,826.4,813.0,828.95,816.8,-12.15,-1.47,227373,186004756.38,1580.0,785.6,-17.44,-8.41 +Hathway Cable & Datacom Ltd.,HATHWAY,Media Entertainment & Publication,EQ,16.3,16.45,16.1,16.25,16.35,0.10,0.62,670321,10886013.04,28.7,14.35,-37.26,-10.22 +Hatsun Agro Product Ltd.,HATSUN,Fast Moving Consumer Goods,EQ,874.7,886.25,869.75,881.15,875.0,-6.15,-0.70,88204,77170561.64,1525.95,837.6,-1.40,-4.76 +Havells India Ltd.,HAVELLS,Consumer Durables,EQ,1099.85,1120.0,1092.25,1098.2,1111.65,13.45,1.22,1848135,2049858935.25,1504.45,978.0,12.04,-8.62 +HCL Technologies Ltd.,HCLTECH,Information Technology,EQ,964.5,981.45,964.2,973.25,979.05,5.80,0.60,2827579,2746681964.81,1377.75,944.05,-1.04,-6.49 +Housing Development Finance Corporation Ltd.,HDFC,Financial Services,EQ,2155.0,2224.05,2133.1,2170.85,2205.3,34.45,1.59,2776869,6047243158.68,3021.1,2026.0,-12.30,-5.89 +HDFC Asset Management Company Ltd.,HDFCAMC,Financial Services,EQ,1782.0,1839.0,1779.7,1792.35,1833.3,40.95,2.28,447884,814118746.8,3365.0,1690.0,-38.56,-5.51 +HDFC Bank Ltd.,HDFCBANK,Financial Services,EQ,1343.95,1360.0,1330.05,1348.0,1354.95,6.95,0.52,5736226,7722508977.02,1725.0,1271.6,-10.01,-2.95 +HDFC Life Insurance Company Ltd.,HDFCLIFE,Financial Services,EQ,549.95,567.3,540.55,550.0,567.0,17.00,3.09,2052291,1143741774.3,775.65,497.05,-19.86,-8.17 +H.E.G. Ltd.,HEG,Capital Goods,EQ,995.8,998.95,963.3,997.85,984.9,-12.95,-1.30,69104,67787568.8,2629.0,890.8,-54.45,-11.08 +Hemisphere Properties India Ltd.,HEMIPROP,Realty,EQ,105.85,106.0,102.75,105.3,105.0,-0.30,-0.28,462015,48266707.05,165.9,95.0,-23.67,2.43 +Hero MotoCorp Ltd.,HEROMOTOCO,Automobile and Auto Components,EQ,2715.0,2770.0,2683.35,2719.7,2758.8,39.10,1.44,393346,1075824910.76,2968.95,2146.85,-6.30,-1.95 +HFCL Ltd.,HFCL,Telecommunication,EQ,55.15,55.7,54.25,55.15,54.95,-0.20,-0.36,2275417,124943147.47,101.35,51.55,-18.30,-12.39 +Hinduja Global Solutions Ltd.,HGS,Services,EQ,1075.0,1080.55,1050.05,1067.1,1074.1,7.00,0.66,180181,193514394.0,3920.0,846.0,-,11.13 +Hikal Ltd.,HIKAL,Healthcare,EQ,239.85,243.6,234.15,239.0,238.95,-0.05,-0.02,386423,92262355.48,742.0,212.0,-51.31,-27.67 +Hindalco Industries Ltd.,HINDALCO,Metals & Mining,EQ,335.0,342.9,330.25,338.65,341.8,3.15,0.93,11278576,3788248106.88,636.0,308.95,-8.98,-19.86 +Hindustan Copper Ltd.,HINDCOPPER,Metals & Mining,EQ,86.1,88.75,85.65,87.1,88.3,1.20,1.38,2962596,258130989.48,159.4,81.2,-39.56,-17.13 +Hindustan Petroleum Corporation Ltd.,HINDPETRO,Oil Gas & Consumable Fuels,EQ,218.0,229.0,216.2,217.2,227.5,10.30,4.74,8196598,1840464114.92,354.8,206.5,-25.92,-4.65 +Hindustan Unilever Ltd.,HINDUNILVR,Fast Moving Consumer Goods,EQ,2226.0,2293.0,2203.6,2230.6,2291.0,60.40,2.71,1235612,2788393244.28,2859.3,1901.55,-9.74,-5.21 +Hindustan Zinc Ltd.,HINDZINC,Metals & Mining,EQ,246.0,249.0,245.35,249.35,247.75,-1.60,-0.64,310474,76659135.34,408.6,245.1,-26.51,-17.15 +HLE Glascoat Ltd.,HLEGLAS,Capital Goods,EQ,3320.0,3447.9,3252.4,3295.2,3410.0,114.80,3.48,13768,46522898.08,7550.0,2950.0,-5.48,-4.13 +Home First Finance Company India Ltd.,HOMEFIRST,Financial Services,EQ,746.95,748.0,726.05,743.7,733.95,-9.75,-1.31,37017,27411828.84,921.3,525.05,37.40,-4.41 +Honeywell Automation India Ltd.,HONAUT,Capital Goods,EQ,34069.8,34069.8,33133.65,33787.7,33244.05,-543.65,-1.61,1860,62036431.2,47275.95,30185.35,-19.23,4.96 +Housing & Urban Development Corporation Ltd.,HUDCO,Financial Services,EQ,34.8,35.0,34.6,34.8,34.85,0.05,0.14,544695,18949939.05,56.15,30.6,-34.40,-3.20 +Indiabulls Real Estate Ltd.,IBREALEST,Realty,EQ,61.2,62.3,60.15,60.95,61.7,0.75,1.23,4909229,299462969.0,195.9,60.15,-48.26,-18.90 +Indiabulls Housing Finance Ltd.,IBULHSGFIN,Financial Services,EQ,94.5,96.4,93.1,94.75,96.2,1.45,1.53,12436219,1174725246.74,297.8,90.75,-63.70,-19.70 +ICICI Bank Ltd.,ICICIBANK,Financial Services,EQ,703.45,706.75,694.1,707.2,706.0,-1.20,-0.17,9884899,6924865994.45,867.0,629.8,12.09,-6.06 +ICICI Lombard General Insurance Company Ltd.,ICICIGI,Financial Services,EQ,1120.0,1150.0,1105.85,1120.95,1144.0,23.05,2.06,228217,258033551.05,1675.0,1071.0,-28.47,-11.45 +ICICI Prudential Life Insurance Company Ltd.,ICICIPRULI,Financial Services,EQ,489.0,502.45,484.2,489.0,501.75,12.75,2.61,757837,374288115.93,724.3,430.0,-20.19,-6.25 +Indo Count Industries Ltd.,ICIL,Textiles,EQ,131.25,138.0,130.4,131.05,136.5,5.45,4.16,387980,52474295.0,315.0,119.55,-22.98,-12.05 +IDBI Bank Ltd.,IDBI,Financial Services,EQ,30.9,31.0,30.6,30.8,30.85,0.05,0.16,3091913,95076324.75,65.25,30.5,-18.73,-15.96 +Vodafone Idea Ltd.,IDEA,Telecommunication,EQ,8.35,8.6,8.2,8.4,8.5,0.10,1.19,65435996,547699286.52,16.8,4.55,-15.58,-12.50 +IDFC Ltd.,IDFC,Financial Services,EQ,49.35,51.4,48.65,49.15,50.8,1.65,3.36,5859079,293422676.32,70.2,41.65,-8.81,-0.61 +IDFC First Bank Ltd.,IDFCFIRSTB,Financial Services,EQ,31.35,32.45,30.6,31.45,32.4,0.95,3.02,38981951,1227541636.99,56.25,28.95,-41.97,-13.36 +Indian Energy Exchange Ltd.,IEX,Financial Services,EQ,158.0,161.15,157.0,158.75,159.9,1.15,0.72,9279366,1476625511.58,318.67,124.45,-57.68,-18.44 +IFB Industries Ltd.,IFBIND,Consumer Durables,EQ,903.0,903.0,885.8,899.6,894.9,-4.70,-0.52,6449,5766953.76,1365.85,800.0,-11.98,3.77 +Indraprastha Gas Ltd.,IGL,Oil Gas & Consumable Fuels,EQ,357.15,361.9,352.6,355.9,359.95,4.05,1.14,1103024,394121505.44,602.05,321.0,-36.19,-5.90 +IIFL Finance Ltd.,IIFL,Financial Services,EQ,323.5,335.0,317.15,323.75,333.5,9.75,3.01,526247,172893189.38,396.0,242.9,-,0.76 +IIFL Wealth Management Ltd.,IIFLWAM,Financial Services,EQ,1488.5,1550.0,1458.95,1481.05,1543.0,61.95,4.18,191551,288908711.26,1908.3,1122.35,27.20,-5.45 +Indian Hotels Co. Ltd.,INDHOTEL,Consumer Services,EQ,222.1,228.1,220.4,225.15,226.3,1.15,0.51,3902317,873104405.58,268.95,129.17,59.17,-4.19 +India Cements Ltd.,INDIACEM,Construction Materials,EQ,156.5,161.8,154.65,156.5,160.55,4.05,2.59,2206090,350724188.2,259.95,145.45,-18.47,-7.45 +Indiamart Intermesh Ltd.,INDIAMART,Consumer Services,EQ,3822.5,3877.4,3791.05,3809.2,3818.0,8.80,0.23,98110,375615116.1,9710.7,3785.1,-45.52,-16.36 +Indian Bank,INDIANB,Financial Services,EQ,148.35,150.75,146.65,149.85,149.65,-0.20,-0.13,746419,110776043.79,194.95,115.1,3.56,-11.57 +InterGlobe Aviation Ltd.,INDIGO,Services,EQ,1610.55,1667.0,1591.6,1606.2,1651.8,45.60,2.84,692564,1130735391.52,2380.0,1511.75,-6.45,-12.64 +Indigo Paints Ltd.,INDIGOPNTS,Consumer Durables,EQ,1404.5,1405.0,1372.7,1395.65,1388.0,-7.65,-0.55,12205,16919913.55,2709.0,1353.6,-44.45,-12.79 +Indoco Remedies Ltd.,INDOCO,Healthcare,EQ,368.25,372.95,365.65,367.05,370.0,2.95,0.80,21554,7949977.36,530.25,322.7,-11.06,3.94 +IndusInd Bank Ltd.,INDUSINDBK,Financial Services,EQ,793.0,810.0,783.0,794.35,808.0,13.65,1.72,2796110,2241976920.2,1242.0,763.2,-21.84,-14.66 +Indus Towers Ltd.,INDUSTOWER,Telecommunication,EQ,210.0,210.9,204.5,209.1,208.35,-0.75,-0.36,2187045,453177594.45,332.8,181.2,-12.38,3.62 +Infibeam Avenues Ltd.,INFIBEAM,Information Technology,EQ,13.9,14.1,13.4,14.1,13.6,-0.50,-3.55,2029884,27667318.92,28.05,12.5,-72.81,-4.41 +Infosys Ltd.,INFY,Information Technology,EQ,1454.0,1485.0,1442.35,1461.9,1481.0,19.10,1.31,4651635,6800411271.9,1953.9,1367.15,-7.52,-2.77 +Inox Leisure Ltd.,INOXLEISUR,Media Entertainment & Publication,EQ,509.1,525.0,503.0,508.45,523.2,14.75,2.90,441730,226943204.8,563.6,291.0,64.71,0.98 +Intellect Design Arena Ltd.,INTELLECT,Information Technology,EQ,635.6,659.0,623.35,633.35,658.95,25.60,4.04,329488,211271000.48,986.65,562.65,-12.51,-5.89 +Indian Overseas Bank,IOB,Financial Services,EQ,16.45,16.8,16.1,16.45,16.6,0.15,0.91,718064,11840875.36,29.0,15.25,-41.35,-10.11 +Indian Oil Corporation Ltd.,IOC,Oil Gas & Consumable Fuels,EQ,75.0,75.15,72.85,74.25,74.7,0.45,0.61,22029311,1629728427.78,94.33,67.7,-31.19,-35.99 +Ipca Laboratories Ltd.,IPCALAB,Healthcare,EQ,890.25,914.25,890.25,897.5,912.0,14.50,1.62,154987,140412022.52,1383.1,831.05,-55.71,-0.57 +IRB Infrastructure Developers Ltd.,IRB,Construction,EQ,203.0,205.9,198.0,202.25,204.0,1.75,0.87,636428,128240242.0,345.85,148.05,25.31,-8.42 +IRCON International Ltd.,IRCON,Construction,EQ,35.95,36.2,35.8,36.05,36.15,0.10,0.28,190000,6838100.0,53.4,34.8,-26.13,-9.99 +Indian Railway Catering And Tourism Corporation Ltd.,IRCTC,Consumer Services,EQ,576.2,585.8,575.7,576.2,578.3,2.10,0.36,1928361,1117909438.92,1279.26,404.29,-71.67,-16.81 +Indian Railway Finance Corporation Ltd.,IRFC,Financial Services,EQ,19.7,20.05,19.6,19.65,20.0,0.35,1.78,2510750,49687742.5,26.4,19.3,-20.93,-7.31 +ICICI Securities Ltd.,ISEC,Financial Services,EQ,427.1,429.6,412.0,428.9,413.5,-15.40,-3.59,570584,237003476.08,896.05,408.4,-33.08,-4.05 +ITC Ltd.,ITC,Fast Moving Consumer Goods,EQ,273.5,285.0,271.2,273.5,284.75,11.25,4.11,35165665,9842517976.85,285.0,200.9,34.93,1.05 +ITI Ltd.,ITI,Telecommunication,EQ,100.65,103.0,97.15,100.65,98.8,-1.85,-1.84,1243276,124091377.56,143.8,81.0,-23.43,9.58 +Jamna Auto Industries Ltd.,JAMNAAUTO,Automobile and Auto Components,EQ,122.2,129.8,122.2,122.15,125.4,3.25,2.66,6199390,784966761.8,129.8,78.6,44.30,10.64 +J.B. Chemicals & Pharmaceuticals Ltd.,JBCHEPHARM,Healthcare,EQ,1578.0,1587.0,1558.9,1572.65,1563.0,-9.65,-0.61,15467,24327425.62,1985.0,1342.2,-5.56,-3.26 +Jindal Steel & Power Ltd.,JINDALSTEL,Metals & Mining,EQ,326.2,334.6,322.05,329.25,333.0,3.75,1.14,4320099,1419973340.31,577.8,304.2,-17.16,-12.86 +J.K. Cement Ltd.,JKCEMENT,Construction Materials,EQ,2106.2,2160.9,2100.0,2108.95,2149.0,40.05,1.90,128324,274755799.64,3838.0,2003.7,-26.04,-11.47 +JK Lakshmi Cement Ltd.,JKLAKSHMI,Construction Materials,EQ,416.05,423.45,412.0,420.25,416.95,-3.30,-0.79,92645,38667243.65,816.0,366.25,-27.22,-5.34 +JK Paper Ltd.,JKPAPER,Forest Materials,EQ,298.0,309.75,297.05,295.7,303.25,7.55,2.55,2270069,691690024.3,387.4,191.25,39.55,-12.06 +JM Financial Ltd.,JMFINANCIL,Financial Services,EQ,61.5,61.5,59.5,60.95,59.65,-1.30,-2.13,368055,22193716.5,117.7,57.1,-31.13,-7.02 +Jindal Stainless Ltd.,JSL,Metals & Mining,EQ,100.0,100.6,97.35,99.8,99.8,-,-,492895,48845894.5,224.4,95.05,-8.98,-10.89 +JSW Energy Ltd.,JSWENERGY,Power,EQ,204.3,207.75,199.0,207.95,205.3,-2.65,-1.27,662114,134740199.0,408.0,161.4,23.96,-24.83 +JSW Steel Ltd.,JSWSTEEL,Metals & Mining,EQ,556.55,580.5,556.55,564.5,577.5,13.00,2.30,3737790,2128073358.6,790.0,520.05,-17.46,2.40 +Jubilant Foodworks Ltd.,JUBLFOOD,Consumer Services,EQ,512.25,545.0,508.5,512.25,541.15,28.90,5.64,5437843,2894998856.34,918.0,451.2,-83.37,-7.02 +Jubilant Ingrevia Ltd.,JUBLINGREA,Chemicals,EQ,485.5,490.85,473.05,485.85,476.0,-9.85,-2.03,163007,78083613.14,838.75,401.2,-7.18,-4.00 +Jubilant Pharmova Ltd.,JUBLPHARMA,Healthcare,EQ,348.8,349.0,281.8,343.7,340.0,-3.70,-1.08,71858,23945959.92,767.0,281.8,-53.06,-10.55 +Justdial Ltd.,JUSTDIAL,Consumer Services,EQ,560.0,569.1,551.05,565.25,558.0,-7.25,-1.28,194406,108597135.66,1138.0,520.0,-41.18,-14.55 +Jyothy Labs Ltd.,JYOTHYLAB,Fast Moving Consumer Goods,EQ,148.35,152.5,147.5,149.65,150.0,2.85,1.94,771549,115686057.06,187.3,130.15,-3.33,0.44 +Kajaria Ceramics Ltd.,KAJARIACER,Consumer Durables,EQ,947.7,965.0,937.2,947.7,952.0,4.30,0.45,72125,68652902.5,1374.9,885.3,-3.29,-8.24 +Kalpataru Power Transmission Ltd.,KALPATPOWR,Construction,EQ,354.0,358.75,353.15,356.7,354.85,-1.85,-0.52,17142,6076667.58,496.0,331.8,-16.23,-1.07 +Kalyan Jewellers India Ltd.,KALYANKJIL,Consumer Durables,EQ,58.5,61.8,58.05,59.9,61.3,1.40,2.34,501257,30220784.53,83.6,55.05,-23.45,-0.42 +Kansai Nerolac Paints Ltd.,KANSAINER,Consumer Durables,EQ,372.35,375.0,368.3,370.5,370.05,-0.45,-0.12,269671,99896925.24,675.0,358.15,-35.59,-7.42 +Karur Vysya Bank Ltd.,KARURVYSYA,Financial Services,EQ,44.95,44.95,43.7,44.95,44.25,-0.70,-1.56,1017461,45022649.25,60.7,38.4,-13.06,- +Kec International Ltd.,KEC,Capital Goods,EQ,393.15,393.15,384.1,391.25,386.1,-5.15,-1.32,149531,57938776.57,550.0,345.5,-13.59,-1.22 +KEI Industries Ltd.,KEI,Capital Goods,EQ,1152.55,1208.0,1152.5,1152.55,1200.0,47.45,4.12,340326,406628311.32,1377.35,687.5,66.21,-6.77 +Krishna Institute of Medical Sciences Ltd.,KIMS,Healthcare,EQ,1182.0,1233.45,1167.0,1184.55,1210.0,25.45,2.15,44951,54397452.65,1565.0,937.55,25.08,-9.68 +KNR Constructions Ltd.,KNRCON,Construction,EQ,230.5,236.15,228.75,233.05,235.7,2.65,1.14,58500,13689585.0,343.9,207.5,-2.31,-10.37 +Kotak Mahindra Bank Ltd.,KOTAKBANK,Financial Services,EQ,1645.0,1679.5,1636.0,1661.1,1678.0,16.90,1.02,2300514,3822234995.58,2253.0,1626.0,-2.62,-10.06 +KPIT Technologies Ltd.,KPITTECH,Information Technology,EQ,512.0,514.95,495.4,517.65,500.9,-16.75,-3.24,940281,471738977.7,801.0,245.2,99.33,-2.39 +K.P.R. Mill Ltd.,KPRMILL,Textiles,EQ,516.0,516.4,506.5,515.65,508.5,-7.15,-1.39,121702,62085058.28,769.0,304.0,-66.13,-17.94 +KRBL Ltd.,KRBL,Fast Moving Consumer Goods,EQ,217.0,218.8,215.3,217.85,216.7,-1.15,-0.53,62909,13657543.9,337.95,184.5,-7.49,-0.86 +L&T Finance Holdings Ltd.,L&TFH,Financial Services,EQ,67.0,68.95,66.3,67.6,68.8,1.70,2.53,3855009,260752808.76,95.95,58.5,-27.23,-10.82 +Dr. Lal Path Labs Ltd.,LALPATHLAB,Healthcare,EQ,2167.95,2248.0,2148.45,2160.4,2235.1,74.70,3.46,210696,464932328.4,4245.5,1805.55,-33.98,3.63 +Latent View Analytics Ltd.,LATENTVIEW,Information Technology,EQ,332.0,336.8,330.3,333.95,335.15,1.20,0.36,212311,70890642.9,754.9,305.25,-,-16.67 +Laurus Labs Ltd.,LAURUSLABS,Healthcare,EQ,464.0,467.1,459.5,464.7,466.8,2.10,0.45,443092,205311109.12,723.75,436.8,-32.52,-18.11 +Lakshmi Machine Works Ltd.,LAXMIMACH,Capital Goods,EQ,9050.0,9068.0,8876.0,8981.85,9068.0,86.15,0.96,1507,13561553.28,11790.0,6499.95,37.88,-3.93 +LIC Housing Finance Ltd.,LICHSGFIN,Financial Services,EQ,326.9,339.25,319.9,327.35,337.0,9.65,2.95,2366258,784012263.14,476.55,291.75,-30.35,-13.40 +Linde India Ltd.,LINDEINDIA,Chemicals,EQ,3150.0,3248.0,3111.0,3198.15,3224.0,25.85,0.81,40600,129405192.0,4190.0,1564.1,94.42,6.85 +Macrotech Developers Ltd.,LODHA,Realty,EQ,1060.05,1070.95,1045.0,1069.0,1068.7,-0.30,-0.03,39067,41512984.87,1539.0,645.0,56.37,10.41 +Larsen & Toubro Ltd.,LT,Construction,EQ,1560.95,1576.0,1534.6,1558.25,1571.8,13.55,0.87,1294305,2016255385.95,2078.55,1456.35,3.85,-5.82 +Larsen & Toubro Infotech Ltd.,LTI,Information Technology,EQ,3945.0,4015.95,3905.25,3975.45,4000.65,25.20,0.63,268702,1067066695.38,7588.8,3733.3,-2.35,-6.54 +L&T Technology Services Ltd.,LTTS,Information Technology,EQ,2995.0,3027.2,2937.0,3030.8,2984.0,-46.80,-1.54,364261,1087584995.53,5955.5,2801.0,4.40,-13.46 +Lupin Ltd.,LUPIN,Healthcare,EQ,613.1,630.55,608.7,610.95,627.3,16.35,2.68,908035,561083906.85,1191.55,583.0,-46.83,-1.24 +Lux Industries Ltd.,LUXIND,Textiles,EQ,1754.45,1765.0,1729.05,1754.45,1740.0,-14.45,-0.82,15428,26888535.52,4644.0,1684.85,-50.96,-12.56 +Laxmi Organic Industries Ltd.,LXCHEM,Chemicals,EQ,283.0,287.35,280.6,284.65,287.0,2.35,0.83,338168,96235849.44,628.0,219.6,29.18,-22.65 +Mahindra & Mahindra Ltd.,M&M,Automobile and Auto Components,EQ,1092.4,1113.35,1064.0,1093.15,1107.0,13.85,1.27,2839545,3101862167.1,1121.45,671.15,40.56,5.68 +Mahindra & Mahindra Financial Services Ltd.,M&MFIN,Financial Services,EQ,176.05,179.7,171.05,175.4,177.2,1.80,1.03,2173337,380899042.62,206.35,128.0,11.65,-1.63 +Bank of Maharashtra,MAHABANK,Financial Services,EQ,15.6,15.7,15.5,15.55,15.65,0.10,0.64,892261,13910348.99,26.3,15.0,-38.78,-11.90 +Mahindra CIE Automotive Ltd.,MAHINDCIE,Automobile and Auto Components,EQ,233.0,233.1,226.1,233.1,229.95,-3.15,-1.35,276850,63426335.0,312.0,163.95,-1.89,19.63 +Mahindra Logistics Ltd.,MAHLOG,Services,EQ,474.0,474.0,455.0,471.65,461.0,-10.65,-2.26,17972,8287068.92,821.0,391.1,-14.55,2.67 +Manappuram Finance Ltd.,MANAPPURAM,Financial Services,EQ,84.9,89.6,83.65,85.0,88.25,3.25,3.82,13581092,1194185419.56,224.5,81.5,-49.63,-11.04 +C.E. Info Systems Ltd.,MAPMYINDIA,Information Technology,EQ,1399.9,1421.25,1373.2,1411.9,1407.0,-4.90,-0.35,83012,116391955.32,1917.4,1128.8,-,6.27 +Marico Ltd.,MARICO,Fast Moving Consumer Goods,EQ,478.0,493.0,477.6,477.9,492.0,14.10,2.95,846365,411604226.8,607.7,455.65,-9.97,-10.45 +Maruti Suzuki India Ltd.,MARUTI,Automobile and Auto Components,EQ,8440.0,8450.0,8305.6,8470.75,8399.95,-70.80,-0.84,530569,4440634385.33,9050.0,6536.55,12.70,6.33 +Mastek Ltd.,MASTEK,Information Technology,EQ,2130.0,2133.05,2081.3,2145.0,2093.0,-52.00,-2.42,27911,58699624.1,3669.0,1850.7,-5.34,-19.45 +Max Healthcare Institute Ltd.,MAXHEALTH,Healthcare,EQ,364.6,367.05,357.0,366.95,360.05,-6.90,-1.88,326670,118052004.6,458.05,250.6,44.18,-3.52 +Mazagoan Dock Shipbuilders Ltd.,MAZDOCK,Capital Goods,EQ,246.7,249.95,241.55,246.25,249.1,2.85,1.16,68727,16861482.18,342.4,221.1,1.34,-11.02 +United Spirits Ltd.,MCDOWELL-N,Fast Moving Consumer Goods,EQ,760.5,791.5,754.05,759.75,787.1,27.35,3.60,2124003,1649755610.16,1019.95,629.1,14.83,-6.13 +Multi Commodity Exchange of India Ltd.,MCX,Financial Services,EQ,1305.95,1324.45,1275.5,1307.95,1282.95,-25.00,-1.91,433916,564494341.88,2135.0,1143.0,-14.04,-4.64 +Medplus Health Services Ltd.,MEDPLUS,Consumer Services,EQ,770.0,770.0,750.0,767.3,750.1,-17.20,-2.24,10669,8052107.68,1343.0,708.0,-,-11.22 +Metro Brands Ltd.,METROBRAND,Consumer Durables,EQ,600.0,631.25,600.0,598.75,617.5,18.75,3.13,582857,359389626.2,673.0,426.0,-,0.39 +Metropolis Healthcare Ltd.,METROPOLIS,Healthcare,EQ,1400.0,1439.95,1397.05,1406.45,1435.1,28.65,2.04,100318,142381337.4,3579.9,1378.05,-50.40,-12.98 +Max Financial Services Ltd.,MFSL,Financial Services,EQ,782.35,808.4,772.15,782.35,802.2,19.85,2.54,320516,254855092.24,1148.05,696.5,-26.22,-1.55 +Mahanagar Gas Ltd.,MGL,Oil Gas & Consumable Fuels,EQ,760.55,771.0,757.05,760.6,770.7,10.10,1.33,170132,130261565.8,1212.0,665.8,-33.08,0.56 +Mahindra Holidays & Resorts India Ltd.,MHRIL,Consumer Services,EQ,213.5,231.0,211.1,214.4,227.0,12.60,5.88,1395618,315423624.18,274.9,165.43,-14.26,-3.01 +Minda Industries Ltd.,MINDAIND,Automobile and Auto Components,EQ,925.0,947.0,900.0,923.15,943.7,20.55,2.23,178456,167143674.16,1257.4,629.15,44.15,0.09 +MindTree Ltd.,MINDTREE,Information Technology,EQ,2874.0,2905.9,2810.0,2887.05,2890.75,3.70,0.13,582730,1666776791.7,5060.0,2457.55,11.02,-5.27 +MMTC Ltd.,MMTC,Services,EQ,39.4,40.35,38.9,39.2,39.35,0.15,0.38,1476769,58435749.33,64.7,31.0,-30.74,-4.51 +MOIL Ltd.,MOIL,Metals & Mining,EQ,141.6,142.9,140.7,140.1,141.85,1.75,1.25,95406,13533341.1,201.9,137.3,-27.13,-13.01 +Motilal Oswal Financial Services Ltd.,MOTILALOFS,Financial Services,EQ,754.1,766.0,745.0,766.5,753.3,-10.20,-1.34,27524,20773739.0,1188.0,714.0,-2.22,-3.33 +MphasiS Ltd.,MPHASIS,Information Technology,EQ,2279.2,2299.45,2220.1,2294.05,2239.9,-54.15,-2.36,332856,746179938.0,3659.75,2076.05,7.49,-11.55 +MRF Ltd.,MRF,Automobile and Auto Components,EQ,70300.0,72500.0,70300.0,70800.9,71900.0,"1,099.10",1.55,5409,386007226.92,87550.0,63000.0,-11.59,-8.82 +Mangalore Refinery & Petrochemicals Ltd.,MRPL,Oil Gas & Consumable Fuels,EQ,88.05,91.25,81.55,90.6,81.55,-9.05,-9.99,26739501,2226330853.26,127.65,37.05,76.61,11.65 +MTAR Technologies Ltd.,MTARTECH,Capital Goods,EQ,1279.0,1279.0,1238.95,1271.25,1241.0,-30.25,-2.38,104163,130305829.74,2563.3,1010.95,12.78,-10.90 +Muthoot Finance Ltd.,MUTHOOTFIN,Financial Services,EQ,980.0,1048.3,977.1,976.3,1039.8,63.50,6.50,1982052,2016083832.84,1721.95,960.4,-34.11,-14.59 +Nippon Life India Asset Management Ltd.,NAM-INDIA,Financial Services,EQ,270.6,273.9,269.05,271.25,272.0,0.75,0.28,205261,55794045.02,476.45,259.0,-25.93,-4.49 +NATCO Pharma Ltd.,NATCOPHARM,Healthcare,EQ,652.0,653.0,642.7,649.8,647.0,-2.80,-0.43,48437,31447237.88,1189.0,607.75,-42.46,-5.96 +National Aluminium Co. Ltd.,NATIONALUM,Metals & Mining,EQ,68.0,68.9,67.0,68.8,68.65,-0.15,-0.22,16360489,1116276164.47,132.7,67.0,-12.19,-28.48 +Info Edge (India) Ltd.,NAUKRI,Consumer Services,EQ,3771.9,3774.0,3606.0,3758.8,3720.65,-38.15,-1.01,413841,1521109841.19,7465.4,3313.0,-23.54,-9.74 +Navin Fluorine International Ltd.,NAVINFLUOR,Chemicals,EQ,3665.0,3696.85,3557.95,3651.6,3675.0,23.40,0.64,112850,410425293.5,4329.0,3202.5,-2.60,-6.95 +Nazara Technologies Ltd.,NAZARA,Media Entertainment & Publication,EQ,670.0,676.9,638.3,671.4,649.9,-21.50,-3.20,302182,197974537.3,1678.0,475.05,-55.68,-44.79 +NBCC (India) Ltd.,NBCC,Construction,EQ,28.5,28.8,28.1,28.4,28.8,0.40,1.41,1801802,51189194.82,55.5,26.55,-47.36,-15.35 +NCC Ltd.,NCC,Construction,EQ,54.05,55.95,53.1,54.1,55.2,1.10,2.03,2281956,124389421.56,98.5,52.2,-37.71,-16.19 +NESCO Ltd.,NESCO,Services,EQ,550.0,555.5,545.6,550.85,553.6,2.75,0.50,12047,6631150.68,696.8,501.95,-9.09,1.71 +Nestle India Ltd.,NESTLEIND,Fast Moving Consumer Goods,EQ,17400.0,17829.4,17331.05,17470.0,17800.0,330.00,1.89,38547,681238432.71,20609.15,16000.0,-0.92,-1.25 +Network18 Media & Investments Ltd.,NETWORK18,Media Entertainment & Publication,EQ,68.2,68.75,66.5,69.0,67.45,-1.55,-2.25,1455769,98468215.16,117.5,46.0,37.86,-8.61 +Narayana Hrudayalaya Ltd.,NH,Healthcare,EQ,634.1,644.35,631.5,632.55,640.0,7.45,1.18,50400,32060448.0,777.0,468.3,28.50,-3.38 +NHPC Ltd.,NHPC,Power,EQ,30.65,31.35,30.6,30.75,30.95,0.20,0.65,6808415,211197033.3,37.6,25.3,17.37,-8.62 +The New India Assurance Company Ltd.,NIACL,Financial Services,EQ,79.8,80.6,78.15,79.8,78.9,-0.90,-1.13,289192,22805681.12,178.4,78.15,-52.95,-21.26 +NLC India Ltd.,NLCINDIA,Power,EQ,63.6,64.25,61.6,63.65,62.75,-0.90,-1.41,2402689,150240143.17,92.4,49.8,4.26,-15.64 +NMDC Ltd.,NMDC,Metals & Mining,EQ,107.15,110.0,106.35,108.2,109.85,1.65,1.52,5571985,602833057.15,186.9,101.55,-41.23,-14.20 +NOCIL Ltd.,NOCIL,Chemicals,EQ,253.75,254.5,244.35,253.2,247.7,-5.50,-2.17,373166,92500388.08,321.3,190.7,16.92,3.54 +NTPC Ltd.,NTPC,Power,EQ,142.0,143.2,139.75,142.9,141.1,-1.80,-1.26,9592229,1355381957.7,166.35,111.95,22.77,-8.40 +Nuvoco Vistas Corporation Ltd.,NUVOCO,Construction Materials,EQ,299.0,307.4,292.5,296.85,305.0,8.15,2.75,150042,44912071.86,577.9,260.25,-,-1.54 +FSN E-Commerce Ventures Ltd.,NYKAA,Consumer Services,EQ,1399.8,1420.0,1381.4,1406.95,1405.05,-1.90,-0.14,143804,201378807.48,2573.7,1207.5,-,-5.86 +Oberoi Realty Ltd.,OBEROIRLTY,Realty,EQ,734.35,751.0,731.35,737.65,740.25,2.60,0.35,563385,418724633.55,1051.9,605.5,17.14,-8.45 +Oracle Financial Services Software Ltd.,OFSS,Information Technology,EQ,3090.25,3123.9,3044.25,3098.3,3064.05,-34.25,-1.11,61691,188830598.81,5145.0,2950.0,-15.15,-5.94 +Oil India Ltd.,OIL,Oil Gas & Consumable Fuels,EQ,245.5,249.45,210.05,251.5,214.2,-37.30,-14.83,16490601,3699501428.34,306.0,153.1,59.99,5.47 +Oil & Natural Gas Corporation Ltd.,ONGC,Oil Gas & Consumable Fuels,EQ,148.95,151.15,130.0,151.55,131.4,-20.15,-13.30,125788305,17143688088.45,194.95,108.5,28.76,0.20 +Orient Electric Ltd.,ORIENTELEC,Consumer Durables,EQ,272.3,274.95,265.1,272.05,274.3,2.25,0.83,43089,11637477.12,408.0,244.0,-13.24,-2.79 +Page Industries Ltd.,PAGEIND,Textiles,EQ,40199.0,41599.9,40124.95,40166.5,41236.6,"1,070.10",2.66,13064,535251806.64,46737.7,29119.95,36.06,-11.12 +One 97 Communications Ltd.,PAYTM,Financial Services,EQ,672.9,675.7,652.0,675.7,657.7,-18.00,-2.66,3069693,2027839195.8,1955.0,510.05,-,3.48 +PCBL Ltd.,PCBL,Chemicals,EQ,104.0,106.4,103.05,104.75,104.0,-0.75,-0.72,547189,57274272.63,138.65,89.0,-,-0.76 +Piramal Enterprises Ltd.,PEL,Financial Services,EQ,1661.5,1682.9,1626.3,1655.7,1672.0,16.30,0.98,536946,887040161.46,3014.95,1560.1,-30.96,-12.63 +Persistent Systems Ltd.,PERSISTENT,Information Technology,EQ,3385.0,3422.25,3270.05,3401.8,3329.0,-72.80,-2.14,234003,777882132.72,4987.5,2725.05,15.75,-9.52 +Petronet LNG Ltd.,PETRONET,Oil Gas & Consumable Fuels,EQ,215.3,222.4,214.8,217.3,220.6,3.30,1.52,2021428,439842518.52,243.55,190.25,-3.76,-4.23 +Power Finance Corporation Ltd.,PFC,Financial Services,EQ,104.3,106.1,103.2,104.45,105.9,1.45,1.39,2843672,298670870.16,153.75,97.1,-18.91,-6.20 +Pfizer Ltd.,PFIZER,Healthcare,EQ,4105.0,4117.95,4077.5,4080.35,4103.0,22.65,0.56,4025,16489096.75,6175.0,4060.0,-28.05,-5.39 +Procter & Gamble Hygiene & Health Care Ltd.,PGHH,Fast Moving Consumer Goods,EQ,13330.0,13450.0,13224.6,13369.15,13450.0,80.85,0.60,23356,311314226.04,16448.7,12310.1,0.47,-3.25 +Procter & Gamble Health Ltd.,PGHL,Healthcare,EQ,4192.0,4194.25,4102.1,4190.85,4111.0,-79.85,-1.91,3956,16433184.44,5851.75,3901.05,-24.49,-1.82 +Phoenix Mills Ltd.,PHOENIXLTD,Realty,EQ,1183.7,1214.0,1162.8,1183.7,1173.05,-10.65,-0.90,172501,205640167.11,1244.95,793.4,45.21,1.44 +Pidilite Industries Ltd.,PIDILITIND,Chemicals,EQ,2099.95,2164.35,2082.8,2089.9,2158.0,68.10,3.26,501109,1067727979.57,2764.7,1988.55,-2.97,-6.93 +PI Industries Ltd.,PIIND,Chemicals,EQ,2559.5,2590.25,2511.95,2559.5,2576.1,16.60,0.65,79059,202265336.19,3534.9,2333.55,-12.06,-7.21 +Punjab National Bank,PNB,Financial Services,EQ,29.05,29.6,28.75,29.0,29.55,0.55,1.90,17767070,518087761.2,48.2,28.05,-31.44,-7.50 +PNB Housing Finance Ltd.,PNBHOUSING,Financial Services,EQ,329.55,329.55,324.65,330.3,327.55,-2.75,-0.83,59692,19533610.08,784.4,311.45,-,1.55 +PNC Infratech Ltd.,PNCINFRA,Construction,EQ,243.0,243.0,236.05,242.15,237.65,-4.50,-1.86,90779,21687103.1,395.9,219.0,-16.05,-1.16 +PB Fintech Ltd.,POLICYBZR,Financial Services,EQ,571.95,603.0,571.4,572.95,585.05,12.10,2.11,543062,322052057.86,1470.0,540.1,-,-13.67 +Polycab India Ltd.,POLYCAB,Capital Goods,EQ,2202.5,2216.8,2156.25,2201.2,2180.0,-21.20,-0.96,409500,894397140.0,2820.0,1762.0,11.45,-9.85 +Poly Medicure Ltd.,POLYMED,Healthcare,EQ,750.9,769.15,729.4,750.85,738.95,-11.90,-1.58,23654,17687988.12,1094.25,651.1,-26.14,0.14 +Polyplex Corporation Ltd.,POLYPLEX,Capital Goods,EQ,2204.0,2248.65,2167.95,2202.3,2236.0,33.70,1.53,146621,324750852.9,2870.2,1325.45,58.75,-6.98 +Poonawalla Fincorp Ltd.,POONAWALLA,Financial Services,EQ,227.5,232.0,224.1,227.7,230.45,2.75,1.21,2033688,465165456.24,343.8,140.75,-,-12.24 +Power Grid Corporation of India Ltd.,POWERGRID,Power,EQ,211.05,212.9,205.2,211.9,206.55,-5.35,-2.52,8350248,1735766051.76,248.35,167.15,-8.82,-9.02 +Hitachi Energy India Ltd.,POWERINDIA,Capital Goods,EQ,3168.3,3175.0,3092.0,3151.7,3100.0,-51.70,-1.64,17764,55873997.4,4042.6,1741.0,66.73,-10.72 +Praj Industries Ltd.,PRAJIND,Capital Goods,EQ,364.9,364.9,357.4,363.9,358.5,-5.40,-1.48,207864,74752051.68,448.0,289.05,-,6.17 +Prestige Estates Projects Ltd.,PRESTIGE,Realty,EQ,385.0,391.75,381.1,387.15,387.4,0.25,0.06,209983,81070236.64,554.9,284.0,33.71,-9.79 +Prince Pipes and Fittings Ltd.,PRINCEPIPE,Capital Goods,EQ,593.15,603.0,590.15,598.15,594.5,-3.65,-0.61,51385,30605933.7,897.0,549.3,-16.74,-4.99 +Privi Speciality Chemicals Ltd.,PRIVISCL,Chemicals,EQ,1075.75,1076.0,1040.0,1087.3,1072.0,-15.30,-1.41,16783,17740470.15,2249.0,1015.3,-2.00,-6.87 +Prism Johnson Ltd.,PRSMJOHNSN,Construction Materials,EQ,107.95,108.45,106.1,107.95,107.5,-0.45,-0.42,24056,2587222.8,160.0,96.65,-17.34,- +PVR Ltd.,PVR,Media Entertainment & Publication,EQ,1860.85,1895.0,1828.9,1860.85,1888.0,27.15,1.46,358082,664456959.2,2003.8,1224.05,39.43,1.13 +Quess Corp Ltd.,QUESS,Services,EQ,613.5,613.5,592.1,613.65,598.5,-15.15,-2.47,76594,46016143.32,989.9,527.4,-24.98,-12.84 +Radico Khaitan Ltd,RADICO,Fast Moving Consumer Goods,EQ,872.0,898.9,860.25,872.5,871.85,-0.65,-0.07,257073,226039147.44,1294.0,723.2,14.94,8.47 +Railtel Corporation Of India Ltd.,RAILTEL,Telecommunication,EQ,91.15,91.65,90.7,91.1,91.05,-0.05,-0.05,162424,14801699.12,150.4,84.0,-35.57,-6.28 +Rain Industries Ltd,RAIN,Chemicals,EQ,145.5,149.55,144.1,146.5,148.75,2.25,1.54,946679,139067145.1,272.75,128.6,-24.74,-12.85 +Rajesh Exports Ltd.,RAJESHEXPO,Consumer Durables,EQ,622.0,630.85,615.0,625.4,621.0,-4.40,-0.70,128888,79999492.72,994.7,518.5,10.77,15.46 +Rallis India Ltd.,RALLIS,Chemicals,EQ,189.0,189.6,186.35,188.65,188.8,0.15,0.08,219820,41279997.8,341.85,182.5,-41.94,-5.77 +The Ramco Cements Ltd.,RAMCOCEM,Construction Materials,EQ,634.0,648.95,613.75,636.8,646.0,9.20,1.44,327788,209502422.32,1132.7,575.65,-37.92,-8.87 +Ratnamani Metals & Tubes Ltd.,RATNAMANI,Capital Goods,EQ,1634.05,1659.7,1553.55,1654.4,1580.0,-74.40,-4.50,107552,170150490.56,1913.7,1237.07,-19.33,-37.18 +Restaurant Brands Asia Ltd.,RBA,Consumer Services,EQ,112.0,113.05,108.85,111.0,109.7,-1.30,-1.17,978252,108732709.8,189.7,86.5,-,14.20 +RBL Bank Ltd.,RBLBANK,Financial Services,EQ,82.95,86.7,82.1,83.45,85.95,2.50,3.00,16258460,1376278639.0,226.4,74.15,-60.36,-25.69 +Rashtriya Chemicals & Fertilizers Ltd.,RCF,Chemicals,EQ,77.95,78.7,76.1,78.15,78.7,0.55,0.70,1110880,86082091.2,112.65,66.0,-6.52,-18.34 +REC Ltd.,RECLTD,Financial Services,EQ,122.8,126.0,120.1,123.75,125.75,2.00,1.62,19076925,2358671007.0,168.85,109.65,-16.69,3.86 +Redington (India) Ltd.,REDINGTON,Services,EQ,125.0,128.0,122.6,125.55,127.4,1.85,1.47,1081859,135340560.9,179.2,109.4,-53.05,-3.42 +Relaxo Footwears Ltd.,RELAXO,Consumer Durables,EQ,961.0,979.0,960.1,963.85,970.45,6.60,0.68,41820,40657822.2,1448.0,925.0,-16.33,-2.75 +Reliance Industries Ltd.,RELIANCE,Oil Gas & Consumable Fuels,EQ,2574.9,2592.0,2365.0,2595.65,2406.0,-189.65,-7.31,37841671,92119871798.85,2856.15,2016.25,22.98,-1.41 +Shree Renuka Sugars Ltd.,RENUKA,Fast Moving Consumer Goods,EQ,46.5,46.5,45.1,46.4,45.6,-0.80,-1.72,8262303,377752493.16,63.2,21.5,17.92,-1.07 +RHI MAGNESITA INDIA LTD.,RHIM,Capital Goods,EQ,502.5,513.95,497.65,501.5,501.95,0.45,0.09,165626,83506972.94,674.0,317.3,-,-6.55 +RITES Ltd.,RITES,Construction,EQ,234.0,235.15,232.25,234.85,234.95,0.10,0.04,29804,6981288.96,317.9,226.2,-14.96,-4.78 +Rossari Biotech Ltd.,ROSSARI,Chemicals,EQ,880.8,882.0,850.4,873.05,874.8,1.75,0.20,20002,17471947.02,1619.0,795.1,-26.84,0.05 +Route Mobile Ltd.,ROUTE,Telecommunication,EQ,1242.0,1290.0,1241.05,1242.85,1267.0,24.15,1.94,655866,830962546.02,2389.0,1052.0,-27.88,-10.73 +RattanIndia Enterprises Ltd.,RTNINDIA,Services,EQ,43.0,43.2,41.2,42.4,41.75,-0.65,-1.53,622861,26029361.19,71.0,30.5,-,-13.91 +Rail Vikas Nigam Ltd.,RVNL,Construction,EQ,30.1,30.25,29.8,30.0,30.0,-,-,763473,22896555.27,44.8,27.5,-10.98,-7.41 +Steel Authority of India Ltd.,SAIL,Metals & Mining,EQ,68.2,70.2,67.85,68.55,69.9,1.35,1.97,20563587,1415391693.21,145.9,63.6,-47.51,-9.74 +Sanofi India Ltd.,SANOFI,Healthcare,EQ,6415.0,6435.05,6333.0,6437.4,6376.85,-60.55,-0.94,11452,72904577.2,9285.0,6333.0,-16.10,-5.92 +Sapphire Foods India Ltd.,SAPPHIRE,Consumer Services,EQ,1084.0,1104.0,1070.45,1085.0,1086.0,1.00,0.09,145969,157913643.27,1540.0,909.0,-,2.09 +Saregama India Ltd,SAREGAMA,Media Entertainment & Publication,EQ,362.9,368.95,353.65,361.95,359.95,-2.00,-0.55,120158,43447931.22,550.59,295.3,-,-16.26 +SBI Cards and Payment Services Ltd.,SBICARD,Financial Services,EQ,767.8,777.55,763.75,768.25,771.85,3.60,0.47,1073345,829083878.35,1165.0,655.7,-20.83,-1.51 +SBI Life Insurance Company Ltd.,SBILIFE,Financial Services,EQ,1085.45,1105.35,1075.0,1081.6,1100.25,18.65,1.72,696341,760118872.19,1293.25,996.05,7.29,-7.88 +State Bank of India,SBIN,Financial Services,EQ,463.35,468.8,460.55,465.9,468.5,2.60,0.56,9405495,4374119504.7,549.0,401.25,11.14,-0.47 +Schaeffler India Ltd.,SCHAEFFLER,Automobile and Auto Components,EQ,2289.0,2289.0,2250.0,2290.5,2260.0,-30.50,-1.33,46062,104262718.86,9700.0,1598.0,-59.35,-0.44 +Shipping Corporation of India Ltd.,SCI,Services,EQ,97.25,98.0,95.75,97.65,96.85,-0.80,-0.82,367655,35618416.4,160.2,85.6,-11.79,-17.42 +Sequent Scientific Ltd.,SEQUENT,Healthcare,EQ,93.55,93.55,91.2,92.85,93.0,0.15,0.16,625299,57690085.74,328.7,82.0,-70.32,-15.78 +Sheela Foam Ltd.,SFL,Consumer Durables,EQ,2649.0,2679.0,2612.0,2660.45,2651.0,-9.45,-0.36,3071,8128230.67,4055.0,2185.6,19.27,-11.46 +Shilpa Medicare Ltd.,SHILPAMED,Healthcare,EQ,389.35,398.0,381.0,389.35,397.75,8.40,2.16,69762,27260896.74,670.4,380.0,-27.78,-10.37 +Shree Cement Ltd.,SHREECEM,Construction Materials,EQ,19050.0,19272.0,18898.85,19009.7,19233.05,223.35,1.17,17699,338754081.27,31469.95,17865.2,-30.89,-14.05 +Shriram City Union Finance Ltd.,SHRIRAMCIT,Financial Services,EQ,1660.55,1707.05,1657.25,1660.55,1705.9,45.35,2.73,35205,59115883.95,2602.0,1416.05,-3.06,-3.26 +Shyam Metalics and Energy Ltd.,SHYAMMETL,Metals & Mining,EQ,282.0,282.45,275.7,280.45,277.0,-3.45,-1.23,62789,17444667.87,461.15,273.1,-24.12,-10.36 +Siemens Ltd.,SIEMENS,Capital Goods,EQ,2381.0,2425.0,2366.3,2400.45,2410.0,9.55,0.40,208443,502199635.47,2576.85,1920.0,18.77,-1.38 +SIS Ltd.,SIS,Services,EQ,456.0,456.0,449.8,453.9,452.0,-1.90,-0.42,29489,13327553.55,560.0,420.0,5.56,-3.31 +SJVN Ltd.,SJVN,Power,EQ,26.8,27.55,26.7,26.9,27.4,0.50,1.86,834442,22588344.94,33.75,25.35,-3.58,-2.36 +SKF India Ltd.,SKFINDIA,Capital Goods,EQ,3620.0,3786.65,3578.05,3637.8,3720.0,82.20,2.26,68901,249967315.92,4239.95,2502.3,35.72,1.10 +Sobha Ltd.,SOBHA,Realty,EQ,569.0,577.9,551.3,577.05,555.0,-22.05,-3.82,338751,191191064.4,1044.95,462.0,22.50,4.99 +Solara Active Pharma Sciences Ltd.,SOLARA,Healthcare,EQ,350.0,354.55,341.0,352.3,346.0,-6.30,-1.79,56960,19701324.8,1827.0,320.0,-79.09,-15.14 +Solar Industries India Ltd.,SOLARINDS,Chemicals,EQ,2725.2,2769.95,2702.2,2745.3,2715.0,-30.30,-1.10,53477,145652096.28,3189.95,1550.0,73.21,4.78 +Sona BLW Precision Forgings Ltd.,SONACOMS,Automobile and Auto Components,EQ,551.1,570.0,547.0,553.8,569.0,15.20,2.74,352045,197391631.5,839.9,333.25,61.79,-0.65 +Sonata Software Ltd.,SONATSOFTW,Information Technology,EQ,669.45,671.95,655.0,669.45,655.0,-14.45,-2.16,57392,38285055.36,1024.9,610.1,-10.36,-2.29 +Sun Pharma Advanced Research Company Ltd.,SPARC,Healthcare,EQ,209.1,209.7,202.35,209.1,204.0,-5.10,-2.44,145955,29906179.5,349.0,170.45,-8.99,-5.94 +Spicejet Ltd.,SPICEJET,Services,EQ,37.9,39.5,37.7,38.15,39.05,0.90,2.36,2091895,81416553.4,87.3,37.15,-52.90,-19.60 +SRF Ltd.,SRF,Chemicals,EQ,2230.0,2239.75,2133.05,2252.2,2161.4,-90.80,-4.03,809031,1754035840.17,2773.35,1418.8,-69.04,-8.60 +Shriram Transport Finance Co. Ltd.,SRTRANSFIN,Financial Services,EQ,1266.2,1274.8,1238.5,1281.35,1264.0,-17.35,-1.35,1071657,1348476719.67,1696.4,1002.0,-4.57,8.94 +Strides Pharma Science Ltd.,STAR,Healthcare,EQ,325.05,340.0,325.05,330.7,337.0,6.30,1.91,632891,210695742.81,818.0,263.35,-56.45,-0.54 +Star Health and Allied Insurance Company Ltd.,STARHEALTH,Financial Services,EQ,490.0,490.0,469.05,488.7,475.9,-12.80,-2.62,1600279,758932315.75,940.0,469.05,-,-28.43 +Sterlite Technologies Ltd.,STLTECH,Telecommunication,EQ,148.5,150.1,145.05,148.45,147.5,-0.95,-0.64,374778,55276007.22,318.0,135.5,-43.85,-14.71 +Sudarshan Chemical Industries Ltd.,SUDARSCHEM,Chemicals,EQ,419.25,423.8,416.8,419.25,420.0,0.75,0.18,25363,10650684.59,794.0,402.0,-38.37,-8.27 +Sumitomo Chemical India Ltd.,SUMICHEM,Chemicals,EQ,424.15,425.95,420.95,424.15,422.75,-1.40,-0.33,84550,35780714.5,492.0,344.25,9.81,-8.49 +Sundaram Finance Ltd.,SUNDARMFIN,Financial Services,EQ,1735.25,1799.0,1735.25,1761.65,1798.5,36.85,2.09,6156,10914464.88,2729.0,1555.0,-34.14,8.31 +Sundram Fasteners Ltd.,SUNDRMFAST,Automobile and Auto Components,EQ,724.0,752.0,718.45,724.9,747.0,22.10,3.05,46481,34167253.48,993.7,673.05,-10.36,-7.08 +Sun Pharmaceutical Industries Ltd.,SUNPHARMA,Healthcare,EQ,829.9,836.95,825.0,830.6,830.8,0.20,0.02,2316527,1921188502.18,967.05,664.2,22.97,-3.49 +Sunteck Realty Ltd.,SUNTECK,Realty,EQ,498.3,514.0,491.55,496.55,511.0,14.45,2.91,1770328,895184056.48,589.9,292.05,68.87,9.73 +Sun TV Network Ltd.,SUNTV,Media Entertainment & Publication,EQ,413.8,425.7,411.85,412.55,423.5,10.95,2.65,2838077,1191935578.46,612.0,402.55,-22.12,-7.40 +Suprajit Engineering Ltd.,SUPRAJIT,Automobile and Auto Components,EQ,330.05,339.75,326.0,332.45,337.25,4.80,1.44,108993,36269600.61,474.9,272.05,17.81,-1.79 +Supreme Industries Ltd.,SUPREMEIND,Capital Goods,EQ,1760.05,1780.0,1752.45,1766.85,1761.0,-5.85,-0.33,10943,19356306.69,2693.9,1666.25,-18.37,-3.82 +Suven Pharmaceuticals Ltd.,SUVENPHAR,Healthcare,EQ,460.0,465.0,457.7,462.3,460.1,-2.20,-0.48,46758,21604066.32,631.75,425.7,-3.68,-7.53 +Suzlon Energy Ltd.,SUZLON,Capital Goods,EQ,6.75,6.95,6.7,6.85,6.8,-0.05,-0.73,36152847,244754774.19,13.1,5.7,-14.38,-19.88 +Sterling and Wilson Renewable Energy Ltd.,SWSOLAR,Construction,EQ,294.8,300.0,290.1,296.6,298.5,1.90,0.64,97483,28705819.01,509.1,248.1,9.02,-9.71 +Symphony Ltd.,SYMPHONY,Consumer Durables,EQ,876.95,879.5,855.05,876.7,865.5,-11.20,-1.28,180991,156613322.21,1215.0,828.0,-14.78,-12.71 +Syngene International Ltd.,SYNGENE,Healthcare,EQ,550.0,564.1,544.8,554.75,563.0,8.25,1.49,135870,75301871.4,700.0,510.05,-4.89,-3.10 +Tanla Platforms Ltd.,TANLA,Information Technology,EQ,998.0,1004.0,980.3,1004.65,1002.0,-2.65,-0.26,160015,159008505.65,2096.75,780.0,-,-24.38 +Tata Chemicals Ltd.,TATACHEM,Chemicals,EQ,791.0,804.9,773.35,793.35,800.0,6.65,0.84,770388,605756084.4,1158.0,719.3,9.61,-16.36 +Tata Coffee Ltd.,TATACOFFEE,Fast Moving Consumer Goods,EQ,193.9,199.0,192.25,193.9,198.25,4.35,2.24,568731,111198285.12,254.4,178.6,3.33,-6.58 +Tata Communications Ltd.,TATACOMM,Telecommunication,EQ,917.45,937.4,908.9,914.25,931.0,16.75,1.83,283046,261489216.64,1591.95,856.25,-28.97,-7.19 +Tata Consumer Products Ltd.,TATACONSUM,Fast Moving Consumer Goods,EQ,700.0,722.95,697.0,706.35,721.5,15.15,2.14,954981,679086989.1,889.0,650.2,-6.37,-7.03 +Tata Elxsi Ltd.,TATAELXSI,Information Technology,EQ,8170.55,8239.0,8022.0,8170.55,8155.15,-15.40,-0.19,270194,2196669114.18,9420.0,4033.1,89.82,-2.51 +Tata Investment Corporation Ltd.,TATAINVEST,Financial Services,EQ,1343.5,1343.5,1331.0,1342.15,1340.0,-2.15,-0.16,8592,11485270.08,1733.9,1118.0,18.73,-12.22 +Tata Motors Ltd.,TATAMOTORS,Automobile and Auto Components,EQ,410.65,414.6,402.3,411.8,413.7,1.90,0.46,14725989,5997895319.7,536.7,268.45,21.26,-7.16 +Tata Motors Ltd DVR,TATAMTRDVR,Automobile and Auto Components,EQ,197.7,198.65,192.0,197.8,198.25,0.45,0.23,1610634,314927266.02,298.65,129.15,27.45,-7.16 +Tata Power Co. Ltd.,TATAPOWER,Power,EQ,202.7,207.65,200.6,202.2,207.2,5.00,2.47,15807993,3224356332.21,298.05,118.4,65.60,-14.01 +Tata Steel Ltd.,TATASTEEL,Metals & Mining,EQ,866.95,875.0,859.1,867.05,871.2,4.15,0.48,5476189,4746979672.76,1534.5,827.0,-25.68,-17.87 +Tata Steel Long Products Ltd.,TATASTLLP,Capital Goods,EQ,575.0,582.95,564.7,575.6,581.0,5.40,0.94,10870,6187856.2,1173.0,534.0,-,-12.96 +TCI Express Ltd.,TCIEXP,Services,EQ,1580.0,1624.85,1580.0,1594.4,1590.25,-4.15,-0.26,31026,49884223.32,2572.0,1280.0,10.80,-1.50 +TCNS Clothing Co. Ltd.,TCNSBRANDS,Textiles,EQ,537.0,543.7,526.9,530.8,537.0,6.20,1.17,20185,10831069.15,932.0,494.1,-8.98,-10.98 +Tata Consultancy Services Ltd.,TCS,Information Technology,EQ,3260.0,3333.0,3252.05,3267.1,3331.0,63.90,1.96,1502879,4930344847.4,4043.0,3023.85,-2.35,-2.89 +Teamlease Services Ltd.,TEAMLEASE,Services,EQ,3252.0,3358.0,3203.6,3236.15,3300.0,63.85,1.97,17375,57512466.25,5550.0,2910.0,-10.54,-1.99 +Tech Mahindra Ltd.,TECHM,Information Technology,EQ,997.0,1014.0,989.3,1000.0,1011.25,11.25,1.13,1842102,1848880935.36,1838.0,943.7,-8.71,-15.27 +Thermax Ltd.,THERMAX,Capital Goods,EQ,2060.0,2079.95,2022.35,2097.15,2036.25,-60.90,-2.90,30977,63452667.26,2347.0,1286.95,41.28,5.16 +Thyrocare Technologies Ltd.,THYROCARE,Healthcare,EQ,622.9,627.0,613.2,621.05,617.8,-3.25,-0.52,33220,20545573.4,1374.9,613.2,-52.69,-5.85 +Tube Investments of India Ltd.,TIINDIA,Automobile and Auto Components,EQ,1803.7,1835.0,1751.0,1841.3,1758.0,-83.30,-4.52,88311,157356955.35,2025.0,1081.05,57.56,17.25 +Timken India Ltd.,TIMKEN,Capital Goods,EQ,2385.0,2484.75,2385.0,2377.3,2476.0,98.70,4.15,102059,249572016.83,2730.0,1450.0,61.79,4.26 +Titan Company Ltd.,TITAN,Consumer Durables,EQ,1895.0,1954.35,1825.05,1941.25,1944.75,3.50,0.18,4064801,7729950765.68,2768.0,1662.5,12.05,-12.40 +Torrent Pharmaceuticals Ltd.,TORNTPHARM,Healthcare,EQ,2850.0,2925.0,2838.05,2860.25,2920.0,59.75,2.09,157824,457984730.88,3298.5,2484.15,-1.43,0.98 +Torrent Power Ltd.,TORNTPOWER,Power,EQ,451.0,460.6,449.4,451.65,460.6,8.95,1.98,220456,100386844.16,606.55,415.25,-1.84,-0.96 +Trent Ltd.,TRENT,Consumer Services,EQ,1074.15,1088.1,1059.1,1074.15,1078.0,3.85,0.36,555368,595593304.24,1346.85,838.0,26.39,-4.44 +Trident Ltd.,TRIDENT,Textiles,EQ,38.65,38.8,37.65,38.7,38.2,-0.50,-1.29,2633568,100365276.48,70.35,16.3,136.70,-18.87 +Triveni Turbine Ltd.,TRITURBINE,Capital Goods,EQ,154.15,157.65,154.05,156.35,156.6,0.25,0.16,126459,19678284.99,231.7,107.1,26.80,-8.19 +Triveni Engineering & Industries Ltd.,TRIVENI,Fast Moving Consumer Goods,EQ,237.0,237.0,225.7,236.45,229.7,-6.75,-2.85,543017,124758155.75,374.5,159.45,22.77,-19.19 +TTK Prestige Ltd.,TTKPRESTIG,Consumer Durables,EQ,828.0,833.4,816.95,830.75,830.0,-0.75,-0.09,17948,14811048.56,1264.65,744.7,-91.14,-0.14 +Tata Teleservices (Maharashtra) Ltd.,TTML,Telecommunication,EQ,121.4,122.7,118.5,121.1,119.4,-1.70,-1.40,2252618,269660900.78,290.15,32.75,-,-3.43 +TV18 Broadcast Ltd.,TV18BRDCST,Media Entertainment & Publication,EQ,39.1,39.45,38.4,38.95,39.1,0.15,0.39,4948800,192508320.0,82.6,33.2,-9.21,-3.35 +TVS Motor Company Ltd.,TVSMOTOR,Automobile and Auto Components,EQ,837.5,886.3,827.3,841.95,836.05,-5.90,-0.70,3263584,2765887440.0,886.3,495.0,35.69,14.31 +United Breweries Ltd.,UBL,Fast Moving Consumer Goods,EQ,1453.8,1509.0,1440.0,1452.8,1501.95,49.15,3.38,174055,256786822.6,1785.8,1274.5,0.45,-5.81 +UCO Bank,UCOBANK,Financial Services,EQ,11.0,11.2,10.75,10.95,11.05,0.10,0.91,1157345,12707648.1,15.9,10.55,-27.96,-5.60 +UFLEX Ltd.,UFLEX,Capital Goods,EQ,580.6,583.0,568.05,580.6,579.0,-1.60,-0.28,59052,34016314.08,719.0,427.0,2.08,-5.34 +UltraTech Cement Ltd.,ULTRACEMCO,Construction Materials,EQ,5600.0,5699.75,5485.0,5607.3,5690.0,82.70,1.47,329610,1855160443.5,8269.0,5157.05,-17.25,-7.81 +Union Bank of India,UNIONBANK,Financial Services,EQ,34.4,34.65,34.0,34.25,34.55,0.30,0.88,2376699,81520775.7,54.8,32.7,-11.15,-9.51 +UPL Ltd.,UPL,Chemicals,EQ,630.0,646.0,621.95,632.4,642.85,10.45,1.65,3575548,2276015079.4,852.4,607.5,-20.24,-18.88 +UTI Asset Management Company Ltd.,UTIAMC,Financial Services,EQ,643.0,643.0,628.05,645.9,640.0,-5.90,-0.91,46115,29270573.95,1216.2,595.0,-24.34,-5.71 +Vaibhav Global Ltd.,VAIBHAVGBL,Consumer Services,EQ,301.0,306.95,287.9,299.9,303.0,3.10,1.03,131705,39561547.9,860.0,287.9,-62.43,-10.68 +Vakrangee Ltd.,VAKRANGEE,Information Technology,EQ,26.75,27.5,26.15,26.75,26.7,-0.05,-0.19,2363491,62963400.24,47.2,23.55,-35.93,-6.47 +Varroc Engineering Ltd.,VARROC,Automobile and Auto Components,EQ,300.5,307.45,295.1,299.7,305.1,5.40,1.80,134195,40414166.2,493.85,260.0,-18.37,-12.87 +Varun Beverages Ltd.,VBL,Fast Moving Consumer Goods,EQ,790.0,809.0,786.2,790.55,790.0,-0.55,-0.07,951574,759584429.76,809.0,472.67,8.35,-25.17 +Vedanta Ltd.,VEDL,Metals & Mining,EQ,221.1,223.6,206.0,223.0,213.7,-9.30,-4.17,26130465,5596884298.35,440.75,206.0,-15.16,-30.51 +Venky's (India) Ltd.,VENKEYS,Fast Moving Consumer Goods,EQ,1897.15,1910.0,1875.75,1896.6,1901.0,4.40,0.23,8251,15614192.4,3746.0,1772.95,-47.10,-6.86 +V-Guard Industries Ltd.,VGUARD,Consumer Durables,EQ,224.2,226.75,217.1,225.2,218.5,-6.70,-2.98,212688,47031697.44,274.8,181.0,-15.07,-3.88 +Vijaya Diagnostic Centre Ltd.,VIJAYA,Healthcare,EQ,333.2,361.0,331.55,333.2,351.25,18.05,5.42,203583,71673430.98,672.0,295.0,-,-8.26 +Vinati Organics Ltd.,VINATIORGA,Chemicals,EQ,1977.0,2024.9,1936.7,1982.9,1983.0,0.10,0.01,40500,80528580.0,2290.0,1674.2,8.36,-3.20 +V.I.P. Industries Ltd.,VIPIND,Consumer Durables,EQ,626.5,631.8,606.4,626.5,618.9,-7.60,-1.21,125113,77473722.99,774.6,374.0,56.41,8.04 +V-Mart Retail Ltd.,VMART,Consumer Services,EQ,2497.65,2500.0,2425.0,2485.2,2471.0,-14.20,-0.57,28139,69418913.0,4848.8,2406.85,-11.25,-24.14 +Voltas Ltd.,VOLTAS,Consumer Durables,EQ,949.8,969.65,938.1,972.4,959.0,-13.40,-1.38,1129398,1079952955.56,1356.9,922.55,-4.90,-4.48 +Vardhman Textiles Ltd.,VTL,Textiles,EQ,265.45,273.25,262.1,265.05,272.95,7.90,2.98,431463,115235138.04,2880.0,245.5,-80.62,-7.58 +Welspun Corp Ltd.,WELCORP,Capital Goods,EQ,217.0,221.55,213.1,218.85,214.65,-4.20,-1.92,880477,190852194.52,250.65,105.85,52.94,-3.29 +Welspun India Ltd.,WELSPUNIND,Textiles,EQ,69.6,70.4,68.15,69.45,69.9,0.45,0.65,1174496,81275123.2,170.7,62.2,-27.96,6.27 +Westlife Development Ltd.,WESTLIFE,Consumer Services,EQ,498.0,508.0,490.05,497.3,491.0,-6.30,-1.27,50304,25038816.0,629.0,402.3,-0.46,9.25 +Whirlpool of India Ltd.,WHIRLPOOL,Consumer Durables,EQ,1552.0,1579.8,1538.5,1560.85,1560.0,-0.85,-0.05,62441,97504743.55,2550.0,1365.1,-30.18,-4.90 +Wipro Ltd.,WIPRO,Information Technology,EQ,415.0,423.2,411.4,416.05,422.05,6.00,1.44,4453624,1855023468.48,739.85,402.05,-23.75,-12.97 +Wockhardt Ltd.,WOCKPHARMA,Healthcare,EQ,206.95,208.8,205.15,208.55,207.0,-1.55,-0.74,375081,77671773.48,592.0,205.15,-59.74,-19.34 +Yes Bank Ltd.,YESBANK,Financial Services,EQ,12.65,12.75,12.55,12.65,12.7,0.05,0.40,18633694,235902566.04,16.25,10.5,-6.64,-3.80 +Zee Entertainment Enterprises Ltd.,ZEEL,Media Entertainment & Publication,EQ,213.0,215.85,210.6,214.1,215.5,1.40,0.65,4131369,880807870.8,378.7,166.8,-0.30,-15.33 +Zensar Technolgies Ltd.,ZENSARTECH,Information Technology,EQ,273.15,273.55,268.4,272.1,270.0,-2.10,-0.77,186578,50467483.22,587.0,246.65,-12.61,-11.02 +ZF Commercial Vehicle Control Systems India Ltd.,ZFCVINDIA,Automobile and Auto Components,EQ,7748.0,7900.0,7525.3,7716.6,7680.0,-36.60,-0.47,12790,98846236.0,8780.05,6793.3,-,1.43 +Zomato Ltd.,ZOMATO,Consumer Services,EQ,54.15,56.7,52.55,53.85,56.0,2.15,3.99,112078641,6193465701.66,169.0,50.05,-,-27.86 +Zydus Lifesciences Ltd.,ZYDUSLIFE,Healthcare,EQ,356.9,364.05,354.3,357.0,364.0,7.00,1.96,862373,310014469.77,651.9,319.0,-,-5.64 +Zydus Wellness Ltd.,ZYDUSWELL,Fast Moving Consumer Goods,EQ,1635.0,1635.0,1605.0,1636.85,1627.0,-9.85,-0.60,10803,17495674.56,2476.85,1430.0,-22.08,6.25 diff --git a/repo_structure.txt b/repo_structure.txt new file mode 100644 index 0000000..3af122d --- /dev/null +++ b/repo_structure.txt @@ -0,0 +1,89 @@ +├── ARIMA/ +│ ├── ARIMA_V2.ipynb +│ ├── README.md +│ ├── hybrid.ipynb +│ └── saved_model/ +│ ├── arima_model.pkl +│ ├── lstm_model.h5 +│ └── scaler.pkl +├── Contributing.md +├── Data/ +│ ├── SBI Test data.csv +│ ├── SBI Train data.csv +│ └── SBIN.csv +├── Financial Environment Segmentation/ +│ ├── Financial Environment Segmentation.ipynb +│ ├── Financial Insights - Market Segmentation.png +│ └── README.md +├── Images/ +│ ├── 212284100-561aa473-3905-4a80-b561-0d28506553ee.gif +│ ├── 329829127-e79eb6de-81b1-4ffb-b6ed-f018bb977e88.png +│ ├── Image +│ └── hacktober.png +├── Intel_Optimized/ +│ ├── ARIMA_V2.ipynb +│ ├── Stock_Price_Prediction_1.ipynb +│ ├── Stock_prediction_Data_Analysis.ipynb +│ ├── buy_sell_recommendation_system.ipynb +│ ├── hybrid.ipynb +│ ├── readme.md +│ ├── reduced_redundancy_stock_price_prediction.ipynb +│ └── requirements.txt +├── InvestWise - Stock Prediction Model.png +├── LICENSE +├── Market Trend Classification Model/ +│ ├── Market Trend Classification Model.ipynb +│ ├── MarketTrend Analytics - Classification Model.png +│ └── README.md +├── Multi-Asset Portfolio Modeling/ +│ ├── Multi-Asset Portfolio Modeling.ipynb +│ └── README.md +├── PROJECT_STRUCTURE.md +├── Python File/ +│ ├── Stock_Price_Prediction.ipynb +│ ├── Stock_Price_Prediction_BACKUP_19716.ipynb +│ ├── Stock_Price_Prediction_BACKUP_20502.ipynb +│ ├── Stock_Price_Prediction_BASE_19716.ipynb +│ ├── Stock_Price_Prediction_BASE_20502.ipynb +│ ├── Stock_Price_Prediction_LOCAL_19716.ipynb +│ ├── Stock_Price_Prediction_LOCAL_20502.ipynb +│ ├── Stock_Price_Prediction_REMOTE_19716.ipynb +│ └── Stock_Price_Prediction_REMOTE_20502.ipynb +├── README.md +├── SBIN.csv +├── Stock_Price_Prediction(Updated).ipynb +├── Stock_Price_Prediction.ipynb +├── Stock_Recommendation.ipynb +├── Stock_prediction_Data_Analysis.ipynb +├── Updated_SBIN.csv +├── VWAP_included_stock_price_prediction.ipynb +├── buy_sell_recommendation_system.ipynb +├── candlestick_chart.html +├── catboost_info/ +│ ├── catboost_training.json +│ ├── learn/ +│ │ └── events.out.tfevents +│ ├── learn_error.tsv +│ └── time_left.tsv +├── code-of-conduct.md +├── images/ +│ ├── 085ee2d1-3544-4bed-a558-5b0b801e806b.jpeg +│ ├── 6c9ebb5b-a8ed-44de-8842-bf8f5c25990f.jpeg +│ └── f23e9194-72de-438d-bd69-744667680d3e.jpeg +├── main.py +├── nifty_500.csv +├── prediction.pkl +├── reduced_redundancy_stock_price_prediction.ipynb +├── repo_structure.txt +├── requirements.txt +├── sentiment_model.h5 +├── static/ +│ └── css/ +│ ├── home.css +│ └── stock.css +├── stock_data.csv +├── stock_market(complete).ipynb +├── stock_sentimental.ipynb +└── templates/ + ├── home.html + └── stock.html \ No newline at end of file diff --git a/sentiment_model.h5 b/sentiment_model.h5 new file mode 100644 index 0000000..3183c43 Binary files /dev/null and b/sentiment_model.h5 differ diff --git a/stock_data.csv b/stock_data.csv new file mode 100644 index 0000000..2100b22 --- /dev/null +++ b/stock_data.csv @@ -0,0 +1,6090 @@ +Text,Sentiment +"Kickers on my watchlist XIDE TIT SOQ PNK CPW BPZ AJ trade method 1 or method 2, see prev posts",1 +user: AAP MOVIE. 55% return for the FEA/GEED indicator just 15 trades for the year. AWESOME. ,1 +user I'd be afraid to short AMZN - they are looking like a near-monopoly in eBooks and infrastructure-as-a-service,1 +MNTA Over 12.00 ,1 +OI Over 21.37 ,1 +PGNX Over 3.04 ,1 +AAP - user if so then the current downtrend will break. Otherwise just a short-term correction in med-term downtrend.,-1 +Monday's relative weakness. NYX WIN TIE TAP ICE INT BMC AON C CHK BIIB ,-1 +GOOG - ower trend line channel test & volume support. ,1 +AAP will watch tomorrow for ONG entry.,1 +i'm assuming FCX opens tomorrow above the 34.25 trigger buy. still very much like this setup. ,1 +"It really worries me how everyone expects the market to rally now,usually exact opposite happens every time we shall see soon bac spx jpm",1 +AAP GAMCO's arry Haverty : Apple Is Extremely Cheap Great Video !!!,1 +user Maykiljil posted that. I agree that MSFT is going higher & possibly north of 30,1 +Momentum is coming back to ETFC Broke MA200 resistance on solid volume Friday. ong set-up ,1 +HA Hitting 35.65 means resume targeting 42 level .. ,1 +user gameplan shot for today but I liked on trend break from May or c+h break. OC weekly trend break back to july 2011,1 +with FCX gapping well above ideal entry looking for a pull in to at least 35 on open for an entry,1 +"user great list again, particularly like FISV and SYK. All buy & hold types should check the free list out. ",1 +ATHX upper trend line ,1 +NG - nice PNF BY - breakout - need follow thru ,1 +Won't believe AAP uptrend is back until it crosses above MA(50),-1 +X swing still on ,1 +SWY - 30% of float short and breaking out - ouch,1 +BIOF wants 4.90's comin!!!,1 +VS inverted head and shoulder play out well. Wasn't able to catch the entry. Eyes on it ,1 +" red, not ready for break out.",-1 +EI close to breaking out now. My trigger is at 30.40. ,1 +user BAC For a quick Trade to late..But for investing ~11.98 is a good entry point IMHO,1 +"CHDN - ong 49.02. Trailing Stop 56.66 from 6 prior Stops of 54.17, 49.88, 49.82, 45.47, 43.02 & 41.92 - ",1 +AAP VOME today is impressive. At this rate and well probably get to 30M shares traded today.,1 +"user: been adding VXY long off the bottom today for trade, also got WPI near low",-1 +"I repeat, if global economy is going to get better this year go with C instead of BAC",1 +GOOG go ONG on close above 725.,1 +NKD looking like a good short. Failed to break price level resistance at 116 today.,-1 +GS like the price action. So far holding above 130. Still deciding whether to go ONG calls or stocks.,1 +SBX buy when it clears resistance at 54.5,1 +here is NEW up target for AAP and notice shakeout reading at -8.49 ! and we had buy dot Monday ,1 +Too early to short into this move. Stock Market needs a few days to settle down. #Patience COH BWD DT AAP PAY,-1 +AAP obbers hit Apple Store in Paris. Prefer to take merchendise over cash. Bullish. ,1 +AXA Here is my tip of the day. Buy now! You do not even have to sign up for a newsletter or anything O If I'm wrong I will eat crow :),1 +X out the 1/2 due to the move today and the Kirby on the daily around 26.00 - still swinging 1/2 ,1 +"AAP 10 min short won now longs have fully added in, look for a pop here with market,shakeout reset ",1 +NG stellar move - still long swing - full position - I believe user & user in it 2 ,1 +ATICE & TADE SETP: KO AN CNX,1 +IDCC 50SMA acting as a good support. Short-term momentum indicators have switched to the upside. ,1 +"NEW POST: BAC Is At 19 Month Highs, But Showing Signs of Stress ",1 +c two daily bull flags on top of each other=bullish still ,1 +NG - traditional and AT point and figure - bullish BY signals multiyear high ,1 +jpm closed>10sma on Monday(u know my rules)...large cup n handle....still bullish ,1 +EOG ascending triangle - original target 127 extension EPS Feb 11th? 1/2 position swing ,1 +"aapl daily , broke downtrend(from closing prices) now w v pattern back in play.......600 target ",1 +PHM PulteGroup Option Bear bets 1.5 Million on 11% down move by April ,-1 +BAC In a 11.97 for a trade,1 +Short Setups displaying relative weakness: AO COH PAY BWD DT SHD WTW P Prepare to short the stall. ES_F ,-1 +"When AMZN monetize all electronics it makes with traffic to marketplace, AAP GOOG will wake up and say why didn't we buy EBAY",1 +"CVI starting with a clean book, making first buy of the yr - entry 49.54 stop 47.43 ",1 +SAM cheers to the temporary solution to our economic woes - entry 139.81 stop 131.92 ,1 +SK to the GAVE!,-1 +ovti ttm ending Oct 2012 Negative 151 million operational cash flow.. 273% decline vs yoy ttm ending oct 2011,-1 +AAP and GOOG should respond positively to good jobless claims numbers,1 +Analyst price targets and earnings targets coming down---EXACTY what you want to see prior AAP reporting.,1 +user Nice! Color me an INTC bull as well!,1 +"Heads p: AA Earnings (1/8/13) ess Than a Week Away, Tho The Season Doesn't EAY Begin Cranking 'Til 1/16 w/ GS JPM EBAY et al...",1 +"trade idea buy WO market 26.64, target 36, cut below 23.50 ",1 +"Trade idea buy DC market 58.50, target 67 , cut below 53 ",1 +GOOG looks all set to make new ATH. Now before or after E is the unknown.,1 +GOOG trade this one long verse 10sma ,1 +"FNF - ong 19.43. Trailing Stop 21.04 from 6 prior Stops of 19.71, 19.52, 18.70, 18.65, 18.07 and 17.87 - ",1 +"FOD should see a solid move up tom, system predict nice green candle.",1 +This is the year of fitness and health apps...the winners will be gynormous and the speculation will run high nke,1 +It's time to invest in MSFT COMPQ ,1 +"New Post: Shorts Will Make Dimes, ongs Will Make Dollars AAP SPX QQQ P",1 +nbelieveable payment trend that VC's are chasing has easily played out in public markets.... EBAY V and Mastercard MA all time highs,1 +Some of the watch list stocks that triggered today OEX AGNX TV VBD XIDE PPC EXP ONTY BMN FS WK CHMT FBC ISI AIG,1 +Nice Bull flag breakout here OC #technology #software ,1 +My setup alerts went bonkers today..One of many that got triggered.Cup+Handle breakout in PFE ,1 +The host with the most....congrats to the cloud today AX and user more all-time highs. wow,1 +X Did .S. Steel Just Breakout? MT too,1 +DNDN has broken through the clear 5.5 resistanc level on heavy volume & could be headed much higher ,1 +EXPE looks good for higher prices ,1 +apc weekly setting up long. ,1 +I am going into this morning long 3 each AAP 560 call options & GOOG 725 calls Jan 4th expiration,1 +ES_F path higher unthreatened unless 1452.25 support fails. See resistance at 1466.00 SPX #stocks. ,1 +Monitor the S line/price dynamic. Stocks that closed Dec.28 with the S line in new highs be4 price. MHO TSM IPGP EQIX BC BDC ASH,1 +DDD IDCC continue higher,1 +"Had hoped to pick up some OST today, but looks like I'm a day too late. Nice move up this morning.",1 +GPS wow that wa s a fast fast fade...,-1 +AMZN going above 260. Should go near 300 if market behaves for a few weeks.,1 +Huston we have a GEEN AAP,1 +P long 9.55,1 +HN breakout...but 3rd day up so look for pullback to enter long. ,1 +NG - ascend triangle much like FS & X breakouts 127 exten then 161.8 targets - fibs subjective ,1 +KCG ... things that make you go hmmmm? ,1 +VNG - Huge news from patent attorney Dan avicher ,1 +NG nhod - check the weekly - target previous lows 2006 :),1 +NG nhod - what do you see? check the weekly - target previous lows 2006 :) ,1 +AIG American International Group Option Traders bet on 4% down move by next Friday ,-1 +P out balance +.32,1 +VNG buys vs. Sells?,1 +BAC In 12.00 since there is consolidation this level. We could close = > 12.09 if market is stable in pm IMHO.,1 +VNG Parabolic moves are a comin',1 +New Sony pre-owned block tech patent unearthed SNE ... 50% of GME profits from pre owned ..last one out turn off the lights,-1 +"we liked VS, we love WYNN from 111 entry to new up target yesterday at 121. very nice ! ",1 +user: SPX 1464.90 Wave iv would be 20 points lower [1467.00 KEY] ES_F HOD 1460.00 (under neckline 1458.50 very bearish) ,-1 +"DDD consolidating the strong move from previous days between 55 and 60, next buy point above 60 on volume (holding).",1 +VNG - 12 mil shares shorts plus long buying = massive VNG short squeeze. Just when you thought story was dead avicher kills short thesis,1 +"Wow, not good for BKS T user ... sales for the Nook were down 13% over the holidays ",-1 +AC from watch list - volume did pick up and is now 139% of full day average -from 200-day bounce ,1 +"The new wightwatchers ads are more fun and light and with regular people more interesting, but I still dont trust them WTW (no position)",-1 +AMZN holding up well - next buy point when clears this upper trend line on heavy volume ,1 +MA exactly what you want to see a follow thru day after breaking out to new highs on volume ,1 +ZCS user There's your buying,1 +AAP SPY no more QE for 2013. Now bring the Geithner.,-1 +Over extended stock market + unexpected news from the FED minutes = Down ESD & a panicky ES_F NQ_F.,-1 +"SPY ncle Ben needed to spice up things a little. AAP people were bored, wake up now.",-1 +AAP might close at the lows of the day. Bears will be in control again below the descending trendline. Watch it.,-1 +FAN - seeking 200d. Im adding some synthetic shorts here and will add again at 200d.,-1 +"CWST low of day 4.50, near high of day 4.56, watchn for b/out, minimal risk",1 +All of the above: gme Gamestop short targets spy,-1 +time to get out of the #cloud stocks VMW CM,-1 +BAC Keep Overniight mmy pos. will bin premarket Tmorrow too.,1 +Polk Expects 2013 .S. New Vehicle egistrations to each 15.3 Million - Polk - F GM I think this is low,1 +Very bullish on market also talked trends for SCTY OST ANGI FIO PANW A JCP P YEP MNST GPN on show.,1 +BAC what happens next? ,-1 +KCG someone bought 3.22k 4 Jan 18 Calls....,1 +Man I didnt know about Skippy when I made this...would have thrown in a jar H #Hormel ,1 +"Big move in bonds today, 7 months high for 10 y rate, still going lower here ZN_F, could get truly ugly if good NFP number in AM SPY TT",1 +Market Wrap Video + Additions to Watch ist including: BCEI BJI CEE ES SONS SQNM NX YEP,1 +Maybe when vrng asked the judge for a 7% royalty it became too risky for goog to deal with? they want to settle,1 +BJI Over 35.53 if good volume ,1 +CEE Over 35.12 ,1 +SQNM Over 5.05 ,1 +NX On flag break ,1 +3D Systems Brings Next-Gen Consumer 3D Printing to CES 2013 DDD,1 +AAP will top out in April when Aston Kutcher stars in 'jOBS'. Kinda like how Facebook did when 'Social Network' came out. FB,-1 +"VNG w/ MACD turning up & above its signal line, VNG could post a nice rally from current levels ",1 +PI 3Q 10Q operational cash flow for 9mos -20million. 269%decline vs. 9mos year ago.,-1 +bbby 3Q 10Q Operational Cash Flow 135 million. 53 increase vs. year ago Q3. 64% improvement q o q,1 +DI 6mos operational cash flow 267 million. increases 187 million vs.6mos year ago. 233% increase,1 +AM 3Q 10Q 9mos operational cash flow 32 million vs. neg 26 mil 9mos year ago.,1 +am 3Q operational cash flow neg 16 million. vs. year ago 3Q of negative 68million. 52 million improvement,1 +"A quiet Carl Icahn = Bullish. NFX shorts should be paranoid on every close as they will get acquired. Think aapl, msft, amzn, fb",1 +I am an aapl bull but cannot break this trend line in OBV ,-1 +user Phantom7 I've been calling +4 ever since the start of this thing. 3.75 should be a given~ KCG,1 +NX on watch list above small flag on volume of 26% of ave full day so good volume ,1 +GOOG poised to clear this next resistance (buy / add area) watch action / volume closely here ,1 +GDP on watch list slightly over line and 50-day EMA light volume of 5% ave full day ,1 +"Took some profits off DDD, will add if breaks 60 on volume.",1 +CHK - what I'm looking at - small risk position calls only. Scalp - maybe a swing XE watch. ,1 +"ONTY If the holders would just hold out or raise their ask here, this could really pop. Going to climb slowly regardless...",1 +EOG PXD OAS #energyswag,1 +AAP moving down with volume. Couldnt cope with the descending trend line. Trend is still down. Perhaps 460 is not impossible after all.,-1 +AAP 50EMA continue to work as AAP is making lower highs in the MACO sense ,-1 +"Went short SPY yesterday, should have picked AAP instead. Still think market needs to move down a bit then resume move to the upside.",-1 +AAP people be realistic. Market undecided what to do with apple. Earnings will lift that cloud. If GOOD we might EAY see a reversal.,-1 +Will watch the close carefully then decide whether to ONG or SHOT AAP. Below 530 SHOT!!!,-1 +"JCP Keep an eye on this triangle. big short int, 34%. reports Feb 27. cup & handle. at DT. ong ",1 +sold a little goog ...first time in a while,1 +Nice cup with handle breakout on MCA,1 +FAF new highs.,1 +SPY giving AAP the finger. We don't care about you anymore lol,-1 +The Smith&Corona doing ok. AMZN,1 +"VA - ong 43.07. Trailing Stop 58.98 from 11 Stops of 54.53, 52.45, 48.05, 47.32, 46.71, ... 41.32 & 39.57 - ",1 +AMZN alert update: a last minute push tried to shake out puts. we're hanging on for now. ,-1 +AAP volume higher today than monday. Keep that in mind.,1 +"HB.A - ong 73.67. Trailing Stop 71.92 from 3 prior Stops of 70.86, 68.64 and 62.41 - ",1 +"The key is not to panic here. AAP is in the domain of twitchy day traders on robots now, but long term should hold up on fundamentals",1 +NVDA 4 hour - love to see the vol explode. ,1 +VNG - Take a hard look at GOOG FTC settlement over patents. FTC making GOOG play nice with VNG? Makes Sense ,1 +some worried I had gone OCO with my 737.71 up call for GOOG ! now at door step of nearly 40 move ,1 +VNG its crazy that anyone listens and trades off this tool.,1 +GOOG is getting fueled by AAP's reversal.,1 +user why make a BBY offer now when he can shave 4 more off offer price? Bid went from 24-26 to just 20 in a matter of months.,-1 +NVDA - to answer your question entry (add) was the red candle at 10:50AM today. ove flags ,1 +"AAP 950 lot bid in the Feb 580 call at 9.50, might push the stock up or create support. 26 delta option",1 +"WPI - was on our short candidate list 12/31 and we missed it, got started short today",-1 +MYE breaking out,1 +Short HT under the 200 SMA stop just over the high of the day. First target 53.95. Second target 53.21 gap fill.,-1 +QCOM introduces StreamBoost: average home connects up to seven devices to the Internet,1 +NVDA love to see momo this next week like previous histogram bars noted. ,-1 +HMA unusual option activity. Trader buys 11k of the Jan 9 Put. Short term bear play,-1 +"ADBE option trader buys 5,300 of the Feb 39C against OI of 741. Bet is on stock above 39 by Feb 16th",1 +"NVDA ooks bullish but it must stay above 13.05 on a closing basis (monthly), EPS say no? ",-1 +SQNM from watch list over line on volume of 86% of ave full day ,1 +HOTT Failed breakout? ,-1 +ZN_F ticking up.. I'd be a seller of SDJPY here (*if I weren't already)...,-1 +"INO Wow, nice accumulation today, heavy...",1 +ZNGA Fat juicy Short back to lower levels as it closes Gap 2.72? ,-1 +GDOT nice bounce from its 50SMA. ooks ready to test the recent highs ,1 +HMA ooking for 10's; headed higher! ,1 +"SPF ooking for 9's, headed higher with lower rates. ",1 +"GS JPM XF HOD, they are hungry for stocks out there... SPY",1 +CHK weekly bullish engulfing ,1 +GS looks good heading into next week.,1 +AAP all i know is ipad minis are out of stock everywhere. been going to 8 different stores and none of them have em in stock,1 +As goog explodes and aapl implodes MINTE 21 to 23 of user vid from a few years ago have Mark nailing the subject ,1 +"KKD Krispy Kreme Doughnuts, Inc. at IC XChange Conference (ive) 01/17/13 at 9:15 a.m. ET",1 +Picked up FS on pullback due to downgrade. Held support to close week. First PT 37.30 ,1 +"user: I've been picking this one for a while, but I'm calling KKD as the next food company to make a DPZ like run in TWENTY13.",1 +"ZNGA Still shows red and dead on a enko view, PF Box size 0.25 ",-1 +"GS enko view of GS, PF Box size = 5 showing potential to break to 175 ",1 +"NVDA enko view showing red and dead, need 14 or more for a long & less than 13 for a short ",-1 +"CSX enko view, PF Box size = 1, VEY bullish above 21, coal stocks confirming move on rails. ",1 +GOOG And on enko w/ a PF Box size of 50 it looks like a failed breakout ,-1 +user At 155 for GS but very bullish on fins as rates are low = The FED Put!,1 +user ZNGA I use lagging indicators on lagging stocks ;),-1 +"GOOG, I like it with a close above 744.96",1 +FS b/o above bull flag on heavy vol. etest of support today on light vol. 41% short float ,1 +MSFT gap close. Continues base. SI rising. Nice : pickup w/ stop below major support & 28.22 PT. ,1 +Financials continue ripping. Easy money. C approaching 43 PT ,1 +VS follow throughs. 10 DMA crossing above 200 DMA. Trading above all MA's. Great setup ,1 +"user BAC Yeah ... they made the easy profits by slashing jobs, now they have to close win-win sales.",-1 +New buys today from watch list all did well NX 20% SONS YEP BCEI GDP AY and SQNM Total triggers this week 39 - a big week,1 +"SBX #SI #EarthThis is the kind of stuff that makes us perk up (so sorry!).but, go on...bullish five waves to 58. ",1 +"Can you say no brainier? ong SBAC stock, 60/80 Feb collar for protection... ",1 +Anyone can say how much svu would go even if the deal goes through? 4? 5? Not sure if much upside left.,1 +NVDA the bounce continues and the stock has now cleared its 200SMA and the 13 level. ong ,1 +AXTI Momentum picking up w/ MACD climbing/SI rising.OBV indicator made a new higher high this week ,1 +GDOT OBV is moving upwards which means that big money is moving into the stock slowly. ong ,1 +aapl daily (see notes) ,1 +AMZN daily (see notes) ,1 +C daily (see notes) ,1 +"EGOV long 16.62 strong above all MA's, resting/basing, room to upper bolly to absorb 10/20 day atr ",1 +AA Fibs Friends ,1 +TSA: Judge Dismisses Massachusetts State Automobile Dealers Association awsuit - ,1 +BAC up trending doesn't appear to slow down as of yet. It's prudent to take some profit at time. ,1 +"FE - looks like it fired a sell signal Friday, may trade this short on tick below Friday low - have to do more work on utilities later...",-1 +coh also got rejected by cloud but still in slight uptrend for past few. buy when it enters cloud ,1 +yum looks good here out of cloud with stops of either 200 sma or cloud under it. target of 50 sma ,1 +EQIX EXPE FB GS HOG MON PII QCOM QIH SODA Some ideas for next week. Favorite setup is EQIX ,1 +"EQIX No position, would like to see a breakout over 216.50. Prefer more consolidation though ",1 +Time for a contraction in AAP.down to test 500 this week by Weds.long Jan11th 510/500 put spread ,-1 +AAP Bounce Coming? ,1 +FS en fuego!! ,1 +AXA Over-Sold in Oscillating ange....indicators suggest buy price holds above prev close + increase in volume.,1 +A few I'm not holding but will check out. user: Bullish MACD cross: BBG COP ENI EOG JEC IG SFY XE XOP,1 +"JDS beautiful trend, 13.5 should bring out the dip buyers",1 +ko has trouble staying above 200 day sma past few weeks. could short here or higher stops above 38 ,-1 +mako a red day monday breaks support and could test old lows of 9-9.25 ,-1 +After-hour Most Advanced: OPT MAKO FOD GNMK JDS EGE AMN PX AAY DDD SV PM BKS F,1 +GOOG with simple Fibonacci projections on close over 739. 127.2% at 766 and 161.8% at 802 ,1 +Why I am buying AAP on Monday - ,1 +user: AMZN over 263 has a Measured Move to 307 ,1 +user The INO pipeline and the partnerships with the ni's and MK--that pretty much sums it up...,1 +"AMZN the data company, not the retailer. A new post by me. ",1 +Trading environment favors long side. Don't over stay welcome. Too few quality leaders. GS AMH OCN EGN HOV AAP ,-1 +AAP what an amazing run it has been since 2005. I don't think it's over. ,1 +A Tale of Two Stocks AAP GOOG SPY QQQ,1 +F Ford's Powerful Bullish Pattern Dictates Price Direction ,1 +DT - Descending triangle. ower highs. Didn't participate well in the rally & it's overbought. ,-1 +CVA Over 19.00 ,1 +MCK Over 100.05 - ,1 +VMED you know we prefer 3-4 day pullback to reverse so maybe Mon or Tuesday on flag break or at sup ,1 +"Just kidding, more legible version. Currently long FS (tweeted on friday) ",1 +Ford will perform well due to Hurricane Sandy's destruction. F Palladium will do well PA Banks are a buy picks are BAC C SAN GS,1 +GS is a buy on pullback to 133 or on bigger pullback to 130.,1 +CEG keep it on you watch list.,1 +I wish TV would die already like all the Newspapers told me CBS ftw!,1 +I think AAP is heading back down to check in on 506 support again,-1 +AMZN but but but.....yap yap yap,1 +SNDK pattern looking more interesting. Can it successfully break into the gap this time around? ,1 +"#AMZN at all-time highs pre-market , aapl still plunging. should be an interesting trading day!",1 +See risk to ES_F 1442.00-1423.75 as bearish momentum divergences resolve SPX SPY #stocks. ,-1 +user: ONXX strong price & vol expansion friday. possibly looking for higher prices > another biotech with 2 levels,1 +ZNGA Momentum building to the upside.? On watch.,1 +ES from watch list also fast move today volume of 77% ave full day as usually tiny volume ,1 +TWI like this long 24% short... ,1 +"Green Weekly Triangle on HEO,....pdating ",-1 +EOG - 60 min pullback to breakout - watching 1/2 position ,1 +KCG to 3.75?,1 +ZCS almost hit my stop loss...glad to see it heading back up,1 +AAP closed my short for some nice gains.,-1 +"V beautiful uptrend since June '12. Never once broke higher high, higher low trend ",1 +The most awesome AAP trendline ever. Since 1986!! ,-1 +"DDD - ong 27.95. Trailing Stop 42.35 from 7 prior Stops of 41.70, 39.03, 36.53, 32.35, 27.95, 25.44 and 22.93 - ",1 +NX was largest watch list gainer new buy on Friday and biggest mover today so protect gains ,1 +"Green Weekly Triangle on KTOS,....pdating ",-1 +ak corrected me - PPHM largest watch list gainer today - though it gapped up big on open ,1 +AAP positive close above 530 today is bullish. I'll be looking for possible ONG set up.,1 +CEG possible ONG today if you want to play the JPMOGAN BIOtech conference.,1 +"FME: ong 10.25. Trailing Stop 13.75 from 8 prior Stops of 12.29, 11.50, 10.97, 10.63, 10.36, ... 9.64 & 9.03 - ",1 +I showed this MA on Friday with the upside orange dot traget at 517+ hit that this morn now red dot ,-1 +TO triggered above 34. First target 34.55-.90,1 +SXC - breaking above key downward channel level. ikely to move much higher from here. ,1 +"must follow the young man user: AMZN the data company, not the retailer. A new post by me. ",1 +PG short back on,-1 +OVTI downgrade on Sept 7th 16.77 after Q1 looking good. next filing Q3 end of feb. ,-1 +VS option trader sells 26k of the 47.25 - 52.25 call spreads in March. Big bet that stock will be below 47.25 by March expiry,-1 +"AA option traders bet on bad earnings selling 6,200 Jan 9C and buying 3,200 Jan 9P. Could be hedge on stock. Both trades against low OI",-1 +SKX Q3 operational cash flow negative 60million. 80million decline vs.Q3 2011,-1 +SKX 9 mos. 2012 operational cash flow negative 20 million. 95 million decline vs. 9mos 2011,-1 +"ed Weekly Triangle on SNSS,.....pdating ",1 +BAC avrg 12.127 ,1 +First trade coming back from vacation. HOT short at 59.80. Stop at 60.30,-1 +"Green Weekly Triangle on SCC,....pdating ",-1 +PODD breaking out to new 52wk highs from a decent base ,1 +3 horsemen of high beta momo chase FS GMC NFX being slammed a bit here : advanced tell that the new year party is over for the mrkt ?,-1 +PNA looks like a solid set up,1 +Names to buy on pullbacks GS CEG FB F,1 +BA for a flush down,-1 +"Amazon Breaks 1,600 (adjusting for the splits) via user AMZN",1 +"Financials XF have been driving this mkt higher, today they are weak-ish (except for JPM) for 1st time in while, little red flag 1...",-1 +on our ive Broadcast we got this long signal on PCN and covered discount buy-in ! needs push ,1 +"AMZN VOME is a go, big boys grabbing some stocks. Higher prices to come.",1 +TWI at highs not seen since September ,1 +"user won gold in our 2011 stock contest w V, won silver in 2012 w TKC. Will his DDAIF call win in 2013? ",1 +AMZN FB your pick for higher prices this week. Both breaking out with considerable volume.,1 +Eceryone wants a piece of PCN gorwth and magic...stakes are so high...innovation so fast and marketing stakes high ,1 +"user scheplick It's easy to short AMZN - buy an iPad Mini, a tax prep book at Borders and some ackspace time.;-)",-1 +Might open a position on S today. Cup and handle can make this one fly to 7-7.5 quickly.,1 +"CS, KOS positive.... nice reversal in KOS",1 +AXP trying to make a move too. Getting interesting.,1 +MA a strong follow thru day after breaking out to new highs last Friday - confirmation is solid ,1 +"V new highs, looking for higher prices from here ",1 +CEG a strong breakout to new highs today on 2x the daily avg. volume. ooks good for more upside ,1 +WETF cheap financial stock that is trying to b/o. Would like to see a pullback/consolidation first ,1 +"NFX shorts should be paranoid on every close as a buyout will come 1 night from aapl, msft, goog, amzn, etc. dominate webtv long nflx",1 +"As in the last 3 sessions, last hour buyers are back, more money need to be put to work... money flows... SPY TT ES_F",1 +"user The stock isn't telling us anything new, but the trend is saying a lot. This E is AAP's most anticipated in years.",1 +All of the above: rax setting up again spy,1 +PCN - long entry ,1 +"Green Weekly Triangle on AMPE,....Sell Short at 4.15 ",-1 +"Green Weekly & Monthly Triangle on FWS,....pdating to Monthly ",-1 +"user are you saying ZAGG will up another 23%, how?",-1 +"Green Weekly & Monthly Triangle on PAB,....pdating ",-1 +744.96 IS A great level for a close on GOOG,1 +"AAP short-term outlook. 3 possible scenarios, 2 of them are bullish ",1 +Barclays upside case for CSOD is a year end price target of 46. Based on 8x cy'14 revenues and 10% upside to estimates. Quite achievable!,1 +CTXS (conservative swing) once again bouncing nicely off support (w/volume) MCP (aggressive swing) however strong probability.,1 +user: AMZN it's time for this bird to fly south! ,-1 +"VVS Technicals are positive for a continued climb. SI, OBV and MACD all look good to me ",1 +"AKX b/out 13.78, like the base action under spot & declining vol, ripe for pop ",1 +"HAO b/out 7.20, price was rejected at 7.19 today, also high on 12/21 ",1 +"HWAY b/out 11.08, nice base under the spot ",1 +yum down premarket through the cloud but has support at about 62.75 ,-1 +"Multi-day downswing in ES_F favored, see demand zone at 1442.00-1423.75 SPX SPY #stocks. ",-1 +"MON - not making sales here - we will be buyers of weakness, looks like game on for a while...",1 +FIN 9mos Operational cash flow declines 15million vs. prior yr first 9mos. 198% decline,-1 +AYI Q1 Operational Cash Flow turns Negative,-1 +AYI 1st negative operational cash flow quarter since quarter Novemebr 2008,-1 +AYI 2013 Q1 operational Cash flow negative 14.5 million. decline of 41 million vs. Q1 2012. 152% decline,-1 +my 526.20 bid not hit in aapl so i am expecting at least a move to 540 today :),1 +"MON 2013 Q1 operational cash flow 1.569 billion, a 459 million increase vs 2012 Q1. 41% increase",1 +fio nothing but air under stock until 17.70-17.80 ,-1 +"AAP daily fade in motion again, people that want to be out are still at work...",-1 +I shorted NFX here with a 1.00 stop.,-1 +CTIC got long,1 +Catch up user: Hot inks is totally off the hook this morning - so many great reads AAP MACO,1 +IHS year end operational cash flow declined 27 million vs. 2011. an 8.19% decline,-1 +Watch XF JPM BAC OD closely...,-1 +unit cost at 1.60 this see a bounce CTIC,1 +with little whips on pops and drops don't go all in on one purchase avg in through out the day limit exposure and % of portfolio CTIC,1 +"SHD Get short, someone big must be exiting imo... Sitting on some 40 puts from this am!",-1 +MON - added,1 +"If you'd like to gag on the New American Socialism, enjoy this video courtesy AIG: ",-1 +JNP - added,1 +X - added,1 +"user Mr. Florida, hope all is well. You've trade SAVE in the past, so Im asking you. Do you like it here? ooking to fill gap?",1 +SHD ... why won't you die already? ampert doesn't know 2 sh*ts about running a retail. He bought Sears for the property... ,-1 +"WN: ong 19.79. Trailing Stop 24.39 from 6 prior Stops of 23.76, 20.42, 19.79, 18.09, 17.13 and 16.39 - ",1 +"DECK: Short 66.41. Trailing Stop 44.16 down from 5 prior Stops of 51.65, 59.07, 66.41, 74.13 & 81.85 - ",-1 +WFM - short back on,-1 +"nice base building here 1.50 -1.54 on CTIC should test hod's in the afternoon, setting up nicely for follow thru tomorrow. #tradeoftheweek",1 +up to 16 million shares on CTIC almost 10x avg daily vol. I don't think this is a one day story. Gap up to 2.05 plenty of rm to run imho,1 +SHD Eddie ampert is a 1 trick pony...,-1 +"et the angry, anecdotal comments begin: Why I still think BlackBerry & IM are doomed. IMM AAP GOOG NOK T VZ",-1 +user I think AAP putting in a long term bottom.....of course I could be wrong but that is what it looks like :-),1 +i had a price alert go off for WWW while off the desk.,-1 +GG to be delisted soon typicall pump and dump same story over the last few months be careful one day trades over a mil next day ur stuck,-1 +TSO option trader buys 10k of the Feb 40P for 1.60. A 1.6 million bet stock will be below 40 by Feb exp. Could be hedge too. OI is 544,-1 +DDD SSY Stops honored. So be it. Now.... must.not.become.bearshitter.,-1 +CYBX keeps consolidating near all-time highs ,1 +DDD The sentiment on this stock can change in a blink of an eye. Not for the faint of heart. Still long term bullish.,1 +MCP bottom at 11.00? Strong esistance. nder these level...short breakout Chance.,-1 +AIG wins the awsuit then announces dividend reinstatement. :),1 +TIVO is a buyout coming? Sure seems strong of late?,1 +biggest mistake i made all day was not sticking to my gut on reversal in #SOAS #2 not sticking to my watchlist DK STP ANA KOG,1 +DDD looks an easy short,-1 +My instincts are spot on in 2013 and still think CTIC will hit 2.05 this wk but still want to stick to my morning watchlist & not chase,1 +AX looks good for higher prices ,1 +CM holding up well ,1 +"ANA with the conference tomorrow, I guess we will hit 10.05 after all...",1 +"NFX - hearing PJCO out cautious following comScore data: Following Weak December, Overall 4Q Traffic Again Turns Negative user",-1 +"se pullback 2 initiate quick trades, not invest, long. Keep stops tight & sell up. AAP EGN OCN AMH DDD NSM",1 +"Piper Jaffray making negative comments on NFX and CST ed Box : comScore Q4 data weak for edbox, Netflix",-1 +Maybe a good time to buy TD the 44 level appears to be holding as a key support level,1 +"CSN option trader buys 1,500 of the Jan 11-16 call spread against low OI indicating entering a position for .50. Bet on data bef. Jan 19",1 +AA there goes the kids college fund!,1 +X option trader takes profits in Feb26P selling 8k against 8k OI and rolling position to Feb 25P buying 8K at 1.48,-1 +"Green Monthly Triangle on ACAD,....Net Profit 7,177.00 (11.49%) ",1 +So far so good regarding our APO #earnings strategy. Far too soon to call it a win though. ,1 +AA this is why I went all in..,1 +"Does AA hold the key for the SPX? When AA is up on earnings, SPX up +1.90% a mo. later. ",1 +"My call for the week AA, WFC, APO, MON",1 +AA i don't like the SPIN on operational cash flow,-1 +APO Q1 2013 operational cash flow 210 million. a 90million decline vs. 2012 Q1. 30% decline,-1 +"ed Weekly Triangle on AMS,....Net Profit 26,135.00 (38.40%) ",-1 +CM AVG THO AMWD coiling for breakouts to new highs. Set buy stops slightly above the most recent highs.,1 +"user jemberlin that is my number too, will be a good swing, but personally I hate AMD,",-1 +SPY SPX ES Green Hedges Stars model: next stop 1410.56 SPX 1387.92 if lower.,-1 +SWHC looks like ban on large capacity magazines and more hurdles to purchase are on the table for the politicians. Was on the Evening News,1 +aa Q4 Operational CF declined 209m vs. Q4'11. 18% DECINE. P Spin says it was higher than Q3 2012. note Q3 '12 was 263m less than Q3'11,-1 +HT closed > 200 sma (barely) for 3rd time since Oct- eps out of the way- watch for volume > 55 ,1 +user PWE and the crazy HAO is in Green Weekly Triangle are you in short or long,-1 +WT had a huge 39 seller today... check out the daily... hold over 40-42 loooks good for a swing,1 +AJ Over 18.00 on good volume ,1 +CYBX broke out to all time highs accompained by a strong volume suggesting higher levels. ,1 +ONTY looks poised for bounce from bottom. SI starting to turn up & MACD is crossing up its signal ,1 +Still trading within an uptrend channel. Short-term uptrend still intact. I'm still bullish on NVDA ,1 +VVS Vivus CEO eportedly Says Acquisition is 'Inevitable' talking to Deal eporter at the J.P. Morgan ,1 +user: C what is a runner ,1 +"V is now one of my longest growth stock holdings, ever (19 months and counting)...",1 +fio bouncing some this morning (25% short interest) Still nothing but air till 17.90s ,-1 +tol doji yesterday could mean another lower high. Wait for close into cloud before going short ,-1 +"AMWD setting up very nicely above 29.33. In the very strong building and construction product group, along with APOG.",1 +"TAB I like this one, down for no real reason, new contracts picking up slack, 2013 is about 'small cell' tech, & Software-As-A-Service!!!",1 +FS - buy signal just triggered for us,1 +ANF on the radar for a move above 48.70-49,1 +DGI FTD. Pivot range 26.98 to 28.33.,1 +HPQ Option traders buy 10k Aug 13P at .78. 780k bet stock will be below 13 by Aug expiration. Could be a stock hedge,-1 +"FAF new highs, still holding. Needs volume here.",1 +NS Perfect day for a reversal candle on the dailies.,-1 +VOC actually triggerd yesterday but closed back at line - today itstrying again - vol 16% ,1 +added APP,1 +"WFM - added small 89, prefer the 90-91 level to lay short out",-1 +MAS from watch list broke out of flag today- now also at top line on volume of 11% of full day ave ,1 +CMG - 5m descending triangle. 9% avg volume. ,-1 +user: DDD broke out from the bear flag to the upside.... ots of shorts who do not understand momentum being caught STDY,1 +DGI still moving,1 +SSYS maybe too few shares outstanding to short.. but ....11 million in operational cash flow ttm and trading at 1.9 bil mkt cap,-1 +SSYS operational cash flow declined 42% ttm vs. ttm,-1 +"Covering 1/2 WAC short 47.15, looking lower but got to book some...",-1 +"VTX option trader buys 3,700 put spreads in April 48 and 42 strikes. Could be big bet on down move or stock hedge",-1 +FS 4 hour - nice bounce ichard. ,1 +"GNC - nice inverse head and shoulders, as well as a nice pullback to support from the previous box-breakout",1 +"user I hate to be under 3, as average I end screw up, no good for me NN",-1 +DA nice run from entry; moving stop up to breakeven ,1 +"ed Weekly Triangle on CTIC,....Net Profit 675.00 (3.88%),...gly waiting more than 3 months ",-1 +CW Clearwire Corp arge trades in puts show bearish interest despite DISH bid ,-1 +APO Strong push off support (w/volume),1 +from watch list HAO slipped over line when I was not watching - volume is 76% of full day ave ,1 +"The most bearish thing I have seen in a week, not good for the overall market at all JPM SPY ES_F ",-1 +"user in a bullish you sell always, no buy; in a bearish market you buy no sell NX",-1 +VOC from watch list added Tuesday has now run over the 50-day EMA vol increased to 86% ,1 +ANA getting the breakout yest and holding up today. Presenting at JPM conf today at 6:30est ,1 +"trade idea buy ESC 25.95, target 35.50, cut below 21.40 ",1 +"SWKS decision coming there soon...expecting a break...up...looking at SI, MACD & TIX ",1 +Just a small dose of reality on CTIC : ,-1 +"VS option trader closes out Feb 50C selling 12k against 22k OI. Opens position in Feb 55C selling 23k on hard bid vs. OI of 2,700",-1 +Six years ago apple introduced the iPhone to the world. Do you remember where you were? aapl #sixyearsold,1 +EW Went long on EW at 93.15. ooks like it is ready to make a move to 98 w/breakout of consolidation ,1 +EBAY basing ,1 +Short YHOO,-1 +CHK thanks JPM upgraded ,1 +dec 6 BB&T CM initiated SSYS with a buy 68. wonder if they still have it a buy up 28% in 30 days?,-1 +user: SSYS EACHED SI 80% Crash is near,-1 +SSQ pulling back as suspected. uckily sold near 11.20 res (tweeted). Watching 10.80 to get bck in ,1 +"user The day of the MA IPO I tripled my position at 42 (IPO priced at 39) never touched it since, probably my best stock move ever...",1 +AAP P&F is bullish again... ,1 +"AAP IF support broken then I won't hesitate to sell as lots of downside. For now, : favors longs ",1 +user: eaders EAD. BAC >On which side is the Question... Even AAP is Broken since few Week. Medium Outlook does not look Bright.,-1 +"Green Weekly Triangle on DEPO,....Scaling at 6.40 ",-1 +"Intel a tobacco stock?...interesting read and analogy...up to Intel I guess, but the dividend is tasty intc",1 +"Green Weekly Triangle on FNFG,....Scaling at 8.22 ",-1 +"FAF - ong 16.92. Trailing Stop 22.31 from 8 prior Stops of 22.04, 16.92, 16.40 ... 15.17 and 15.10 - ",1 +"SWY - inside day - held 50 sma, rsi holding above 40 , looks like counter-trend move",1 +"Despite weakness in AAP, SPY didn't fill 2day's gap - reversed a mere 0.13 away. Every stock out there outperforming AAP these days",1 +IPX Over 22.15 ,1 +MY Over 28.25 or 28.50 ,1 +XXIA Over 18.00 ,1 +user SHOT YHOO TO 0!!!!!,-1 +"WPI - buying looks counter-trend, possible bear wedge, wont be happy if it closes 2-3 days above 50sma, will have to re-evaluate if it does",-1 +MON - and monthly - game on... ,1 +"HA EPS estimates being slashed as squeezed stock crash lands, looking for low 5's ",-1 +"TSO Was long now crack spreads say low 30's = Short, VO good short too! ",-1 +"AAP No pain and no gain, will stay above 500 (mostly) but not higher than 580 and go as low as 470 ",-1 +GEOY Should be trading at: 41.09 as each share worth 1.425 shares of DGI (28.84) x 1.425 = 41.09: ,1 +China is FIX ing itself STDY,1 +CHK Good Info user: user S&P over 1470 and this thing rips IMO,1 +"with a name like SkyPeople Fruit Juice, SP is going to be the next AAP. just wait and see.",1 +"WH consolidating at the highs, with gap support immediately under the price. - from ",1 + MT BEAV --- all setting up for possible higher prices,1 +MGM Caught in a ange user ,-1 +New post - I could have Peter ynch'd this stock MD,1 +FSC goes ex-dividend tomorrow paying monthly 0.0958 per share with next payment on Jan. 31st with 10.60% yield,1 +user 3DTradingtrader I do have 3.1Mio to expend and race up any offer for DEPO,-1 +VOXX a user stock. Kudos to you my friend!,1 +"MCP Performing as expected, so many red flag raised on that one over last few months, so many here could say I told you so...",-1 +"SWY - *WSJ: Cerberus, Supervalu Strike Deal - Sources - may put a bid under SWY",1 +"SE SHOT CECO, SM, ACI, DMND, NS, GCY, BBG, EF, TM, EOC, XCO, VCCF, PQ, AXAS, PST, P, KCG, MNTA, NAV, PAC",-1 +HPQ in the 16.50 calls for .04!,1 +AAP daily pop then vomit in motion...,-1 +"MCP don't catch that knife, if you think it will survive define risk buy some January 2015 EAP option and forget about it till then...",-1 +"PX - ong 9.01. Moved the Trailing Stop to 13.30 from 3 Stops of 9.01, 7.78 & 6.55 - ",1 +AAP ... I don't see any more than 1 up 3min candle in a row so far this am.,-1 +"AAP about to go red, amazing how many times that pattern can repeat over and over...",-1 +user u didn't miss it if it is still going lower :) MCP,-1 +GDOT making a new higher high. MACD bullish cross + OBV trending upwards.Time to fill this gap. ,1 +Back to a full size position in ZNGA here,1 +FCE triggered Tues gapped Wed so today IMO do not have to think - you just take profits ,1 +"Goodbye FAF, acting weak, I've never liked you anyway - NEXT",-1 +not likin MSFT neg dvrgnce+hammer today goin into quadruple bottom. Still have some longs w/ stop ,-1 +WFC If they miss I will add,1 +BAC wait for it to setup again. ooks like it will retest 10.66 for sure.,-1 +"MCP you had a lot of red flags, but when the CEO was abruptly fired without a permanent replacement this should have got your attention...",-1 +AAP gonna bounce hard off 516,1 +GS is looking super strong.,1 +wait to you see what they do w/schools in 2013 user: The JMBA airport locations are generally packed. Good news user,1 +GS wants higher,1 +"AAP watch CS, it's a tell for AAP imo!",1 +BK - added to long,1 +user: long a few NFX 100 calls at .27 expire tomorrow out at .40 +48% no need to be greedy with them expiring tomorrow,1 +JNP - added to long,1 +CEE 5 min retest ,1 +AAP - trimmed 1/2 of our short exposure 516 level,-1 +AAP lower highs and lower lows intraday...where is big near term support?,-1 +The cult of Apple is dying - AAP,-1 +ZION...looks to be basing under breakout...could touch bottom of triangle though ,1 +HPQ ocket since Noon!,1 +HPQ ook at that Volume too! Very Nice! 16.50 Calls Do it!,1 +"X - took long exposure down 25.95 - 26 area - still very bullish on T look, stock has a rip - n - dip rhythm, want dry powder 2 trade",1 +"user sweet money, I need another 1.8% to scaling in Sell Short again CSN",-1 +HPQ Man these call options are so Cheap!,1 +user: user SHOT YHOO TO 0!!!!! ONE DOWN 19 TO GO lololol,-1 +"user I lost 15% of my holdings when it first opened, but have recouped it all through AAP and now FB. Buying more of both",1 +TE - new short on board for utility sector,-1 +"user Tr8r_x nice face, check the next HBAN Green Weekly Triangle (Sell Short)",-1 +"Green Weekly Triangle on HBAN,....Sell Short at 6.69 ",-1 +"user yea, but CSN in just one in my whole portfolio, when you scale, you always can fix the cost and ending with profits",-1 +BAC Out 11.78 waiting for a pullback.. if we have one today.. ;-),1 +AAP moving above 525 pivot today is bullish for tomorrow.,1 +AAP getting my attention. Showing some strength. Might actually jump in.,1 +ES SPY SPX can we hold this breakout on the ES futures?,-1 +AAP Someone catch a leak of some news at 2:30 or what???,1 +WFM - not getting much lift from the rally - looking like a possible bear flag - adding to short,-1 +"ed Weekly Triangle on HEK,...Net Profit 4,539.00 (10.84%) ",-1 +V interesting reversal today,-1 +"BAC 100% Cash -->I will never listen to the sirens say Keep r Trade Overnight, it will Gapp Never... I Promise ;-)",1 +HPQ is 17.50 too much to ask for tomorrow??? :),1 +SDJPY No breakout on the close. isk rally with equity traders in front of their skis into earnings. ES SPY SPX,-1 +Market underperform day thanks to my DDD + SSYS positions. Staying long 3D printing. AAP kept me green. More upside to come.,1 +"Green Weekly Triangle on HEK,...Sell Short at 3.96 ",-1 +"FS - Solar Market to ise 22 Percent in 2013, Deutsche Bank Predicts ",1 +nice! - user: Huge volume in MS breakout today.,1 +The price action is saying that AAP is not going to die after earnings. It had multiple chances to break 500 but didn't.,1 +BN BISH!!! to announce a 15% increase in Holiday sales ,1 +CS nice move above the 50 and 200 DMA. Nice base structure on a daily/weekly pattern.,1 +"OCZ -CES 2013, as Vegas, Nevada, January 8th through 11th (in progress)!",1 +user: T user: user: GAME ON!? #readyscoregoals. This company just gets it... #CanadianGrown ,1 +don't tell everyone ... user: That's a nice looking diverse list of 52-week highs: JNJ MMM GS OC F WAG DE,1 +Alarm bells should ring for DDD investors. ed flags are highlighted in this detailed and well researched article ,-1 +AAP Marketing Chief Phil Schiller will not resort to a cheaper iPhone to expand its market share ETES,-1 +"Squeeze squeeze slow grind higher continuing SPY 147.45 ES_F 1471 , WFC better deliver the goods tomorrow...",1 +HSA It always comes Back.....,1 +user HSA Good Day?,1 +YHOO Cramer kiss of death thanks bro. Can I get a BAC and JDS Cramer nudge? user kifmonster,-1 +MGM held this long term resistance: user: MGM Caught in a ange user ,-1 +AON Continuation on good volume ,1 +NFX Over 28.20 or 28.40 ,1 +ZC Over 4.75 on good volume ,1 +ES SPX SPY star on 4hour,-1 +A doji like candle close today on F may signify possible retracement between 100% and 61.8% Fib levels. Watching closely for more bull run.,1 +SWHC will continue to accumulate more mar 9 calls on any pull back below 8.10,1 +ISIS - with continued volume this can go much higher 13.22 to 14 is easy for this - it has some big green moves,1 +"user TSO Don't be fooled by one day moves esp. after a large drop, the trend and my stop says I'm still good.",-1 +SM - Decent base. ook poised to break out.,1 +user: NFX -- I let my wkly 100 CAS go from VEY green to ed. Not good. But will hold them,1 +TSO user Attached shows Fib and old resistance stopping upward move. Will stay below both. ,-1 +CGI ove this trucking co. should be bought on any pullback! ,1 +QCOM Best play on Samsung (Snapdragon) and anti AAP play. Best tech. play too. ,1 +QCOM Another view w/ blue sky above ,1 +Student Debt: A Trillion Dollar Bubble - SM NNI,-1 +COF is approaching key resistance level at 62.92 a break of which could accelerate the stock price ,1 +AON has been in an uptrend since July and Thursday's break suggests a continuation of the upmove ,1 +GDOT W/ Bullish MACD cross along bullish SI action it should only be a matter of time to take off ,1 +"BAC failed to break below, uptrend continues",1 +"user: With the Financials (XF) already +4.6% YTD, Wells Fargo WFC might have to deliver the moon today #expectations",1 +One small step to send cable TV back to the 80s. Quality content exclusive on NFX. Can't wait for the return of AD. ,1 +ong setup SM ,1 +user: DDD 3D Systems Wins CNET Best of CES Award for CubeX 3D Printer,1 +COMPQ SPX AAP FB BAC GD SV 5 Characteristics of a successful trader ,1 +"NKD and SINA are two breakout stocks on watch list for today. Buy high, sell higher!",1 +msft if it takes out 26.29 it has a gap to fill from jan 2012 ~26 ,-1 +MS Morgan Stanley Hits Our 1st Bull Signal Target (Called Dec 11) ,1 +JCP Cash-flow distress That doesn't sound very good... BS downgrade to sell,-1 +Market Wrap Video + Additions to Watch ist including: AEG DI IPX NG MY ONTY QIH ST XXIA,1 +GOOG so far so good in premarket. If the averages help this could get above 745 today.,1 +HPQ where do you think that new Mutual Fund money is going???,1 +X adding a little,1 +DK moving out of his Darvas box - keep an eye on volume.,1 +GF Open new position at 35.52 - new uptrend starting ,1 +BAC It is the effect of WFC... so it SHOD be over in half-hour... I'm moderately Bullish,-1 +user: NG long setup ,1 +"Trend in outsourcing...workforce...is extremely strong, especially in the medical industry... ASGN has a lot of room to grow. - Drogen",1 +AAP climb 525ish then took a small step backward - wedge forming. Breakout is imminent.,-1 +I hate to do it but reducing DDD position today. Just getting too big in portfolio. Still very bullish.,1 +AAP - took down short exposure by 2/3,-1 +Would be healthy and desirable for to eventually put in a little handle/shakeout before climb over present 58.90 pivot STDY,1 +"ed Weekly Triangle on MH,...Net Profit 4,895.75 (7.22%) ",-1 +"its time to put GOOG under the warming lamp and get some heat into it, just languishing for now ",1 +"Green Weekly Triangle on MH,....Sell Short at 4.06 ",-1 +"GOOG averages trading up, and this is lagging now. Actually near the lows. Not what you want to see. Strong support at 736-737.",-1 +OC osing mkt share to JDS T now and looking for *much* lower prices. Will miss earnings too! ,-1 +WFC I think we go green at some point today,1 +user 3DTradingtrader if go over 6.60 I will sell more DEPO,-1 +"So much topping action here. Shorting KEY at 8.90, Shorting CAT here at 95 with a stop at 95.6. ike these trades A OT.",-1 +"MDSO - ong 27.51. Trailing Stop 37.00 from 7 prior Stops of 31.30, 30.17, 29.41, 27.86, 27.51, 25.15 and 22.79 - ",1 +been talking about low priuced stocks flying- FCE buy was Tuesday - 30% gain way overbought now ,1 +And there goes that 520 level on AAP.,-1 +WPI - whoopie - that's the stocks nickname,-1 +NFX is this developing a HGE cup&handle with pivot at 120?,1 +DNB Call volume spike ahead of earnings ,1 +S have anyone noticed the HGE volume today? If this thing pushes through 6 today we might have a runner for next week.,1 +"MCP craters, management tells u biz sucks, all sorts of red flags, and some people call that bullish? bottom? delusionnal.. #youondrugs?",-1 +"user IV having a down day today, but take a look at APO, 20 green days in a row since Dec 13th! Now, there's a rip and a tear!",1 +ST from watch list over lien a bit on volume of 51% of full day average ,1 +"APO 20 green days in a row so far, but no new high yet today.",1 +Not looking for any sustained upward momentum until after next Friday's options expire. Too much interest in holding it down. AAP,1 +BAC I hate analyst.. They Scrap a beautiful day :(,1 +The big setup for early next week is GNC. It will probably run into earnings as market expects huge numbers. eports Feb 11 (long),1 +BAC at least it' is a resilient stock...,1 +CAT holding that 95 level beautifully today. Cup&Handle from September to January. A good market and this BEAKS OT.,1 +GD Trying to break d/t line after finding support at 200 sma. ikely needs GD to hold 158.5 ,1 +F 9.8 is a possibility before market close... so much power under the hood.,1 +"Green Weekly Triangle on KTOS,..pdating ",-1 +DE Approaching next level to Short back lower - 61.8% Fib and old ,-1 +F evel II easing a bit but still allowing the possibility of a late day run.,1 +AWK En Fuego part 2 ,1 +user welcome to the TK club,1 +GTAT healthy pullback on low volume after a nice run on heavy volume.Positive MACD divergence. ong ,1 +TAB user alexcampbello This is what the street sees and hence lower she goes ,-1 +sold 3/4 of AN +0.27 (+2.94%) - keeping 1/4 of position overnight,1 +AAP - didn't get the pricing we wanted but added to the short after the close,-1 +Market is looking strong. Think financials will catapult SPX towards 1500 next week. GS BAC,1 +AN breakout.,1 +HT bearish,-1 +"Green Weekly Triangle on DN,....pdating ",-1 +Demand for breast implants at all-time highs - good or bad for economy? AGN old wallstrip too ,1 +"...offhand, that includes in growth: EN Y SPF MHO ITB AD TTM HTZ DOM WK EMN PO SCA WO FET BCEI FXI HDB EVE ...",1 +Wk #2 perf 13 Stocks for '13: DDD DNKN FT INVN KOS NKD MOV NTSP AX SCCO SCA SSYS V ,1 +NKD stormed back in week #2 with a 4.29% gain after being the dog in week #1 #13for2013 ,1 +cstr found support at 26 ema. nder the 50 sma tho look to short under 26 ema & add on cloud break ,-1 +pnra missed this one yest on the short side but will short under 50 sma ,-1 +NKD following FB lead. un to 122-124 before more resistance? user ,1 +"Although sounds random, when AA is down on earnings (like this week) SPX down 0.62% next mo. ",-1 +"O - short setup if signal fires, like this, it will be a 50sma reject and weekly & monthly time frames look like they are weakening",-1 +IMM didnt come out this XMAS with BB10 so they take over next XMAS - take share from AAP - they smart well timed,1 +user ShadowTrade1134 I think it's a fair analogy - VHS beat Beta because it was less expensive. AAP,-1 + Bear flag? from ,-1 +PCN bull flag & pennant? from ,1 +"DNDN: nice vol expansion friday, and may be worth watching for a few bucks. ",1 +So what I used to do at Borders is called showrooming...i hope this works for TGT...the nature of retail is changing ,-1 +AAP Trend emains down and Giving Another Sell Signal... ,-1 +"user: SV super cheap stock, that appears to be getting ready . to fill a gap above current price! >Nice name 2",1 +"user jmixer INO since Jan 7 it is a green weekly that is why I closed my long at 0.67, my broker doesn't has share to borrow me,....",-1 +user jmixer I will wait for 0.57 to re-charge again my weapon against INO,-1 +ddd nice st/pennant pattern here. ook for a breakout ,1 +IWD short 15 to 13.50,-1 +AAP - Korea Hot Stocks-G Display falls on talks of Apple order cut - ,-1 +Sigh AAP will continue to keep QQQ down. I'd love to see AAP rebound on negative news.,1 +"AAP IMM: Apple reduces component orders for iPhone 5 on weak demand, WSJ says - Party is OVE!",-1 +AAP i love you but I'm,-1 +Song for AAP bulls ,-1 +"Today could be the day where AAP breaks 500 and the rest of the market doesn't care, what a change... #divorce QQQ SPY",1 +AAP The only thing you should ask yourself; is today the day to buy those Feb 480 puts...,-1 +AAP - 25% of short covered - blows that system would not route to NYSEACA before 0700 EST when offerd below 499,-1 +AAP - 1/2 short covered,-1 +CS will play lower,-1 +well done to those short aapl friday.....gutsy. got the news you needed.,1 +AAP under 500 is a great long term buy. Ignore the noise.,1 +Thank you AMZN for pricing Fire at 199 in Nov 2011. et's do same with a phone in 13 and the wireless service in 14. Customers WIN!,1 +JNP - acting well again - added some back,1 +"AAP - Bearish News at the Bottom, Or The Start of a New Downleg? ",-1 +AMZN has momentum. Its a better buy than AAP or GOOG for now. Close above 270 might push it to 300 quickly.,1 +"Green Monthly Triangle on CHTP,.....Net Profit 11,664.75 (115.73%) ",-1 +PCN wait for that close above 662-663 to get involved in this name. And watch for VOME to confirm uptrend continuation.,1 +"AAP sending a reminder to NOK,",-1 +CMG - Still a good low risk/reward short below this descending trend line. Core short is Bear Calls ,-1 +COH close above 60 is extremely bullish. Watch it.,1 +HPQ heading back over 20 imo! Funds oading!,1 +BAC out of my swing trade for 8%. Protecting profits.,-1 +I remain convinced you're either in Apple stock AAP for another five years... or you should have sold already. There is no middle ground.,1 +"I am long AAP (about break-even) and EAIEST I'd sell is 2014, if no dividend hike happens. PE is under 9 right now on FY14 EPS of 56.",1 +CSCO c'mon 21.,1 +aapl symmetrical triangle on 5 min looking for topside breakout ,1 +AAP drops over 25% since Sep b/c of concerns of maybe a 10% bump in Android phone sales? #mathfail #oversell,1 +aapl in long per earlier tweet on topside breakout of ST,1 +AAP appears to be dragging down QQQ and SPY #stockaction,-1 +"AMZN SNTA ANA all ripping today, even X setting new all-time highs this am.",1 +"FOM is breaking above Friday's high, a strong continuation higher is likely. Next resistance 5.37 ",1 +VVS ong set up: ,1 +ook how long DE has been fixing itself. Miraculously HPQ has done what DE can't. Not! QQQ XK,-1 +AAP Going to be interesting to see the pop and squeeze on Jan 23rd if we see a positive report.,1 +A week later these stocks are trending bullish: 5 Shale Plays for 2013 APC HES COP MO DS.B ,1 +"user The rare earth business fundamentals are terrible right now and MCP has all sorts of issues on top of that, compelling ?!!!",-1 +user xraystocktrader Great dividend pay and continued upside. Eager to see the next acquisitions CVX,1 +user Krisanti that is why I had mentioned that AAP sent a reminder to NOK,-1 +drugs are back...lance is gone user: arge-cap Health is doing well. Both PFE and JNJ hit new 52-week highs this morning.,1 +"Marc Benioff Has Swagger, But What About That Income Statement? - CM",-1 +"Green Weekly Triangle on SHO,....pdating ",-1 +user: ANF triggering at the 48.70 buy price. Nice 15 min candle. Need to build on this intra-day momentum,1 +HBI from watch list briefly went over line and puled back but volume is ok at 57% full day average ,1 +XXIA 5-min found it helpful to watch the 9-period EMA pink - when using gap rule to protect profits ,1 +AAP fills the upside gaps within an hr but takes an eternity to close the downside gaps. environment is clearly bearish,-1 +nice DE.,1 +GW Higher volume on the way down as the news pumps the stock up doesn't sound very bullish to me. ,-1 +Student Nobiano made 14% roi on a BT trade. Great for you sir!,1 +user says you might double your money in closed end fund GSVC this year if Twitter pulls off a good IPO. ,1 +bac fib levels ,-1 +F is a buy to 11 imo. That's my price target for Feb options.,1 +Triple bottoms are rare. This is the third time that AAP traded near 500 in last 2 months. Still too many AAP fanboys. AAP,-1 +here at hedgestreettrading we are very on sons,1 +HPQ my 17.50 calls Are Happy Now!,1 +"HPQ Trading at a Multiple, oad the Freaking BOAT IMO!",1 +Awesomeness...Monday links: swapping risks & around the financial blogosphere. via user AAP JO GA,1 +Going Private is the new Going Public. DE,-1 +user T3ive A looks very strong for a breakout play.,1 +CSCO MSH! MSH! MSH!! 21.00 c'mon mon..,1 +"etail drill-down raises questions - XY, XT, TH - SPX, SPY, M, GPS",-1 +F coiling so hard right now,1 +K: ong 53.69. Trailing Stop 52.16 from 2 prior Stops of 51.25 and 51.05 - ,1 +"Si VFC alcanza los 153,98 , reconfirmaci?n de la tendencia que lleva la sesi?n, provechando el rally alcista de final de sesi?n....",1 +DE 5x vol many people gonna lose their butt if there is no buyout,-1 +I think way too many people bought these dips to 500 and won't know what to do with aapl at 420....no plan equals all our mess,1 +Jeff Bezos...having just a wonderful day....as usual....and he's thin. Bastard. amzn,1 +CSCO OO!! 21.,1 +AAP lets see if we say goodbye to 500 today.,-1 +I totally helped beat revenues...i do and I do and I do ...but yoga bores me and western world will bore of it as well #doritos,-1 +Why can't they take AAP out of the index? It's holding everyone back! Slacker !!,-1 +"Green Weekly Triangle on SONC,....Sell Short at 10.96 ",-1 +user: DE 14.75 would fill a huge gap from 5/22/12 lol good luck with that,-1 +"ssys website investor relation page uses morningstar stats to quote mkt cap. MON Statistics are wrong. there r more shares out, way more",-1 +Shares of FOM are drying up as the accumulation continues. Daily technical indicators are bullish. ,1 +"ABC 123 Clearing up and out of a nice base, #Drugs PJP SPX SPY ",1 +"user an error on Morn data.its not updated. shares outstanding equals 41 million , not 21million. mkt cap 3.4 bil not 1.8 bil",-1 +user i stumbled upon a data discrepency for SSYS. On MON YHOO and ssys website it says 21m shares out. really 41m shares out,-1 +SNTS Getting puts at the open. eally pleased that a decision came after hours. Allows for much better entries into positions.,-1 +SFY would start with a trade to the second line - so starting over 33.30,1 +A typical set up - Over 26.11 ,1 +"INAP 717, riding 10MA, extended, based, bolly deviation1 & 10MA right under, room to upper bolly ",1 +AAP needs to hold here 500 or could see lower prices. Earnings within couple wks ,-1 +"HPQ oad every dip, everyone wants in!",1 +. user: AAP hits 491.50. Hedge fund margin (leverage) highest level since 2004. The question is how many hedge funds blew up today?,1 +Out of my aapl 490p at 8.50 for 47% 5K!,1 +GNC is perking up despite general market weakness. One of the better risk/reward long setups (long),1 +user: PI nice early action... on watch ,1 +PO is perking up again. Very strong specialty chemicals' stock,1 +JPM wants to go higher. XF SPY,1 +DE outside bbands - I have to believe this pulls in a bit. ,-1 +"BK - want to buy lower but hourly showing improvement, added to long",1 +AAP - took 1/2 of remaining short off,-1 +tol finding support at top of the cloud ,1 +ZCS broke out last week & has held up well pulling back on low volume. Keep an eye for a possible breakout over .83,1 +"CSN,....sell short at 9.38 scaling",-1 +New Blog Post - 'Momentum Monday - AAP dip buyers missing the market mojo... ,1 +"AMPE,...sell short at 4.48, scaling",-1 +So to be sure. Everyone can short AAP and make money. Everyone is going to jump in when market crashes on Debt Ceiling. Perfect.,-1 +Great move by Guggenheim in hiring ex interim CEO of YHOO... ,1 +AMZN has a pretty strong intraday support at 269.5. I'm still in until that support breaks.,1 +APKT back over 24 here is where it gets interesting ,1 +AAP when are earnings?,1 +"Don't look now, but INT is clearing all-time highs. 10th time is the charm",1 +user: erased the opening drive down. still down 4 so plenty of room...let it consolidate,1 +GOOG that's some nice and fast move off the lows.,1 +"Again, this mkt is FAT while AAP is down 2.5% cratering thru huge psychological level, tells me this tape is strong SPY #dontbeshort",1 +AMZN remember holding 269.5 is very important for break out continuation. Watch it. I'm long and will add on break of yesterdays high.,1 +user: HEO beautiful flag forming...7 and 10 eventually,1 +"DEPO sell short 6.43 scaling, next level 6.27",-1 +"AAP Study These easons Why Apple Failed, and Where It's Going STDY",-1 +user: NVDA is a growing cash cow with a 20 P.T by EOY 2013-2014 XK AMD STX QCOM INTC #Technology ,1 +PATH See no real company or new drug approval value lost!!! just shorters manipulation,1 +THC from watch list set up well yesterday and today above line - volume 46% of ave full day ,1 +AJ from watch list triggered a few cents yesterday and continues today - volume 41% ,1 +ODP - Breaking out from resistance ,1 +aapl 484 going to level in to an aapl trade today for a daytrade to the long side....first quarter buy now.,1 +no reason for you to try to get cute and try aapl long.. stick with trend until it [rev] holds above 489 and 500,-1 +AN - Confirming nicely today. Seeing a double bottom on the daily & now pushing above the 20 day moving average of 9.53. Good action.,1 +TAB Mikel H. Williams helped the acquisition of Viasystems Group and Dennis F. Strigl use to be COO of Verizon Com & CEO Verizon Wirless!!,1 +"Flipping out the AAP trade for 6 points ....never got the meaty trade off. still obviusly long, chipping away",1 +user AAP In what world did Apple expect to order components for 65 million iPhone 5 handsets in the seasonally soft March quarter?,1 +SWHC Obama/Biden to speak tomorrow on gun control legislation...,1 +"user a lots, I want to cover at 3.88, so I have to complete 25 to 35K of shares AMPE",-1 +CMG Not the most exciting stock lately however upward trend still in tact; consistently pushing above the 20 day average. 297.00 now key.,1 +eading Stocks eading & Stock Market ESIIENT on down days. Further indication ally to continue. ES_F GNC NSM EVE DDD STI NF,1 +APO Being accumulated. Bounce off critical support and above the 50 day (+20.00) tells me that this now (likely) continues higher.,1 +AAP Just broke through a downward triangle coming off a massive head and shoulders. This thing is toast.,-1 +AAP The number one problem is that earnings expectations are way too high and the smart money knows this. ,-1 +CHK squeezie ,1 +VVS breaking out of a flag setup. MACD cross-up. ong ,1 +CHK 15 min kelt/bbands fired earlier while at lunch out 1/2 the 17.50 this AM +100% ,1 +"HPQ and here she comes back, if DE gets bought out HPQ will ocket!",1 +AAP dumping into the close still see this going sub 400 maybe at or after earnings report in a wk or two. GY TOWN,-1 +AAP Why do so many people believe that Apple should be commenting about stock decline b/4 EC? It's called the quiet period for a reason.,1 +DGI DDD both acting strong ending at hod with decent volume at the end.,1 +"ed Monthly Triangle on CYTX,....Net Profit 9,845.00 (11.01%) ",-1 +"Green Weekly Triangle on CYTX,....Sell Short at 3.02 ",-1 +WMB might fill this gap and reverse. ,1 +FS - inside day - we will add to long on break above & our stop lives a little below 30 area,1 +AAP Probabilities rising for a test of the 2003 trendline in the ST. Mean reversion pts to 350. ,-1 +"WFM - looks like a bear flag, we are short, will respect the flag and exit on a close above ",-1 +BCEI Over 31.30 ,1 +DCTH Back over 1.52 - 1.55 is you like volatility and low priced ones ,1 +AMZN - still in its uptrend motion. Buy dips. ,1 +NFX - next resistance level is at 110 ,1 +PCN - long setup ,1 +"AAP If it breaks the 5 year support line, Apple would have to depend on iTV to take it the 52wk-h ",-1 +VG is consolidating inside a large ascending triangle w/ TP of around 3. Breakout watch over 2.55 ,1 +"AAP trading close to point&figure trend line support. Next target is 470, at trend support. ",-1 +BAC Yep it Will B a good day for Financial... As soon as we have volume (9.30am) it will ise P !,1 +CIE COX CMG getting smacked off the open,-1 +SSYS postpone Q4 release from Feb to approx March 4th.,-1 +"Check out list of top performers since AAP peak, from user - Dogs like FS DE? +80% in NFX? Please. ",-1 +NEW POST: Positive Earnings and Cost Containment Continue to Propel MS ,1 +GOOG and AMZN showing some early weakness.,-1 +If AMZN takes out yesterdays lows ONG better be careful.,-1 +if AAP reverses early gains QQQ will be in really big problems.,-1 +"OABC - ong 16.55. Trailing Stop 22.80 from 8 prior Stops of 21.16, 20.18, 19.00, 18.70, ... 16.74, 15.90 & 15.25 ",1 +"TWC on the way to potential breakout over 99 channel. Tgt 100, 102. Wht u think user ",1 +NVDA breaking 30 min trend ,1 +"AAP ong position in Apple after reaching 503,38 . Maximum of the day. Stop loss 500,4 .",1 +"CEG Too high, too fast. This one is well due for a pull back here. 100.00 is key.",-1 +"AAP If Apple reaches 504,44 , change the Stop oss and put it in 501,60 . Also a chance to go long.",1 +ANN - 200 period - hammering. ooks good. 4 month pattern. ,1 +BAC p p Step By Step... esistance 11.65-67,1 +Dip buyers alive and well everywhere... user: Dip buyers alive and well in JPM.,1 +NVT at 1.73 vs. OC at 1.73 I went w/ OC vol difference today but should roll over by end of wk. OC just my opinion could be wrong,1 +"Green Weekly Triangle on GPN,...pdating ",-1 +BAC 11.75 -12.00 Today ???,1 +CNDO - we are in at 5.78. ooking for 7% on this one.,1 +NVT has the most unusual increase in #socialvolume,1 +ong CF,1 +"FIO ioSCale announced today at Open Compute Summit for hyperscale & spinning disk replacement, another game changer",1 +user: Twitter followers! Are you bullish or bearish on AAP ? We want to know. Bullish and cautious! =^.^=,1 +NVDA - IHS daily oversold ,1 +DECK Once again proving to be bullish (confirming) bouncing above the 20 day on increased volume.,1 +AAP Still long. Bulls in charge today.,1 +user: NFX ising wedge. Normally bearish. Close below 94 confirms. > nice one,-1 +CSN did not catch the bottom but bought some on weird dip - hope that manipulation means good things to come,1 +GS a solid move higher into new highs today on on strong volume. ,1 +NYNY moving right along. ,1 +Student Stephanie N said HOY GACAMOE!!! In 30 SECONDS I made 24% OI on NFX.. :-D user TradeSmart,-1 +"ed Weekly Triangle on CSN,....ong at 6.8815 ",1 +AAP 100 week support ,-1 +WCG onged today swing... ,1 +"AAP One of the most reliable patterns I've come across, surprising its an intraday pattern. study ",1 +YHOO volume is BIG. Closing above 20 today will give enough fire to make a new 52 week high later this week.,1 +HPQ opens over 18 tomorrow!,1 +"user hey great call on HPQ, you think funds are buying now O!",1 +BAC IMHO think will gap up on E,1 +"HPQ I'm going to nail this Mofo! HPQ going to be in the Spotlight tonight, ooking for a eal Gapper tomorrow!",1 +SWHC bet PM will be mid to high 9's,1 +AAP We are long Call atio Back Spread 510/505,1 +"user HPQ that double top will be taken out by the close, watch and learn!",1 +G SWHC Market may be figuring out legislation on guns won't pass or be much at all. Shootings? Time to load up.,1 +BAC ike I told 11.75 in AfterMrkt = Very Good Setp for Tmorrow ! :),1 +"The GOOG daily chaos event is looking good green line is moving above white, just like dec9 move ",1 +"Green Weekly Triangle on CYTX,....pdating ",-1 +"HPQ Autonomy was being looked at as a total loss, now they could sell it if they so wish??? HPQ in a strong ptrend here! OAD!",1 +Apples are falling down? AAP ,-1 +HPQ how many upgrades tomorrow assuming Autonomy is now worth something...,1 +HPQ very nice close imo!,1 +"FOD cover at 3.93,....net profit 1,571.00,...ugly triangle, no more with FOD",-1 +CSN My target remains at 9 before the data! More news... ,1 +DVA really nice break through DT line on volume today ,1 +SSYS exuberance is a stock generating 2million in operational cash flow for 9mos trading at 3.4 billion. or u could say a top,-1 +Big win for brokers... New Mini Options Bring Big Changes For Traders via user SPY AAP GOOG AMZN GD,1 +"WMt buy signal was too easy, just the math baby, and good discount too ! ",1 +some thought my M call was too early but it screamed fashion makeover and WOW we look good now ,1 +JPM - a whale of a trader,1 +Now watching BA,-1 +"CMG > keep these levels in mind: bounce to 284-288, followed by down leg to 238, a bounce to 254, and down leg to 212 / 202.",-1 +V Over 11.35 ,1 +Disney's new Infinity game is going to be huge. My take DIS ATVI,1 +"BA Now it will come back to haunt them for years, as they say, you eap what you Sow ",-1 +"PGX no hype, spot 6.88/.90, b/out 6.91, no resist on daily til 200SMA 7.33ish, 50SMA sliding under ",1 +DN first hint of trendline break to the upside ? ,1 +"AAP Going on my confirmed theory selling came from those with inside info last 45 days, cat is now out of bag, no suckers left, bullish",1 +AAP Another Downgrade ! Broken,-1 +BAC Bank Of America Earnings Stronger Than Expected ,1 +GOOG and AMZN calls are on my watch list for a day trade. Taking a break from AAP,1 +AIG Going up in the premarket so somebody knows something I don't know.,1 +BAC since the earnings did not seem to impact the price a break over 12 is in the cards. Good longterm hold.,1 +ANY looking good for 22.50 calls :),1 +"user: GOOG put options at 8 year high, interesting",-1 +Trade Setup AKAM - ,1 +Trade Setup AA - ,1 +Trade Setup CF - ,1 +OW PT hit and now at resistance ,1 +SANM from watch list with volume of 9% ave full day - slightly over line ,1 +"HPQ should Explode today, 18 coming imo!",1 +CEG Confirming the expectation below 98.50. ikely to crack here.,-1 +You can't garden wall a browser AMZN AAP,1 +American Apparel APP presents at 11:05,1 +CSN Correction: Thermodox is a nanosoccer ball that's anti-vascular as well as anti-neoplastic!,1 +PI daily thx for the heads up user ,1 +GME over 23.40 here looks good to go,1 +"WOW, just saw the price of next weeks (E 1/22) GOOG 720c at 20!",1 +raising stop on OW right under today's low around 35.90,1 +"WN: ong 19.79. Trailing Stop 26.64 from 7 prior Stops of 24.39, 23.76, 20.42, 19.79, 18.09, 17.13 and 16.39 - ",1 +"When is Demark coming back to prop up AAP? Yesterday a classic dead cat bounce. Now a value stock, need go lower to find size buyers.",-1 +NG - liked it where stewie mentioned - off the 20MA. First pullbk2 same would B good 2nd entry ,1 +IN SOME ANA,1 +Bookmark arry Page on why Moonshots matter ...must be why options markets exist :) goog,1 +SWY - now drinking Safeway store brand (Columbian whole bean) coffee out of SBX cup,1 +Back in BK long. Nice reaction to earnings. This has the makings of a runaway/measuring type gap.,1 +KOS kept wishing it was first cousin. looking good here. ,1 +"TIVO holding well above MA(50) 11.60 this morning, I believe it is a long setup",1 +SMB adar weak today FAST ADTN CAM ,-1 +ssys adds over 100 million in market cap today,-1 +user: ANA looks like a coil setting up,1 +HOTT FNGN PIM FNF - moonshots all over,1 +"WMT - H/S, struggling at the 200dma as well, MM target about 10 handles to that gap fil below ",-1 +IPX biotech on watchlist with vol of 42% full day ave moving toward gap and 200-day needs more vol ,1 +SWY - wow doing a number on the bears this week - scaled out of a little today,1 +AAP 900 lot offered in the eg Jan 500 Put at 1.71. -28 delta put could push the stock up or create support,1 +WCG Everybody looking for something to buy...basement trade w/fundamentals... ,1 +AMZN trying to break higher ,1 +"user INTC Yep i had to follow that money, looks like something good is coming down the pipelines!",1 +BA SHOT 130 75.25,-1 +"Green Weekly & Monthly Triangle on ISIS,....Sell Short at 14.14 ",-1 +GS exploded in the last hour. Green bars since 1.,1 +"BAC has to turn and run with the SPY, watch for EOD eversal!",1 +FAF looks good. Pivot range 24.87 to 26.11 Volume +76% today. See if close and/or get over days highs at 25.60.,1 +"user AM is down because, who really buys cards after Christmas? ",-1 +"C Big Pop, BAC to Follow!",1 +"WPI - inside day cracks to downside, we are already short - no add here",-1 +ZNGA There are a lot of supports here SMAs. I just bot few shares at 2.54 Falling on low volume ,1 +GEVO Watch for a break above 2.08 to test the recent highs at 2.43 ,1 +ssys Voyant Advisors negative report. sees high risk in earnings. An earnings risk 9 on a scale 1 to10,-1 +"ssys on Nov. 13 report Piper Jaffray put new price target in report at 76, Dougherty in December's report put tgt at 67",-1 +user: : BAC Consolidation in progress... yep its consolidating to 10> Should go to Emotions Anonymous Take it to hard !,1 +ZION Cup & Handle pattern. The stock would confirm the pattern by breaking up through the 22.8 ,1 +GEVO Broke out of a bull flag pattern to the upside today & the move was accompanied by high volume ,1 +Added to holdings in AAP BID FB in AH. Also holding DDD. Down to 25% cash. ,1 +"BAC Hawken has a price target of 11.50, estimating the company will earn 95 cents in 2013,",1 +Nice one from user Marketshare or Margin....the AAP dilemma... ,1 +"DPZ nice intraday upward reversal adding to the bull flag, keep on watch for move over 46 ",1 +"TEX another nice bull flag, watch for the MACD to signal next breakout ",1 +"WH also a strong day today, looks ready for the next leg up ",1 +"GMC keeping a nice consolidation, should make a big move soon, MACD & SI turning up ",1 +"AJ really strong up here, but caution overbought SI and declining MACD ",1 +"CEN nice gap support, looks ready to head higher ",1 +"WYNN nice bullish consolidation, could pop soon ",1 +"VS similar pattern to WYNN, bull flag building, keep on watch ",1 +A in a clear downtrend with no sign of relief ,-1 +" also not very healthy, fell back below DT line after breaking it, SI weak, MACD turning down ",-1 +"NFX hammer on the breakout back-test, watch tomorrow for a bounce ",1 +INTC Anyone have any thoughts on how late algo trading and option OI will affect the stock price tomorrow? My guess 20.50 to 21.50 at close,1 +Need body parts? IHI SYK MDT ZMH user nice call BSX ,1 +"AAP QIH The cheapest, most transparent China play is Apple. I avoid SOEs... management decisions based on guanxi and party interests.",1 +"user a36tran user as I said many times AAP big money is shifting towards this stock - that what I did 11,12,13,14",1 +OW Breaking out to a new 52 week high. ,1 +G has been quiet lately; good to get in before the pop,1 +IF Over 19.60 ,1 +"Intel earnings - capex & mobile matter not EPS. I mean, is the PC biz decline news to you? INTC HPQ AAP DE AMH",1 +NEW Blog Post- Watchlist 01/17. F KBH GPX SSQ SBX CSOD HD WT OCN EBAY TEX I CHK ITG S ,1 +BAC user Hope for a consolidation at this level if it drop it will stop to 11 support. Nxt 4-5 day s to come back to12 IMHO.,1 +Hot osers FNS TSX INTC AMN JDS,-1 +"GEO nice pop this morning, moving stop up to breakeven ",1 +long ACI 7.39,1 +CEE - to be clear - no chasing - entered Monday ong ,1 +"ADBE continues to weaken, not following market. Short on break under 37.60. user ",-1 +"V so far found support on the ceiling of the old channel, will look good if it holds above it ",1 +"user: ADBE continues to weaken, not following market. Short on break under 37.60. user ",-1 +"SHW - ong 131.42. Trailing Stop 140.12 from 4 Stops of 138.36, 125.06, 122.79 and 118.70 - ",1 +"BAC fully engaged within a secondary reaction off of its 12.43 high on 1/07, and points to 10.80/50 target zone",-1 +BAC still see this getting back to 10.50 possibly lower when the overall market pulls back next month.,-1 +"user: G two weeks away from its earning, ready to rocket within two days",1 +AAP > the 497 area will likely fail.,-1 +WH gap filled,1 +Monday AAP said 500 pin - still confident of close to a 500 pin for - take a look at this crazy OI spike. ,1 +STT strong bounce today continues to make new highs - been sharing this one for days now. Nice run ,1 +CSN Another SA article for the ONGS... ,1 +AAP - percolating? Perhaps a push above 500 soon...,-1 +"SWY - corn on a run, bears getting the cob SWY",1 +"AAP Wall St. most hated stock currently. Careful short, anything short of disaster will be viewed positively. Bit risky long. #MainEvent",1 +FIO: Insightful analysis on how Fusion-io is avoiding commoditization (via user): ,1 +"MCP.. sorry kids but Nissan, Siemens = NOT getting in the mining business, but have some fun buying whatever somebody is trying to unload..",-1 +"CSN I know it's a crazy thought, but WHAT IF this goes green by EOD?",1 +SCHW - breaks out of flag,1 +GS Ask is being pummeled...managers cannot miss this and afraid they are missing the train...,1 +WH nice rounded reversal pattern intraday since the gap fill,1 +"ES_F spikes off bottom. eading Stocks comatose but still leading. WAKE P!! OCN SBGI NSM FIVE GNC Makes you say, hmmmm?!?!",1 +AMAT reached very high overbought conditions. I will wait for a pullback to enter long ,1 +"ACI Option trader buys 20k of the Feb 7P on a hard offer vs. OI of only 1,400. Earnings are Feb 5th BMO. Could be a hedge against long stk",-1 +ZION Stalking. Cup & Handle potential breakout w/ anemic volume on Handle. Breakout candidate ,1 +VFC - we are short this one again - bulls need to hold the support it is in now or the break could be significant,-1 +BAC anyone think this might slush and fall below 11 today?,-1 +Big boy stock GE starting to build a very constructive right side of a current 14-week cup base.,1 +AAP This possibility exists ,1 +"egarding , going into KSS WMT TGT TJX OSS you see so many copycat clothing items, reminds me of COX 70+ ----> Sub 1",-1 +"DNKN not seeing a lot of talk about this one, but put in another nice day in this steady uptrend ",1 +"Green Weekly Triangle on ESSX,....pdating ",-1 +"AppleSoft: No, It Was Not Different This Time - AAP",-1 +"Green Weekly Triangle on HBAN,...pdating ",-1 +ltra base? TEK #ltratech Step it up! #Stepper ,1 +in dec GE long in the IA's under 20.00 stock had plague now world loves it 22+ tells me we headed down now just as then knew we heading up,-1 +AN - eversal confirmed closing nicely above the 20 day of 9.47 Also confirming today: IMM CHK Others I like: ,1 +Wk #3 #13for2013 portfolio: DDD DNKN FT INVN KOS NKD MOV NTSP AX SCCO SCA SSYS V ,1 +INVN reports next week & is 3rd with a 13.5% gain this year #13for2013 (watch cup w/ handle - wkly) ,1 +"NTSP is the laggard in the #13for2013 portfolio, down 2.03% for the year (closing in on 50-d ma) ",1 +ACHC I might be crazy but this stock is rising. ow volume however.Price matters first.,1 +Short term bearish on CYH as it now goes parabolic above the upper band of it's uptrend channel. ,-1 +CST watch for inverse h+s. >20days2cover ,1 +Watching HOV for a bounce to the upside. It appeared to touch 61.8% Fib at last Friday's close. ,1 +BONT a gap up like this may cuz it to go little higher to test 14 but we retest 13.00 for sure,-1 +FIE - Decending Triangle w/ possible bear flag last week. Open gap at 36.38. ,-1 +DGI toppy ,-1 +BAC Bank Of America Will ikely Double Again Within 3 Years These stocks are in my IA.,1 +SHD - Appearance of a 180 Bullish Cup and Handle. Someone has put on a SPD. ,1 +"Tight consolidation above 9EMA is quite bullish, so I'm stalking SII for a potential long entry ",1 +EW Into gap Over 95.00 ,1 +FOE Over 4.60 ,1 +PAB has resistance from June to Sept but Over 6.21 to start a trade ,1 +xray Over 41.00 ,1 +CNK - potential head and shoulders leading into BOJ bit.ly/XStZaG ,-1 +ooking for this to catch up to other Nat. Gas producers like NG Bought Feb. 18 calls CHK ,1 +SCSS usually likes to make a run to 30-32 when at these levels. Bought Feb. 30 calls for swing ,1 +Friday's high quality breakouts still within range of their pivot points: TV TMI OC WT MDZ FEIC HA SB OTEX,1 +AEO TECHNICA TADES WATCH IST tonight. These 20 stocks have the good characteristics with the market being strong. ,1 +CGX TECHNICA TADES WATCH IST tonight. These 20 stocks have the good characteristics with the market being strong. ,1 +CVT TECHNICA TADES WATCH IST tonight. These 20 stocks have the good characteristics with the market being strong. ,1 +GDI TECHNICA TADES WATCH IST tonight. These 20 stocks have the good characteristics with the market being strong. ,1 +SM TECHNICA TADES WATCH IST tonight. These 20 stocks have the good characteristics with the market being strong. ,1 +"the only surprise is upside user: With more negative AAP news, it feels like a short term bottom is coming. ",1 +BAC Bank Of America Is The Best Bank Stock On The Dow ,1 +DECK this sucker moves both ways this time i like it long ,1 +ZION when banks pull bank this becomes a teenager ,-1 +iberty Media reports increased stake of 50.25% in SII Breakout watch over 3.19,1 +GOOG - has potential for slightest disappoint stock could gap 50 points down - did it - Q4 earnings of 10.58 per share,-1 +GOOG november repeat 760 to 660 - good put spec call here,-1 +"DDD seems over bought, everyone raising PT, ATH, etc. eminds me of aapl at 700... At the same time I want to buy.",1 +Bullish QIH AAP IBM,1 +GOOG glasses will definitely give AAP a run for their money... ,1 +GS you might get to start a position at 140 then add more at 138 if we get there.,1 +"Sorry guys, but Netflix bulls need to hit the pause button. NFX ",-1 +NG from watch list sneaking over line on volume of 4% ave full day ,1 +OPEN table over line form watch list - vol just 7% of ave full day ,1 +Buying back the goog i sold in 730's on the stream a few weeks ago,1 +EN SHOT 250 41.70,-1 +"VVTV - We are in at 2.55 per share. This looks like a good one, its moving up already - we will sell at a 7% gain #stocks #insidertrading",1 +CO pointed out this wknd - huge Outside Day - Bearish Engulf took out all of Jan's gains. Watch. ,-1 +O - I am starting to see Blu everywhere. very small portion of business but holiday sales may have been BTE.,1 +ANF - SI overbought small position puts. ,-1 +ooking to add to BJI shrt/puts today - EAT,-1 +INTC BY 500 21.10 STOP 19.00,1 +XF moving with VOME again today and at resistance. Close above 17.20 and I'm grabbing some GS JPM for swing trade.,1 +Further proof BBY is trying to tank it on purpose to go private on the cheap: The great gift card giveaway 2013. ,-1 +KO made with sugar is sold at local COST. Consumers prefer that in CA. user-Cola should make shift nationwide. I'm bullish SB_F SPY,1 +"VA - ong 43.07. Trailing Stop 60.12 from 12 Stops of 58.98, 54.53, 52.45, 48.05, 47.32, ... 41.32 & 39.57 - ",1 +"I was looking at CS for a potential bounce play w/ AAP earnings, but imo AAP won't do 13 eps even if it does guidance will be key",-1 +D pays a nice dividend tomorrow and holding up well. Would like to see it close above 10 longer term looks good to 14 imho,1 +"DDD - ong 27.95. Trailing Stop 46.44 from 9 prior Stops of 45.23, 42.35, 41.70, 39.03, ... 25.44 and 22.93 - ",1 +WFM looking really good here breaking this DT line on good volume so far ,1 +user On any significant Vol over 11.30 in BAC it's a good Entry IMHO.,1 +"DDD strong winner, buy right and sit tight. Darvas would said hold em until they stop moving.",1 +"A nder Armour option trader buys 3,200 calls before earnings betting on 6% up move ",1 +BAC run don't walk.,-1 +MCP I like the company but no...,-1 +KB Homes KBH price targets spy,1 +DN buying this flag breakout; entry 6.49 stop 5.98 ,1 +SANW Piper puts 14 tgt on it today. They did recent offering. Would love to know what they said. I think will be a quiet yr pricewise,1 +PW making a new 52 week hight today on good volume,1 +KBH breaking out,1 +"In about 20 minutes, some yutz in his 70's will leak GOOG earnings at some firm that should not exist deep in the bowels of wall street",1 +KBH Big move today. At resistance ,1 +"When GOOG beats estimates, stock averages 2.7% gain. When it misses, shares fall 7.9% via user",1 +CHK just ripping ,1 +"I was big fan of AMZN but daily and weekly very heavy now, take your gains,selling calls wont be ok ",-1 +"Kudos to Tim Cook 4 pushing E to Wed...emember MK weekend 2 yrs ago/day b4 E, when Steve Jobs went on medical leave 4 last time? AAP",1 +"Most eading Stocks lagging ES_F, AMH FT, others displaying climactic action, DDD MTZ. Positive reaction 2 AAP EPS is a Bull Trap.",-1 +"Green Weekly & Monthly Triangle on ISIS,....pdating ",-1 +BZH Beazer Homes SA option traders getting bullish before earnings buying over 8k calls ,1 +"Green Weekly Triangle on AMPE,....pdating ",-1 +"AN No serious resistance till 10.00, 10.17 Just getting started (likely)",1 +SNFCA moving stop tighter after seeing reaction to resistance ,1 +SPY Dismal volume today. It appears everyone's waiting for AAP to release earnings before they take a position.,-1 +GOOG > I made a slight change by relocating wave 3 to last Friday's low. ,-1 +"ed Weekly Triangle on FT,....pdating,..near to end the trend ",1 +KEX closed 3.37 called the long at 3.08 - biggest winner of the day!!!1,1 +IBM apparently the numbers were good,1 +GOOG lower trendline adjusted ,1 +CHK looks like an intermediate term bottom ,1 +TXN Why down in AH on beat?,1 +"Green Weekly Triangle on DEPO,.....pdating ",-1 +GOOG is the best. chrome on IOS it better that safari. goog innovation is far better.,1 +"user: OK, correction, WDC 15-16 year highs.",1 +goog short 738. Think they will sell into the open tomorrow. Would be lovely and same procedure than every quarter :) Good Night Guys!,-1 +"GOOG thank you for the sake of my calls, will love to see you go higher in the morning!",1 +AAP - 3 scenarios to watch ahead of Apple earnings and the resulting price action ,-1 +user KEX with volume continuing I see this going to 4 - pretty easy - long today right above 3.00,1 +"TSA some nice PVE here, but got rejected at 35.50 area again, keeping on watch for a push through ",1 +IBM GOOG AAP FB COMPQ SPX 79.6% of S&P 500 Stocks Overbought ,-1 +"WH held above previous day's lows continuing bounce from the gap fill, SI back above 50 ",1 +"GMC haven't missed the party yet, still consolidating, could go any day ",1 +AAP Anyone have any suggestions for bullish positions assuming 5% increase after earning? 530 long calls seem to have limited upside.,1 +"VMW testing its recent uptrend here, not real impressive as of late, SI now in bear country ",-1 +"aapl so aside from simply levering on common stock or writing puts, any other *risky* strategies to play earnings for maximum reward?",1 +SGMO monthly ,1 +user I'd guess if there were other AAP issues with the magnitude of maps we'd know it by now.,1 +"user I'd buy an iPad if I weren't wedded to 64-bit gigaflops, gigabytes of AM and inux. AAP",1 +AEG Over 28.23 ,1 +homes are building - KBH may break over October levels - Over 17.20 or 17.26 ,1 +"FFIV another CSS falling through lower trend support today, seeing a trend here ",-1 +Good stuff user: Google Earnings eview: Hopeful Signs in a Multi-Screen World GOOG XK,1 +user I don't know about NOK and IMM but I suspect Mr. Ballmer won't make his numbers. MSFT,-1 +Positive GOOG earnings pushed NQ_F higher and it finally looks in sync with ES_F & YM_F QQQ SPY DIA,1 +Bloomberg : Morgan Stanley's ist of Companies with Higher Odds of a Takeover Offer FS is a TAKEOVE candidate !!!!,1 +FAO is deciding its direction #waitforit ,1 +"GOOG much better positioned than AAP. Does not rely on hardware sales, less competition, search monopoly, better vision.",1 +CSX CEO on CNBC now,1 +MCD Whats the news?,1 +"user: IBM up 3.7% in pre-mkt, GOOG up 5.2. eaction to tech good, despite warts on both quarters",1 +well MCP top short from 11 to zero still in play same goes with VXY from 12 and TVIX from 6 all three will evaporate to nothing,-1 +COH defended the 50.50-50.60 area a few times.,-1 +im long ATHX 1.34 and D 10.02 - .26 dividend paid today now unit cost is 9.76,1 +ATHX b/o above 1.35 w/ buy stops to 1.50 range easy on this. Wait for first hr to shake out and volume to come in STAY ONG STAY STONG,1 +DECK short 38.10 bear flag working,-1 +XEC short 63.90,-1 +AMZN short 268.57,-1 +DECK out half short +.50 cents,-1 +INVN also over line - from watch list this a trade to top of red candle on the left ,1 +"MIDD - ong 97.69. Trailing Stop 118.01 from 10 Stops of 115.61, 113.95, 110.38, 99.33, 95.82, ... 90.46 & 87.31 ",1 +user Another actionable alert with the KBH 18 Feb calls. Thanks,1 +IBM and GOOG adding to gains in regular trading hours. I like them both but I prefer GOOG above 745.,1 +AMZN out half short +1,-1 +"If GOOG holds up above 745 today on good volume, very bullish",1 +Did you like my IBM calls and GOOG calls from last night?,1 +VXY 10 by eod AAP ramp,-1 +XEC out half of short +.50cents,-1 +AMZN covered short +1 now long 267.61,1 +VXY Da bears wacked again? gap fill from yesterday. 10 on AAP 15% rev beat?,-1 +XEC out 1/4 of short +1,-1 +DDD I sold my position way to early at 45 having bought at 30....good trade but left quite a bit on table. ooking for pullback,1 +user Do you have a strategy for setting stop loss on a winning stock? What about setting at the 10day MA if stock is above FDX?,1 +BAC Indtitutional buy 11.30 large Block,1 +"Tues gave sell on AMZN because I was concerned for user, but he was out ,good thing! ",-1 +"I get devices shtick, but still don't think DE deal helps MSFT at all in short- or medium-term. via user",-1 +"Oh, and 1st comment on my user post from a guy with 45 target for MSFT ... BY END OF Q2!!! A tad aggressive? ",-1 +"QSII getting close to the big gap above, SI a good indicator here ",1 +GOOG Nice jump! ,1 +OY O'eilly Automotive Inc. option traders making big downside bets selling 27k calls buying 17k puts ,-1 +"AMD 2.72 is pretty much the pivot resistance here. If that breaks, we could see 2.83 quickly.",1 +here is the AMZN with the down target magenta at 260.43 ,-1 +OY Massive 80000 contract 8 way rolls bullish trade in OY into a call spread collar ,1 +"user yes, it is working fine ISIS, might I will post a update today",-1 +GOOG clearing next buy area per video this morning ,1 +"FCFS Q4 beats on top/bottom, guides full year below estimates. evs +24% YoY, net income +30% YoY ",1 +"FCFS expects to open ~75 to 85 new stores in 2013, the majority of which will be in Mexico",1 +"Green Weekly & Monthly Triangle on ISIS,.....pdating ",-1 +"SWY - clean up isle 6, 7, & 8, we have short sellers bleeding out everywhere",1 +user nobullshytrader I will post a update soon SNSS,1 +"ed Weekly Triangle on SNSS,....pdating, for complete study check ",1 +"mentioned it was poised yesterday. congrats big BE - IBM p 5%, Near All-Time High via user IBM",1 +bought a little aapl at 510 ... pressing my position a bit because GOOG to me is just prooof of an expanding mobile pie.,1 +FS just looking more and more like a head and shoulders pattern here,-1 +Why I BOGHT a little more AAP today pre-earnings (or how to break all your own rules because of a feeling) ...,1 +1 of 2: the game the momos have to play now is what stock will pop next on earnings? price action today says NFX,1 +SWY Safeway Inc. bullishness in March Calls for earnings ,1 +"NFX Q3 2012 operational cash flow was 150,000 vs. Q3 2011 of 49 million. 99% decline q over q",-1 +"Most eading Stocks lagging ES_F, DDD SSYS AKS. Others displaying climactic action, AFSI AD SNTS. AAP at Bat! Tighten Stops.",-1 +MEA SI MACD and KDJ are saying it's still not time to here. Monitoring stricly for an entry point lower,-1 +VXY 9 here we come - AAP Blowout,-1 +VXY AAP Blowout Huge Dump AAP Miss #FED pump VXY Dump,-1 +"AAP Apple had 58 billion in current assets and 92 billion in long-term marketable securities,? mostly probably Treasury bills.",-1 +"AAP plus another 26 billion in off-balance-sheet liabilities, mostly contractual commitments to buy parts from suppliers.",-1 +AAP So Apple's true stock price is really about 430. This is the starting point for understanding the company's valuation,-1 +"user DDD exhibiting climax run characteristics: ate stage base, 30%+ in 2 weeks, extended over ma's, violating upper trendline, etc...",-1 +HOV - haven't looked since selling in November - Nice move in Dec preXMAS ,1 +"BCM I work in this industry. don't just look at smartphone #s, they are everywhere in the network/comm/server hardware space",1 +"user Yeah, I have to think AAP is an underpriced value stock. ;-)",1 +"user I suppose I should tweak my guess again, eh? AAP",1 +"ed Weekly Triangle on CB,....pdating ",1 +SWY nice volume today.,1 +MSI - glad I waited until 11:52AM b4 placing close stop (not hit). Now can breath much easier as it is up for the day. ,1 +AF no complaints as it confirms M b/o. ,1 +"IBM and GOOG earnings beat, and SPY barely budged. ooks like AAP needs stellar earnings to keep bulls raving. more than 14 per share",-1 +NFX murdering shorts. Wow.,1 +user I think the same aapl. Iphone lost the wow factor.,-1 +"user: NFX shorts destroyed, now if AAP beats nicely the market is gonna have an orgasm",1 +AAP das + 2 % gef?llt mir nicht.,1 +AAP down we go,-1 +CANT WAIT FO AAP TO GO BACK TO 400,-1 +AAP Sell sell sell,-1 +AAP Wow my god,-1 +AAP wooooow really bad! I won't touch the apple-stock! Wild ride...,-1 +"AAP believers will never give up. The competition has caught up, and AAP will have to lower prices or lose revenues. 425 coming soon.",-1 +AAP with 137 billion in cash that is crazy,-1 +VXY 10 on AAP conference call,-1 +AAP user like the guest said aapl is lacking innovation,-1 +I don't care what anybody says. NFX may have a little earnings boost and I stopped out but the MACD divergence is there! Will short again.,-1 +user I'd buy MON. I'm waiting for a more serious pullback to get cheaper but not sure if that will happen. What do you think? 98/100?,1 +"Green Weekly Triangle on FNFG,....pdating, check blog: ",-1 +"AAP breaks low from 1/15. I'm just saying, even here, down from 700, I feel there is more stock that can be sold, then money to buy it.",-1 +AAP What does Al Gore know that we don't?,1 +Apple call: cash+securities 137.1B vs 121B - 16B increase. That's less 2.5B in divs and 2B in buybacks too. (but 92B offshore) AAP,1 +"user: .. AAP 600 is too far, highly unlikely crosses 557 ever again. Will C - More than likely now. 425 is next level 2 watch",-1 +"AAP From earlier, Stay away from failed patterns",-1 +AAP next stop = 430,-1 +"SPY afterhours thanks to AAP fail, is coming in hard and fast. #stockaction",-1 +AAP I shorted after E and Win but now it's OVEEACTING Stock will be around 475-85 By EOD Tomorrow !,1 +Charles Sizemore on Straight Talk About Money - Sizemore Insights MSFT DE,1 +"Instead of the classic M. Night Shyamalan twist, we got the recent M. Night Shyamalan disappointment AAP",-1 +user: AAP Hedge Fund Hotel margin call switchboard blow-up tomorrow,-1 +"AAP, anybody remember, how i said they've reached saturation point now? Where's all of the guys who laughed?",-1 +user: AAP 2012 GOD & Quarterly histograms ED #FT71 / 460 done....still work to be done below shared Jan 15,-1 +AAP no volume support at these levels until 420ish. Broadening top looks complete- we'll see ,-1 +NFX is the easiest long side swing trade right here.,1 +"user if you are reading my Scaling Plan Sequence, yes, my high level for p is 5.80 SNSS, but a few swing will show out remember that",1 +AAP 462.50!,1 +"GGC - Textbook. From the watchlist, volume showed a clear indication on 1/22. This one was easy. ",1 +Talked about this possibility a few months ago AAP QQQ NDX ,-1 +ACTG possible breakdown tomorrow...,-1 +H broke support today and may drop out of the channel tomorrow... if it does watch out.,-1 +HFC - 2 day performance +3.7%. Short-term traders looking to lock in some quick gains. A breakout from here would still be buyable.,1 +B bearish,-1 +VHC another one I may buy tomorrow.... looking nice.,1 +user not feeling HEOP Good luck.,-1 +TSO is on a good upward run but a resistance level has formed at 45.44. Keep it on your radar. ,1 +BCN Higher volume often indicates reversal points.Technicals/saying the stock is about to take off ,1 +"BAC December 2012 was a solid channel up, with two bull flags. January 2013 is seeing a solid channel down form. Bear flag #2 in formation",-1 +HC if you go to their website it is a quasi DDD type play. It really hasn't give entry point post earnings. Excellent risk/reward. None,1 +CS Short Setup: ,-1 +AAP I told you before the after market :),-1 +AAP The support is 430.. is the real value of the company.. to day,-1 +user Prop_Trader user --- you have the January affect of new inflows and new money wasn't going into AAP clearly,-1 +user: CS reports after the close; big growth expected but may not be enough; more than 50% of biz with AAP,-1 +AAP COMPQ Apple sinks to Nasdaq ,-1 +HAO ong Setup (perhaps my best recent winner; long this name) (needs to clear 8.44 and .50): ,1 +NEW POST: AAP Has Disappointing Quarter...Its Bear Phase esumes ,-1 +AAP under 450 gets ugly I've been saying for a while AAP hits 400 in 2013,-1 +AAP i have been warning ppl to stay away from this stock for a long time. Its cheap I agree but stocks always can get cheaper,-1 +Went to VZ last night. Phones today are all competitive. ots of gd choices samsung android heck I may go back to flip phone AAP,-1 +user: FIO fugly,-1 +"SWY - running late today, had to run to Safeway and get some coffee (again) - I really should cut back, goal is get to 1 pot a day from 2",1 +NFX what a brutal short squeeze :-) +40% I hope to see the same on BCN ZNGA VVS AMD GTAT and so on....,1 +The bigger picture looks even more frightening for AAP perma-bears. Check this from my friend user ,-1 +user AAP back to 350 I would buy hand over fist until then it's still inflated valuation. Now longer a growth story it's new MSFT,-1 +NFX no stopping. Next stop 160+. If it goes to 130 in the near future then going all in.,1 +AAP 465 is resistance and heading to 435 in the near term.,-1 +user 415/425 by end of wk imho AAP,-1 +ATHX doesn't like 1.35 but I do staying long for a wk or two,1 +"Out of aapl long from 2009. Still up 10%, but what a learning experience this stock has been. study",-1 +EBAY early morning bounce holding support + 10-day MA ,1 +WNC bounce from 20-day and about 8 cents from our line on volume of 12% ave full day ,1 +ZNGA is about to take off ! Watch out Shorts ;),1 +user: AMZN< beauty,1 +"user: in AAP 420p at 8.78 stop if it breaks 453 again // out at 11.75. Figure, I make the best trade of the year on aapl worst",-1 +"AAP Head and Shoulders pattern plays out, one for the textbooks ",-1 +ANY still not done?,1 +OW a few cents away from PT 38.30. Dumping more of position here for great gains ,1 +"VS breakout back-test right here, would be a good entry point for anyone interested in this name",1 +"FIO: Considerable selling pressure due to AAP link (AAP & FB account for 50%+ of revs). AAP guided capex to 10B, +2B Y/Y. (1/2)",1 +AAP ong for Trade,1 +AAP The buy is on 430-440..,-1 +AAP just remember knees AND toes come after head and shoulders,-1 +Keep OSTK on your watchlist - breaking out from a huge cup w handle pattern.,1 +BC from watch list triggered on Tuesday its move today 147% volume - above top B band - set stops ,1 +True that user: I think market is telling AAP not to let go mobile to #Android the way they lost lap/desk top to #windows. GOOG MSFT,1 +VMW short 97.01,-1 +AMZN short 275.13,-1 +DECK love this price action and all the people that made this call yesterday on this stream. GGS for wife for life,1 +CEN breaking out,1 +"AXP coming off Catfish buy, extreme fractal buy and an orange dot buy ! and Chaos event PWmo2 ",1 +AJ entry 18.35 stop 17.22 ,1 +"ed Weekly Triangle on PBY,....pdating,...more inform on: ",1 +"Si VFC cae bajo 145,53 , entrar cortos. Stop loss en 146,55 .",-1 +"ong in BBBY after beating 159,07 . Stop loss in 59,74 ",1 +user: You Are Here AAP ,-1 +"ong-term bullish as anyone, but don't underestimate TSA's ability to print an ugly candle today. oves to sell off in the afternoon.",1 +MSFT Thinking of buying this one for swing trade. VOME is huge today and breaking out above resistace.,1 +"AAP 1,000 lot bid in the next weekly 470C at 5.30. 36 delta option, could create support with the stock or slight rally",1 +No 1 is talking abt Demark's botched AAP call. Media always parade the hot hand so masses B under the illusion that experts know something,-1 +It's a racket out there and the media is on it else they would have taken every expert who had been pumping AAP all along to task today.,-1 +BAC Consolidation in progress... 33% Done... ;-),1 +reports next Wed. user: ATW: Barclays starts at Overweight,1 +MSFT nice breakout !!! earnings after close !! ,1 +Buying NFX 140 puts for tomorrow. 1.70 avg,-1 +AAP close- would like to see Williams back under 80 line - SI back under 30 last time gain huge ,1 +"My spot on y u wanted to avoid AAP pre-earnings w/ user yahoofinance. Starts at 2 min mark, posted yesterday. ",-1 +"adio spot w/ user today. Talking IWM leadership, why new highs on SPY are likely, and of course, AAP. ",1 +FBHS - another #3WeeksTight. Tons of these out there right now ,1 +"Since user blog, we've found many #3WeeksTight patterns: TMB, FBHS, EQIX. Find others with his screen ",1 +GS 140-142 feels about right to enter swing position.,1 +VXY Added 2nd tranche short 11.33 dead cat bounce done BA bull,-1 +ACX Phase III statistically better than St of Care Morphine. 5Billion market. Conservative 10% of mkt at 1x sales = 10 stock. XV BBH,1 +AAP Added Some here !,1 +GOOG 15 min dot alert subscibers have made out HGE on these signal!! OMG that it serious good ,1 +DAKT volume indicate coming explosion to the upside? entry 11.72 stop 11.21 ,1 +user: H broke support today and may drop out of the channel tomorrow... if it does watch out. Posted 1/23. Next 5.25 then 5.00,-1 +X option trader appears to have put on 9k bearish put spreads in the Jul 20-13 puts against lower open interest in both strikes. Pos. hedge,-1 +MSFT Breaking out of solid consolidation and accumulation. I've outlined 3 areas of strength in Microsoft ,1 +"EBAY ripping, nearing PT around 55.50ish",1 +I don't trade stocks but my system warns declining prices in AAP since sep 2012 ,-1 +H Closed below daily T. ,-1 +"AAP downgraded at Jefferies to hold from buy, Jefferies said. 500 price target ",1 +AAP Oppenheimer reduced price target to 600 from 800. ,1 +AAP BC Capital lowered price target to 600 from 725. ,1 +AAP Hilliard yons give a buy rating in a note issued to investors on Thursday ,1 +nice! - user: GID Working on a very nice Bullish Base.,1 +AAP Netflix Is Overpriced but Apple Is On Sale ,1 +"Watchist: VBD COX CSC COF All need confirmation, but if confirmed...!!",1 +"AAP in a 12 hour short sale ban at present. Wonders never cease, much like the sentiment shift on stream here ",1 +NFX is going to the moon. Easiest long side trade for the long term.,1 +Watch list stocks that triggered as new buys today included - WNC DGI NTI XAY IF HTA,1 +MCP I seem to be the only joker gaming a position here amongst all you speculators!,1 +AAP What the analysts are saying: ,1 +"AAP - Should see a bounce between 425 and current price over next few weeks, but ultimately heading down to 400 ",-1 +AAP down 60 and VXAP down 11. Good that VXAP is not tradable else many would have hedged their AAP shares by going long VXAP.,-1 +DIS bearish to downside to 51.50,-1 +BBBY - bearish back to 57 easy from 58.99 or any higher,-1 +IBT - volume lower than today and red brings this back to 21.50 from 23.06 or higher,-1 +TPX - easy short on next move higher to 50 - just like IMM wait for surge then 3 - 15 minute red bars with volume and short away,-1 +APO - eversal confirmed with increasing volume. ,1 +VVTV bought this long for wealth position overnight from 1.80 to 1.90 during XMAS as it was same column as eBay on finviz selling now 2.70,-1 +VNG been sleeping for too long now predict about to wake up with big volume surge as catalyst higher levels 4.50 shot from here - 20MM day,1 +AMD bailed out at 2.70 dropped under 2.50 thought good but may rebuy in now as going to 3 with catalyst confirmation by end 2013 - 6.00,1 +"KBH is my trade for tomorrow as long my conditions are met I will SHOT at 18.24 ,18.21,18.17,18.14,18.09 18.04 and cover 17.20,17.10",-1 +APA Back over 83.55 ,1 +ANAD Over 2.54 or 2.70 - we like these two level set ups ,1 +"THO will enter on confirmation tomorrow, looking great (no pos, yet) ",1 +GTAT closed above its 50SMA. MACD continues to trend higher near to cross above 0. ,1 +"AAP Why so hard to comprehend? Classic pump & dump asset bubble after Jobs died, one last pay out (parabolic 700). Back to normal stock",-1 +user brain fart in earlier post. Meant ZAGG not DECK. AAP buying DDD & distrib designs via iTunes #FTW B great 4 ADSK too ,1 +"KCG, i wonder who keeps painting the tape with these few hundred share lots in the AM? ast few times we rip during the day~",1 +AMN Penny stock alert! This thing will be worth cents before the end of the year.,-1 +"MCP When I look at the volume v price, most of the transactions were around 7 this morning = line the sand for now",1 +OVI on watch list has volume of 10% of ave full day - over line a little ,1 +ANAD on watch list over 1st line with volume of 17% ave full day ,1 +FBN on watch list over 1st lien but under the 200-day EMA with volume of 19% ave full day ,1 +WPI - whoopie changed its name to Actavis ACT - sounds like a bowel health yogurt or an OWS protester - we are still short,-1 +a 4-6 point pullback would be reasonable after a move like that. nflx,1 +TIBX getting some love today...gap fill around 25 ,1 +15/16 stocks on Watchlist higher- Hope ur listenin F KBH GPX SSQ SBX CSOD HD CHK EBAY TEX I ITG ,1 +no follow thru on NKD out for a 60c profit oh well,1 +CS looking to make a move over 29 looking gd. I don't trade into earnings but to do after :) down from 31 just last wk. & off b/c AAP,1 +user come over to the CS train left the station can jump on in at 29 stop after that moving onto to 29.21,1 +"MCP testing highs, stops getting hit~ ",1 +PCN any close above 680 is bullish today. I love the VOME. If the big boy want it I want it too.,1 +39.50 on HA is a big intraday level to play off today,1 +AAP Go baby go!! 425-440,-1 +"Nice deals of the day CHY 4.5 mil shares secondary priced O/N 25 now at HOD 27.19, MCP trainwreck also priced 37.5 mil shares 6 now 7.34",1 +AMZN is another free money trade for today. We will see where it lands today at the close.,1 +AAP trader keeps reloading selling in 250 lots in the Feb 445P. -49 delta option could create support or push stock up temp,1 +GTAT Holding 50SMA. ooks like the stock could try and take a trip to 3.62 if volume comes in. ,1 +AAP doji being put in on 60 min after 7 down candles,1 +AAP should buy a gold miner at this point and just drill the earth with their cash hoard. 'Be evil' campaign...mix it up,1 +CS is looking gd at HOD only 11:30am next station we pull up too 30 then my end PT is 200day magnet to 31.84 still about 2pts away,1 +GMC looks good filling gap up to 50,1 +This market is rollling over folks Study 8/10 days green? With momo stocks leading this market lower AAP VXX,-1 +user: GMC looks like the free money trade for today. Headed to 49+ - so far so good,1 +ooking at FB and CST for longs next wk,1 +Took off my final DDD piece at 70.6 long from 35.2 +100%,1 +i dont have a tech friend in world that owns the stock ...thats why user: PCN No one Believes anymore : ,1 +Why would you buy AAP when you can buy CS where the growth is... As AAP sells ipads and Iphones like crazy CS benefits,1 +user NKD the next NFX ???,1 +AAP By By 440!! next 425,-1 +user: CS still getting squeezed lol agreed for another 2 pts,1 +"gap filled, time for aapl to wake up.",1 +AAP I told you!!,-1 +Anybody else hearing about one of the large credit card payment processing firms being down (unable to process payments)? MA V AXP,-1 +AAP weekly SI finally back under 30 - 1st time since autumn 2008 by lower trend line- Williams 80 ,1 +ANAD looking to break out over 2.70,1 +My pal has me all jazzed about TSA which I just bought for first time ... user better be right. user nailed this and my axe on it,1 +AAP Bull Trap Here,-1 +FAVED... user: AAP It must be close to the bottom because I'm making money on the short side.,1 +SH Enfuego...maybe Icahn long ,1 +AAP Ouch !!!!,-1 +GS got some 145C march options today. Will leave them probably till expiration.,1 +SWI was a beaut,1 +Next time you see a free money trade free tweet then ignore at your own risk ;) AMZN GMC,1 +AAP has a herculean task ahead at 465,-1 +Is it the doomsday for AAP?,-1 +AAP Hmmm ower on Volume.... Will see...,-1 +AAP Ouffffff,-1 +AAP we are long 445 and mostly thru call ratio back spreads 2 to 1 ratio 460/440,1 +user zeno123 AN of course looking at intra-day is irrelevant for swing trading. no sign revrs ,-1 +some listened to my BIG signal on NVDA this morning and are shocked how fast that money was ! ,1 +AAP sharing a few thoughts Have a great weekend. POSTED VIDEO ,-1 +VNG - taking an overnight position for few days 3.30 - looks prime - someone accumulating some here - for something,1 +"CEN hitting resistance near 84 again today, IMO, when it breaks it, will be a big run to new highs ",1 +SCHW - new 52 week hi & looking to close on hi - like it - we will buy more,1 +"CSN Good luck to everyone holding long, cancer patients need this more than we do!",1 +AET DVA nice job shaking off the hate and closing with bullish doji candles for the day,1 +"AAP failed to get a candle close over the 50% retrace on the day. inverse abcd, imo ",-1 +AAP is dead. No 2 ways about it.,-1 +"Netflix had a great year this week, up 71%. Wow. NFX",1 +Glad that the easy money trade is over. Every joker thought that making money in the market is synonym with getting long AAP,-1 +CAT ooking for miss. Gap fill to 89,-1 +INVN nice follow through day with great volume again.,1 +Some breakouts today: AGCO CAM F GMC HA JEC KAC MCS MOS NKE OSK PG TEX TMO TOO,1 +Don't shoot the mailman Point & Figure target AAP NDX QQQ Sorry #APPE Heads ,-1 +The phase irrational exuberance comes to mind when thinking about the absurd valuations of these companies AMZN CM AX NFX DDD NKD,-1 +ADNC Now that the gap is filled... Other set ups I like: MCP CHK WCG APO ,1 +coh - no ,-1 +ZMZ - this looks like a big power move to 24 - doing more research on it now see short intetest,1 +SEM see this going down.,-1 +user: AAP next stop is 435 - low for today was 435. This stock may be dead but follows technicals to a tee,-1 +AF: As noted - Clear buyable action on Tues. Close +3.9% for the first week. Support now near 51. MOE HEE ,1 +CAM - Closes the week strong after a decent first day action +1.5% coupled with an increase in volume. MOE HEE ,1 +QGC seems to be finding long term range between 18.50 - 8.50 - This should be more of a position trade where you can accumulate lower,1 +user I thought FIO is pure FB play (flash) what do u know that analyst don't FB maybe losing the youth but the kiddies OVE Instagram,1 +HP after 7 straight green days that little red bar is signal to switch tracks to red for some normal profit taking,-1 +CBOE the decreasing volume that slight red bar indicates after 19 straight up days it's time to switch to red bars and take some profits,-1 +HES decrease volume now and a red bar will send this back to 57 - 2 points to be made more if goes higher - patience and wait,-1 +HA this gets one red bar size will ruin from Jan to now in 2 days target 46 - 4 points or more to made if goes higher wait for first red,-1 +INVN - any panic surge higher start short entries and save for red bar risky but timing top on next move is good scaling start for short,-1 +INVN keep close eye on this one for surge up from short bagholders - may take 2 days first red bar finish is top big short score to be made,-1 +YHOO esting here after a nice move since November. Watching for a break of 20.85 after earnings ,1 +GPN Inverted Head and Shoulders still in play !! ,1 +"JPM broke out an important resistance at 46,87 with solid volume. The trend is in favour of Bulls ",1 +GIS - this is what all the others will do - first red bar major short!!! target 40 test,-1 +DA volume decreasing looking for start of the red bar sequence,-1 +GPN could test the 5.50 quick and make major move higher above 6.00 very bullish,1 +DSCO many little bios did well last week - DSCO will have a huge day soon - it's in the history,1 +CYCC - have this one at 5.25 and 5.50 buying more 5.90 for b/out thru 6 - can go 7 easy - very small float 7 million and 18% short,1 +GMC that gap 30-35 puts the weakest floor on this stock wouldn't be surprised to see it spill over and BN!! everyone hot red coffee bars,-1 +"MCP either way, it's just 2 candles and back to 8. Next week will set the tone which way overall investor sentiment wants to take this",1 +ZQK first sign of decreasing volume and 3 (15) minute red bars with catalyst volume - short this back to 5.00 easy,-1 +Super shot - user: Please help me get this viral. I mean what a putt under pressure GOOG,1 +SAM nothing holding up the mountain that green bar eft shoulder that red bar head (smallone - lol) we see red right bar start major short,-1 +"user I looks like it's getting ready for beast mode. ook at insider buying. Nice pick. I will be partaking, I think. Time2research.",1 +user ots of good setups posted here 3 weeks ago: EQIX EXPE FB GS HOG MON PII QCOM QIH SODA,1 +"AAP , want to buy more around 350",-1 +P see what happened from October to Dec that slide - well it going to happen again on this historic rise wait for the red then start shorts,-1 +VMI nice head and shoulders forming just need the left shoulder now and we see this go retest 140 to 138 range,-1 +user ABV INFN CBS - look great for shorts thanks,-1 +AAP weekly says that 350 is where there is some modicum of support. The game was over long time back.,-1 +Think GMC is the next mini NFX in the making. Earnings are around the corner. Needs watching how it behaves going into it?,1 +"What would I pay for Gmail.... 1,000 year, 2,000 ? I mean how do you value something so extraordinary ... goog",1 +VHC has formed a symmetrical triangle. Breakout point is 35.5. MACD is bullish and SI is above 60 ,1 +WNC consistent pattern of new highs and sell offs - next one looks like the selloff,-1 +AIA - decent pattern be patient for move above 21 will run to 23,1 +CTIC MYX - keeping close eye on both for volume surges up - don't miss the boat will go fast,1 +OS time start uptrend to fill upside gap break above 7.50 yields least .50 cent and test to 7.50 = .50 more from here = 1.00 - like it!,1 +OS stock very close to magic number 7 and holding see stabilization over 7.00 it will retest 7.50 break point - really like this one,1 +KBH tried short on Friday 18.25 tested 18 then came back 18.25 then 18.55 when comes back 18.33 I'll short attempt #2 break 18 target 16.50,-1 +user That IFE is going to turn like that TPX just did - if TPX continues red - similar pattern,-1 +CST looks kind of interesting. Needs more volume. A lot more. ,1 +YHOO setting up for it's new 2013 range 22- 30 - move starts this week,1 +NKD nov and dec had disease now its the cure - not a believer - shorting,-1 +HOT - Fundamentals off. More of technical play. More here -> ,1 +HFC - Great group. ooks good. More here -> ,1 +STZ - Strong breakout then drifted a bit lower. Good action on Friday. More here -> ,1 +WFC - Nothing. Still watching for a buy signal. More here -> ,1 +WAC - Down to near the 50 DMA. Great group. More here -> ,1 +Has anyone shorted ONP?,-1 +CM should be a good SWING trade on move above 175 with VOME.,1 +ecent breakouts in DNKN GMC SBX appear to be the start of a group move. Still forming big cup bases. JVA also on watch.,1 +INVN huge accumulation with no selling since July low. Starting to form right side of deep long consolidation pattern. On watch.,1 +N setting up beautifully ,1 +AO ong Setup (ising 3-methods Candle Pattern): ,1 +CAT worth eyeing today - could see breaking back above 100+ soon ,1 +"JOSB just hitting its 50/50 risk profile on quant macro view, 29.50-33.50 marks model base with oscillation zone, still room below ",-1 +JOSB outlier risk profile closer to 24 so will be interesting to see what happens as folks exit options they've written ,-1 +SPX COMPQ IND CAT AAP Wall Street futures were unchanged with the results of Caterpillar and the threat of Fitch ,1 +"If u believe AAP was dropping clues pre-earnings, then user says you should be watching FB now ",1 +"user: CAT Sorry, this e/r is NOT good and I'm not saying just because I have puts. Nice wide guidance kitty cat.",-1 +GGC from watch list with a gap open and volume already 35% of ave full day ,1 +DDD NICE buying opp on dip back - re-entry i had been waiting for,1 +AN 20% short float. may be a runner today ,1 +"BAC rolling over, could see 11.02 again. Bulls have to wait for a better setup here",-1 +Take Profits & Tighten stops. SA indicating major correction looms. OCN NSM EGN BID GMC FB NKD,-1 +Added DT on break of 41.31,1 +keep an eye on SBX for possible intraday bottom at support on the daily. ike stock if it can hold ,1 +eading Stocks lagging ES_F much worse then usual for this rally. DDD SSYS SODA QIH Y PX KOS FT INVN ,-1 +AAP we are back baby...largest company in the world. dousing myself in oil to celebrate and booking fridays daytrade,1 +DDD - setting up an awesome looking bear flag.... ,-1 +"MIDD: ong 97.69. Trailing Stop 122.65 from 11 Stops of 118.01, 115.61, 113.95, 110.38, 99.33 ... 90.46 & 87.31 ",1 +Closed all my ANY calls today... looking to re-enter on a pull back. ,-1 +"Screw GS utilization lag on BP, I think it's a solid buy! ook at that div, and MP's are hot right now. Oil still needs to be moved ",1 +DDD bear flag worked very well there...broke and went to 60.55....quick money....,-1 +MA broke YHOD earlier & is going higher.,1 +WH we are at the 38.2% retrace here ,1 +VXY We are Calling the AAP bottom in...,-1 +ZNGA on the move!,1 +CEN is setting up near 52-week highs ,1 +"In fact I'm going short 100 shares of ANY up here, with a public stop at 25.11, open downside target working off of call option profits ",-1 +xrx golden crossing imminent 50sma and 200sma,1 +AAP ow risk with a tight stop here however would like to see this one get some follow through (today) to better confirm.,1 +AET also looks like it has an upwards reversal in the making here,1 +user FTC decision on FHTM will have ripples throughout the whole industry dumb dumb! HF NS SNA,-1 +"VHC also getting an upwards reversal intraday, looks good if it can break HoD from the morning",1 +been holding this ZNGA long since like dec.. 2.75-2.70 is big resistance.. if it holds abv itll go to 3,1 +NKD what a hot piece of bullflag! ,1 +GS daily. See if you can get a tweezer top into the ABCD reversal here for a short next few days ,-1 +GPN close to magic 5.40 may popski to new levels trending trade,1 +AAP We will close this gap before the rally IMHO...,-1 +"it started ugly for NFX today, even though you saw higher at open, ",-1 +HB H& Block makes bets on 11%+ up move by April ,1 +AEZS new hod bought more 2.78 2.79 2.80 - target 3.50++ now - holding it overnight,1 +"HF NS SNA are in deep trouble here, Fortune sold the exact same BS supplements, they held them up in the press conference!",-1 +PCN while I didnt promise to fill short target in a day here we are ! shouldnt be a shock at all. ,-1 +MT (really) ugly today; downside volume with nobody making doji accumulation attempts. 65 min ,-1 +Added short TM to portfolio,-1 +Definitely a major top/high in today on 3d printing. back to show me period on this group.have an exit plan on rallies methinks DDD SSYS,-1 +"user EPS is a South African payment system company... not really the same as KCG, not even technically... DONT BY!",-1 +VNG may go green today and test high 3.29 long today's buy at 3.18,1 +PETM ooks like water coming out of a garden hose... ,-1 +ANY weird action... seems like it's artificially stuck at 25... ,-1 +YHOO can it break this 10y channel and 21-22 resistance? mid term bearish until proven otherwise ,-1 +FX was the other big morning gapper,1 +SH going hard ya baby !!!,1 +good end of day volume coming into DECK and MAKO,1 +watch CM ss on VMW,-1 +seller stepped down to 89.25 in vmw.,-1 +IMN good earnings and 23% short. looking for a move up here.,1 +AAP DownTrend if After Market = Bullish Sentiment For Tomorrow !,-1 +My pal user has been long and strong YHOO from 15 my axe on the stock. Took much abuse.,1 +user: time to get out of the #cloud stocks VMW CM ~~> valuations finally coming to earth...thankyou...,-1 +AMZN- Bearish set up ahead of earnings. TCT members I will be writing a note this evening re: trade ,-1 +NKD 130 is very close and may try to get close any more upside from here start scaling into a short target 120,-1 +INVN CEE - wait for slowing volume and a red bar - and these 2 will move down identical - easy ,-1 +MOV this may be the best of the best - volume slowing - red bars 2 of them - mkt drop 100 points this = cliff dive for 5 or more points,-1 +AMZN has the new look of what AAP had when it start the plumment,-1 +GOOG here is the leader of the pack for the ride down gap fill to 710 coming any higher is a joke,-1 +The gap fill at 53.47 for DDD is certain. This is where ride the profits thesis gets tested.,-1 +Nice action here #all time high CM #technology IGV FDN SKYY MTK YT #salesforce.com ,1 +"Sorry AAP, the #BlackBerryZ10 Is Hotter Than the #iPhone IMM",1 +New Blog Post - 'What Could go WONG...And What if Apple is Still eading the Market?' aapl spy qqq,-1 +"watch for a weekly close Friday above resistance, then go PIG OT! MCD DIA DJIA #FATTY #MMM ",1 +ASGN over 24.19 ,1 +AAP range is 500 to 350 - can go towards to lower end,-1 +There is profit in social gaming...ask my pal user founder of user (how is that user an advisor .... ) EA,1 +DDD this is why trend matters. ,-1 +For those who did not have a chance to buy G any pull back is your buying opportunity ,1 +ZNGA broke out of a consolidation range to the upside. I don't see anything until the 3-3.06 area ,1 +GEVO Pullback on very low volume. All dips should be bought with a stop 1.75.Watch for next leg up ,1 +DDD still falling in pre-market.,-1 +"Time to all in short AX AMZN NTAP IBM. #cloud-is-dead, iPads now coming in 128Gb version AAP eally Tim? That's all you've got? ",-1 +NGT #FED up to bat... JPM HSBC headed into Comex & ME for todays bashing,-1 +AAP we knew these 440 calls purchased yesterday were the right move. AAP NEEDED to save their stock with a release like this temporarily,1 +"user Sorry but only innovative thing AAP has done over last 2yrs is change size, shape, memory size, crappy map, & snippy siri.",-1 +BTO AMZN Feb 16 210 puts for 1. olling the dice!,-1 +like that consol above 455 for aapl. stop is below 454,1 +mrge flag break. like this look here added a few 2.88 ,1 +DVN Breaking out from this saucer base. like toward 58 ,1 +YHOO Yahoo is a iberal hangout. History shows us that those who love big government always lose out in the end.,-1 +"yhoo short term buyers speculating on a NFX type move up are fleeing here. ental traders shaking out here, long term investors shud buy",1 +YHOO short interest ratio is skewed because there are less shares outstanding since buyback imo,1 +ADJPY - sitting here with my SPY puts and ENOC. Only positions. ,-1 +"user: If you bought my stock of the year HES, you are now up 26% YTD - sell at least 1/2 ",1 +GS my trade against the 8SMA from yesterday is paying today. Volume is above average too. Will trim some.,1 +KEX trying a short 8.47 filled and more at 8.57 with a .10 stop,-1 +"ed Weekly Triangle on PBY,....Net Profit 19,140.00 (16.48%) ",-1 +yhoo Will Brokerages come out with pgrades/Downgrades this week? Will they pgrade or Downgrade the stock? could make + or- 3 point diff,1 +"Green Weekly Triangle on PBY,....Open Sell Short at 10.95 ",-1 +DDD wow - nice swing if you caught the bottom pre market,1 +"Green Weekly Triangle on KTOS,...Net Profit 1,236.00 (1.22%) gly Profit ",1 +"AMZN 1,200 lot bid in the Feb weekly 255P. 27 delta, could push market down or create resistance in the stock. Will probably bid up IV",-1 +AAP ready...460 c 5.05,1 +DECK pulling back for possible good entry long calls I like DECK130216C40 at 1.95 run into earnings ,1 +Procter PG breaks out - Today up 1.37% - It's one of my biggest positons with over 4% portfolio share. How big is Procter for you?,1 +"Green Weekly Triangle on AMPE,....Net Profit 22,293.00 (18.42%) ",1 +CSN 413K worth sold in block trades so far today... The Celsion roller coaster is making people sick on here... ,1 +GNC (power generators) is perking up again,1 +CSN Buying more!,1 +"MDSO - ong 27.51. Trailing Stop 37.67 from 9 prior Stops of 37.11, 37.00, 31.30 ... 27.51, 25.15 and 22.79 - ",1 +kbh breakout coming? Next stop 23?,1 +GS ippin' good today,1 +DE continues to make new highs since breaking out on 1/2 ,1 +GOOG holding up well,1 +GS is a no brainer trade to 149+ pretty soon.,1 +GS Goldman breaking out of EBV-2. Good sign for GS and the market. ,1 +GS is breaking out of bull flag. ow volume but technicals look good ,1 +"TES strong run up to resistance, moving stop up again ",1 +ong positions: ANA FB HES IMM SHD WCX,1 +"CEN chomping at the bit here to clear 84 at the 78.6% retrace, earnings next Tuesday 2/5 ",1 +GS all of all remaining calls. Will revisit later. ooks good though.,1 +AAP Dow Theory = Volume must confirmed the trend (When the volume doesn't support the trend) ,-1 +AMZN how low will it go?,-1 +GOOG deciding what strike to buy into the close for calls. AAP has been flagging since yesterday.,1 +M - the breakout updated ,1 +GPO on watch list at the line with volume of 75% of average full day ,1 +VXY GS just keeps buying ES_F futures contracts with #FED funny money - why fight it?,-1 +in GEVO.,1 +"user good, because that is what I did today, it is in a green weekly triangle since Jan 23 SNSS",-1 +like is said....don't fight the jungle. AMZN,1 +"Didn't plan on holding these MSFT Apr. calls overnight again, but when do things ever go as planned?",1 +AMZN a fool's errand,1 +"Tops- : HPQ (-3,17%) & CSCO (-1,38%)",-1 +Jeff Bezo's the wizard...it's all about Gross Margins and theirs are getting less gross...AMAZON reads Wall Street's minds AMZN,-1 +"Boy if aapl had beat I would be having a hell of a January :) ... ahhhh, the markets !",1 +user: Solar Stock Sector Bottoming... TAN TS FS STP ,1 +Market loves AMZN for showing its middle finger to Dumb Media,1 +CHK Confirming the expectation. Other set ups that I like: IMM COST AAP etc. ,1 +"ed Weekly Triangle on SNSS,....Net Profit 16,644.00 (9.17%) ",-1 +AMZN has spent 15 yrs not caring about qtr to qtr. Others can't turned on a dime and say we do that from now on.,1 +"user: IMM I love to short, They are just revealing a phone (that everyone has seen it does not make you younger) think ip5 aapl",-1 +PCN up 8 points since this short call on ST - 700 so close - magic number will break it hard down same way did up - 10 more pts to go,-1 +GOOG patience still here - mkt goes red big so does this,-1 +user: XOM - target 89.50 - mkt goes red big tomorrow so does this - lead the pack down,-1 +"If you've been playing poker for half an hour and you still don't know who the patsy is, you're the patsy.? Buffett on AMZN shorties",1 +"Market Wrap Video + Additions to Watch ist including: FS, JCP, , NAVB, VMC",1 +"AMZN, Hunting elephants,,,a plan, patience, execution, patience, and more patience... ",-1 +"Speaking of vehicles, this going on my bucket list DE HOG #Harley #Deere #love their new venture! ",1 +MCS triggered last week and is pulling back on lighter volume so watch for reversal by support ,1 +"Man AMZN is so great, even the Fed is hosted on an ec2 instance.",1 +BAC See some negative price action here tomorrow most likely.,-1 +From Nasdaq site : NVDA NVIDIA Building iPhone and iPad Competitors ,1 +Bought NH to open . ooks like a new trend,1 +FS from watch list just over line with volume of 8% of full day average ,1 +SD thx user - daily ,1 +"been talking CSOD, keep your eye on it today",1 +"From user: Hess has two proposed plans for unlocking value, and either looks promising for investors. HES ",1 +NGT Dumping pop on #FED JPM and CB intervention in GD SV GDX HI GOX GDXJ,-1 +"AA BA HD Top + Dow Jones: Alcoa (+0,84%) & Boeing (+0,54%)",1 +IMM lol AAP-tlye presentation - get creative guys,-1 +MOT CBI on top watchlist waiting for vol MOT above .50 and CBI over 1.68 see what happens,1 +stopped out of CS at 28.50 from 28.71 earlier sorry for the delay,-1 +"Green Weekly Triangle on GTE,...Net Profit 4,333.00 (3.14%) ",1 +KEX Option Traders continue bullish trading in the stock buying a net 589K deltas in the first hour of trading ,1 +like to see more volume but I'm leaning toward CBI off the BPAX profit taking moving into CBI see what happens buystop at 1.67,1 +"iding FIE down, lots to go",-1 +My hot money canary DDD and SSYS reversing lower...,-1 +VXY AAP bottom looks in - Add FAS here #FED-Short more VXY acct vacuum cleaner - GDP is OD Sandy news - We have relief funds in now,-1 +"NS should start to slide here just like HF, that MM that was shut down in KY is having ramifications imo, longs getting nervous...",-1 +"BT Cortos en Peabody Energy si cae bajo 25,40. Stop loss 25,76.",-1 +"user: BT Short in Peabody Energy if goes bellow 25,40. Stop loss 25,76.",-1 +"user: BT Cortos en Peabody Energy si cae bajo 25,40. Stop loss 25,76.",-1 +MGAM on watchlist (no position) ,1 +NGT GDX GDXJ Short GOD & Miners into FOMC - JPM notes,-1 +"Same story, different day...eaders lagging, aggards eading as ES_F fighting off bears. AKS QIH Y EN KOS ",-1 +DEPO bouncing from the 50% Fibo line & breaking out 6.70 resistance line all indicators BISH ,1 +HEB ripping up 23% now in that one .25 to .305 still holding,1 +Seems AAP is losing strength to go higher.,-1 +AAP Added to my short,-1 + from watch list on volume of 50% of ave full day a bit over line ,1 +AAP DownTend seem confirmed after broken the triangle...,-1 +You have to wonder where Fidelity Contrafund added more where they reduced their AAP. It sure looks like GOOG,1 +FIO im in ONG for 24 - 28 untill March 2013,1 +NGT Nice bounce off gap fill... good to reshort into JPM move,-1 +CF if we open green here tomorrow we should see test to 40 looking to be setting up again.,1 +GOOG I expect a new 52 week highs in the coming weeks.,1 +Two trades I'm eying GOOG and GD.,1 +"COMPQ on a mission to 52 Week Highs...With,...or Without... AAP. Juuuuust aaaanooootherrrrrr 1.35%. You can do it!!! ES_F",1 +AAP GOOG FB IMM - IM dies to reinvent BlackBerry Z10 ,1 +bgcp nice range break in the works here. ,1 +GOOG is hitting its head on the up trend line it broke I like 755 puts GOOG130201P755 at 2.60 ,-1 +FIO huge Mar calls Volume ONG,1 +"AAP - fired sell signal on hourly, targets 435 area - just shorted it",-1 +user: AAP Ok... this action makes no sense. >>>> Yes it make Sense : ook Daily Volume since 3 days ...,-1 +AAP HOW DAE THEY ONY 38% Profit Margin on 50 BIION/yr!! and a huge bank balance.. Insanity waiting for FB100,1 +AAP - stock is down 17% from the start of the year. If you are an institution do you want this on your books at the end of the month?,-1 +user: AAP stop kidding yourself . there is no support around here,-1 +"AAP if AAP closes below 455.01, i plan to swing a few puts into the next couple days...",-1 +user: AAP Gap down for sure tommorow,-1 +"Oh QCOM, you are a thing of beauty!",1 +"FIO 15.35 I'm in, I'll ride this one a while, overdone IMHO",1 +FIO crushed 20%,-1 +BYD hopefully VS beat will help this stuck stock move on up.,1 +CAT 100 roll and poss bearish bat ,1 +AAP Sinking in after-hour.. Get eady to gap Down Tomorrow Morning !,-1 +yhoo Blackrock increases position SC 13 G filed today. 70 million shares . 5.94%,1 +"Green Weekly Triangle on PBY,....pdating ",-1 +user: Buffett isn't interested in AAP at this valuation? too much profit and dead capital sitting in a bank overseas ;),1 +user Just an opportunity to buy IMHO BAC was 11.70 monday in pre-market,1 +AVNW Over 3.78 then 3.89 ,1 +Has anyone shorted KEX? What price?,-1 +GV Over 2.80 ,1 +F Over 7.88 ,1 +San Diego was rocking today....QCOM and BOFI ...Banking and chips. Not the safe bet in 2008...,1 +KEY has been holding at support 9.07 but facing resistance at 9.50. On watch. ,1 +FIO ong! & Add! Q2 2013 earnings of 0.13 per share on Jan-30-2013. This beat the 0.08 consensus of the 19 analysts covering the company.,1 +"FIO Turner Investments and Calamos Advisors purchases in the current quarter at 7.2M shares, 9.32% of it. Blackrock doubled position at 8%",1 +A Q4 2012 operational cash flow 35million down from 141mil in Q42011 ..75% decline Q4 vs. Q4....,-1 +A Q4 net income 50 million and operational cash flow 35 million. Q4 2012 is OPS 70% of EPS...in Q4 2011 OPS was 440% higher than EPS,-1 +A year end accounts payable increased 43% from 100million to 143million,-1 +FIO azard Capital upgraded Fusion-io to Buy from Neutral with a 23 price,1 +A few names with a Dark Cloud Cover candle pattern: MHO Y SAFT FXS,-1 +"MCP still mining for asteroids, short update ",-1 +A few names with a Bearish Engulfing candle pattern: AEX AFG ASFI ATHN BECN TMH GW FO MHK IBN CS AOS BT AIXG JBHT NHI,-1 +"user KiwiS hello friend, did you see CSN pre-market today, untouchable situation!",-1 +More names with a Bearish Engulfing candle pattern:IBT BECN AYI HCG MO SG MP EG BMS CEN WIE INE,-1 +Trade Ideas for Today MS ONXX NVE BGCP ,1 +VXY GS JPM HFT PPT Window Dressing programs online,-1 +Published ZNGA estimate on Estimize: +0.02 EPS and +6.09M evs compared to Wall Street's consensus. ,1 +AAP 600 lot bid in the weekly 460C at 2.73. 44 delta could temporarily push stock up or create support,1 +CAT Bullish MACD crossover.,1 +I am calling on CSN for a ed MONTHY Triangle open ong position at 1.65,1 +JVA 7.25 TZOO 21.50 IDCC 43.35 CF 37 BT 25 looking good here,1 +"the man who got me in A at 47 user: A Nice bounce off of support, after a 25% decline! ",1 +AAP break of 453.63 should see retest of 435 lows and lower fairly soon thereafter.,-1 +"NFX Netflix, Inc. (NFX) Increased Debt Causes Concern [EPOT] ",-1 +"VIX rising, eaders lagging & reversing on vol, laggards leading, speculative names climaxing. Don't ignore warnings. DDD SODA Y FB",-1 +CBMX B/O smart money coming in this afternoon looking for a push to 200day this low float could 6 by the end of wk little resistance there,1 +user: Apple AAP Is it Time to econsider a Stock Split? 10:1 would solve this problem FOEVE!,1 +Four Bearish Canaries In the Bullish Coal Mine AAP TIP KOS SPY,-1 +AAP -- mac world maybe TC will anounce the i-time-machine... boom we are all rich again!,1 +"K: ong 53.69. Trailing Stop 53.24 from 3 prior Stops of 52.16, 51.25 and 51.05 - ",1 +fnsr great intraday look..,1 +PCN Just trying to keep it simple and potentially capture the primary trend. ,1 +PM 1H. hold 2/3 til close monday PM (21 bars) and 3PM on wednesday (34 bars) for the balance. ,1 +"user: AN AutoNation Stoploss in 47.46, after beating 47.90",1 +VS is breaking out !! ,1 +i'd short AAP right here if I wanted to put more positions on. (455.51),-1 +APO - Short setup off the 50DMA in a weak group. Downside 15.50 initially. ,-1 +KSS has been on a nice uptrend since bottoming out in early January. Picked up some for my roth around 43.50. Slow mover but 50 possible.,1 +"TIVO BY! Price action? Check - breaking out above 12.95. Volume? Check, 2x avg.",1 +AT Declining growth & margins. Head & Shoulders setup. PE contraction Downside Price Target 25. ,-1 +AMZN ooks like the stock has topped out for now. Today is another distribution day. ,-1 +A Did you Know.... YHOO is down 1.5% for month of January,1 +The second best Steve...Steve Wynn on tap today - after the bell - and netsuite (enterprise) N WYNN,1 +Gap backfill in FIE?,-1 +NFX Keep in mind that 500 lot offered in the 150P at 7.75. Stock was at 163.70 when he offered now at 167 ook for him if stock goes dwn,1 +ASGN from the watch list is at the line on volume of 81% of ave full day ,1 +"OCZ pleasantly surprised that FIO results did not affect this one more. Shook me out of 1/2 my position, but still bullish",1 +user Not yet sir... The jury is still out on ANA. CSN is plain old fraud!!!,1 +AMZN I am riding the remaining positions with stop above 290. ooks like the chickens are coming home to roost.,-1 +yhoo Business Insider post about yhoo out this afternoon. would be beautiful if aapl met with Marissa,1 +GV of new buys this was the largest % gainer today - also was a fav as it was a pullback reversal ,1 +user Tried to buy a ange over and got frustrated. Very ong EBAY,1 +WYNN aises Dividend from 0.50 to 1/Share >> CC was quite bullish on all fronts & analysts seen enthused,1 +TPX my move is in play - motion to 35 then 33 and will cover,-1 +CEE this is about to tip over the edge and go over the falls target 39,-1 +"user ots of ppl r making the move to Samsung, I was going to EWY as AAP started reducing ipad screen size & calling them new models.",-1 +"Watching A DMND for low entry points. A replaced CSCO with the State of California, C and CS contracts. May see some pops later on",1 +"user Class action against DE may be the reason. Search: Mohan, et al. v Dell Inc Case for details.",-1 +"IACI short setup, bear flag up into neckline from last week ",-1 +"Green Weekly Triangle on SHO,....pdating and Scaling Down ",-1 +Market Wrap Video + Additions to Watch ist including: BYD INFN JNP SE TGH HS,1 +Video Analysis of our 16% 3 day trade by shorting AMZN ,-1 +What are you thinking on a GOOG entry? A close above 765 or 776 ?,1 +zzzactly user: Watch as China has grown to become Apple's second-biggest market: AAP (long),1 +ESPN 30 and 30 is magical. Serious family entertainment. The future of content and TV and web is so bright mixed well DIS,1 +wow TV is underrated and underloved....looking at stock prices I am sick that I missed this hate trade in 2009 .. CBS DIS,1 +INFN Over 7.20 ,1 +The AAP drop will stop only when Wall Street and sellers stop fearing the margin drop...take a look ,1 +High quality stocks producing pocket pivot points on Thursday: ABT GPN ASGN OCN MTH OY NGVC WEC TY WYNN VS PFMT TTS STDY,1 +TM - ahhh! stupid prelim results! short but wanted to add puts before earnings...,-1 +user: AAP 40 minutes to get it over 460 pre-market ! ot of fools will B toast !,-1 +"ES,SPY You wont here this on CNBC,,,real time assessment of jobs number mkt reactions... ",-1 +N from watch list with a big gap up this morning ,1 +MS from watch list at the line with volume of 4% ave full day ,1 +ESI from watch list at the lower of 2 lines on volume of 11% of full day average ,1 +F from watch list at the line with volume of 4% of full day average ,1 +AAP PMI Manufacturing Index ---> In Few minutes...,-1 +AAP If PMI Manufacturing Index eslts are Bad = Below 450 ???,-1 +AAP no longer trending finally ppl get the hint. The growth and innovation story is over... PT 375 fair value,-1 +user EMN Eastman Stoploss in 72.31 after beating 72.98,1 +JCC and VNG at 3 right in my wheel house,1 +user: AAP How come the spy goes up daily and AAPl down // No More Growth !!!,-1 +GOOG will make new highs soon. Surprisingly option premiums are very cheap.,1 +GME really nice pop today after that intraday reversal yesterday afternoon,1 +AAP Nothings goes Straight Down or Straight High.. It's the Main Trend AND Volume you have to look for...,-1 +"user: AAP people think growth slowing is not true bec this quarter was only 13 weeks,?// ook Year Over Year for Same Quarter.",-1 +GOOG only 10 points away from new hold time highs. This market leader continues to lead ,1 +user EMN Eastman Stoploss in 72.91 after beating 73.56. Eastman Stoploss en 72.91 tras batir 73.56,1 +DPZ looks ready to break out for the next leg up,1 +WFM building out a nice bull flag here ,1 +user: AAP rookies are selling today Mest loose OTof being Stubborn !,-1 +user: the right thing to do was to stop out of AAP and flip short// Ther is OTHES Stock Better.. nless are AEADY Short,-1 +AAP Cracked !!!,-1 +AIG looking for entry here.,1 +Nailed GOOG today.,1 +"user: AAP lets go 425, (sorry longs, im long also)// r iht 425 annd IF consolidate for 3-5 Week After Bullish",-1 +"Switched my ATHX gains on ASTM. ASTM average TP is 4,07. 1% chance of bankrupcty ONG",1 +user EMN Eastman Stoploss in 73.46 after beating 73.85. Eastman Stoploss en 73.46 tras batir 73.85,1 +KEX the break of the 8.49 secondary price was your obvious signal...,-1 +EAP nice upgrade and cross over 50 ma,1 +OVTI moving out of long base to the upside ,1 +BAC 11.85 in sight... ;-),1 +"ed Weekly Triangle on CB,......Net Profit 1,797.00 (3.44%) ",-1 +"Green Weekly Triangle on CB,....Open Sell Short at 3.38 ",-1 +SBX Solid move today continuing uptrend and holding above support to close the week ,1 +DGI poised to break 30's.,1 +AMZN delivering awesomeness every single day. Prime ocks. I am not biased ;-),1 +QQQ with the Qs breaking above it basing pattern today I expect GOOG to hit 800 withing the next 2 weeks!!!!,1 +AAP don't touch it unless we get a close above 465 with volume (Earnings gap).,-1 +VP Drummond of GOOG sells 190 shares. He can be an outstanding trader based on his timing.,1 +user: AAP back to 450 i guess for a pin,-1 +ACTG was a top pick for earnings starting to breakout. ook for 27.50 soon. ,1 +AAP aw of Attraction & Newton Sem to Win Again,-1 +eality will hit NKD. eiterated as Sell and worth just over 80 per share. PT based on discounted cash flow analysis ,-1 +"QCOM looking good here for a long, yesterday's close as stop",1 +AAP I agree 450 pin Afternoon !,-1 +GOOG lookin good,1 +"GOOG with need a bit more time to break 775, we might get it by EOD though.",1 +"DNDN waking up, almost GO TIME here!",1 +NFX as I said before...it feel like another distribution day..... ,-1 +guess what happens to those chasing SYNM...,-1 +COST Confirming beautifully here. 52 week high magnet. Others I like today: IMM MNX WCG WT ,1 +AJ starting to really move; moving stop up again ,1 +AAP To much peaks on either side (up or Down) #Broken Good 4 Trade but not for investment IMHO,-1 +"AAP Almost every long will want to goo out for the Week-End, Nobody wnat to be caught 350-400 for months...",-1 +VSN pulling out of the station,1 +user: AAP 450 pin?? Yep !! 450.00 Pin,-1 +AAP emember last Friday in the last 5 minutes APP Collapsing !,-1 +long some MENT I like the Cup and Handle pattern. Earnings aren't till late Feb. ,1 +"Big Block Trade Alert: IG, 2/1/13, 11:26 AM, 504260 shares SOD 6.50",-1 +user: AMPE bouncing after 8-day sell off. Estimates of how high?,1 +AAP Will Pin 450 or bellow..,-1 +CA like the volume in this up move; entry 22.64 stop 21.55 ,1 +Scaling into VT Mar 25s calls right now. ight for now. ooks Good. Watch for volume next week. ,1 +SWHC Swing Trade Quick Pick: Smith & Wesson | ,1 +AAP Closed my short for 1K Will short ater again till gap will be Filled -HAve a Nice Week-End to all G ! :-),-1 +SCM Scaling my short,-1 +FIO this action in this super strong tape = Not bullish...,-1 +3 calls for 2day. SPY and GOOG makes new highs and GS goes above 149+. All came to fruition. Market has been kind 2 me.,1 +"user: NBS strong financials, more contracts for Progenitor in pipeline, approval for AM-001 expected, this is the sacred cow of 2013 ",1 +"BIG With a strong SI & an improving OBV, I have a feeling that it will break higher shortly. ",1 +"PEIX strong volume w indicators moving up.Once 0.398 breaks, resist to watch 0.418 followed by 0.43 ",1 +"TQNT had a great day on Friday. TQNT not only had momentum, it had also strong volume. ong setup. ",1 +Currently long: ANA FB HES BBY WCX VSN,1 +C its about eckitt Benckiser (no ticker here?): met equal dist.tgt bearish weekly candle. down. ,-1 +"AAP is having a hard time at the moment with the 8dsma line, will continue to watch this one. ",-1 +"#13for2013 INVN still the leading gainer - shed 5% this week, profit taking in overbought market ",1 +California Water Service Group CWT aises Annual Dividend for 46th Consecutive Year | P/E 18.17 | Yield: 3.18,1 +First ever purchase..splurged on a new mat for Bikram (I hear frond green is hot w/ the ladies --> via user,1 +Great analysis of PNA ,1 +COH Monthly h+s getting closer to snapping neckline ,-1 +"user: QCOM, Friday's lows provided a nice back-test of B/O level ",1 +AAP has come so far that the gap fill at 425 fits the Eiffel tower analogy. Need 2 search Eiffel on my site if don't know what it is?,-1 +"CEG daily rejected at Fibextension of the bat, with short ter h+s. Wait to setup user ",-1 +user: Commented on: Zynga: eady For eal-Money Games And Improving On The Cost Side ZNGA // #TENDEVESA,1 +System Flags Buys: AT BAC BDN GFI IPG JCI M S TS VVS,1 +WMT breaking out of channel + All MAs are lining up in upward direction. ,1 +"GTXI long 5.16, will take early assuming no gap, SPY green & detect above avg vol ",1 +"If you have OII, short. They have over 1B in liabilities, not cash.",-1 +"AMZN SI and MACD, suggesting further downside to near-term support in the region of 260 ( 50ema ) ",-1 +ATI is in Breakout mode for Monday. It cleared its 200EMA on high volume + Bullish MACD cross. ong ,1 +"A GOOD TIME TO STEP BACK AND CONSIDE THE BIG PICTE, ES,YM,TF,SPY,S,C,EC,JY, ",-1 +Anyone follow CST? earnings Feb 7th AMC looks interesting here off 50day under 50/share may get a bid into the report on #WATCHIST,1 +GAE long 1.82 1.83 1.84 target 2.00+,1 +SEV nicely green on red market,1 +JNP from watch list near first line ,1 +FFIV looking like it wants to breakout today,1 +Good eye... user: FDX broke resistance. ooks to continue its bullish trend ,1 +PEIX long .45,1 +PEIX long more going to .50+,1 +GAE buying more 1.83,1 +SCM Going to tank real soon IMO,-1 +"GME GameStop's Tony Bartel Announces Shift Toward Mobile (Audio). ong after beating 25,24. Stoploss 25,11. ",1 +M Patent Could pset AAP. ong in M after beating 7.97. Stoploss 7.86 ,1 +user: M Patent Could pset AAP. ong in M after beating 7.97. Stoploss 7.86 ,1 +bot SYNM .52 bot PEIX .435,1 +"NFX asym tri formed up here, waiting for resolution to make a trade ",1 +"NN average TP is 1,5 Could easily come back to 0,8. HODING ONG",1 +CEE that was short at 43.83 target 43 lower,-1 +NVAX interesting on that level. Now just over an P trend line from June. Could be a good entry point with a close stop loss,1 +ZCS bounced on 50 day,1 +ZCS feel bad for those stop-losses that got taken out,1 +AAP No kidding Terranova!,-1 +Marijuana stocks smoking MJNS CBIS HEMP the new trend. Next hot sector Biofuels PEIX SYNM BIOF money in focus,1 +"GOOG just like we said 7hours ago, it is national GOOG puts week. Easy +50% option scalps. NFX puts here we go..weeee!",-1 +"Despite market spook by media and the WSJ, going AAP calls this week.",1 +"PCN working off some overbought conditions but rising shakeout today despite market overall, ",1 +CEE shorting more 43.76 avg me to short at 43.73,-1 +ANTH ZCS p 4 times average volume today. ots of people have taken interest here.,1 +added to ebay in trading account,1 +COH head and shoulders update. ,-1 +"3 tech stocks with staying power - IBM, Intel INTC & Qualcomm QCOM. And QCOM lets you keep AAP exposure to boot! ",1 +NFX nibbled a few earlier and holding over night. Sharing a few thoughts POSTED VIDEO ,1 +"NFX new HoD, nice",1 +holding ANA BBY FB GAE HES VSN WCX,1 +After Hours Most Advanced: CC EDMC BKS HAYN PIM EZPW MC DGIT PAB JNY MM GFF THO CACI PMI IF STZ CODE NB,1 +CI - getting long building position here for move thru 7.00 - stock like a rock today - target 7.00++,1 +CI - you don't see a spike like that one huge green bar without some sort of continuation - somebody knows someting,1 +Market Wrap Video + Additions to Watch ist including: CAH CMI HA KAC NFX,1 +AMZN Has Post-Earnings eversal ,-1 +YM fails to break above. Downtrend continuous.,-1 +K is closing lower slowly with greater-than-average volume. Be Aware,-1 +HA Over 41.25,1 +"PCN, Short interest very low <5%, BEAISH POINT AND FIGE TIANGE, GAP lower confirms, 625inplay ",-1 +and HA - ,1 +DK Over 34.75 for a continuation ,1 +"SPY, ES, We trade what we see,,,turn of CNBC noise or nonsense,,trust ur technicals... ",-1 +user edon PEIX has a history of management dropping the ball on runs in the stock price. Hopefully they stay silent this time around,1 +"WAG should be a good stock winner, because it is turning into a horrible company for its employees!",-1 +my weekly blog post is a collection of yhoo notes newsgrade.blogspot dot com,1 +GS out weekly C1501.04,1 +Way to go! DDD. Seems to have found support from MA(50). p trend continues guys.,1 +BAC 11.75 to 11.80 today IMHO,1 +AJ stopped out +6% for a nice gain ,1 +"AMWD still working well, play of the week so far",1 +"DEXO has this inverse h+s, bounced off fib, -longer term W bottom..",1 +TES moving stop up again; been a huge winner ,1 +ong EN with stop arnd 39.40- entry 40.10 ,1 +NFX BOOM,1 +NFX OI loading up in OTM Calls,1 +"PNA trying to break the DT line again and already at average daily volume, earnings tonight ",1 +"G SWHC both breaking up out of similar bull flag patterns, volume light though, so keep that in mind",1 +SWHC breaking out of this bull flag ,1 +"G same story, moving in tandem here ",1 +GME new HoD,1 +Watchlist for bounces MHP 47.45 COH 49.15 AMZN 265 4TA 98 A OOK IKE GD ONGS FOM HEE,1 +QCOM is really getting interesting. Might see new highs really soon.,1 +"PI making an effort, watch TIP too here",1 +"ed Monthly Triangle on CSN,......pdating ",1 +CEN price action looking good going into earnings tonight,1 +MCP take-over chatter... (I know don't laugh...),-1 +"ZNGA If you are bearish here, you don't know poker. This is incredible.",1 +CSC moving stop up again,1 +GOOG this market leader continues to hold up well ,1 +CW long here 3.22,1 +BAC Very Strong Making since 1 week on both sides. But Today Bull !,1 +NFX failed attempt at a new high possible hesitation at the top I like the NFX130208P170 at 3.60 ,-1 +"user for AMPE, the Gap for business is 28%, so a low on 3.69 x 14% is 4.20, and the MA-20 is also 4.20, so that is my target",1 +BAC going above resistance with some really HEAVY volume today. Should be in everyone's radar.,1 +CBK looking for the breakout; entry 6.51 stop 6.19 ,1 +NFX looking good so far on hourly. ooking for it to pull in to the 20 ema hrly at 170 maybe more ,-1 +AAP perhaps is time to start considering a ONG position on this name again. Finally some commitment.,1 +AAP Short 451.50 Will go down as soon Mrk will ollover,-1 +sold my amzn stocks... better be flat ^^,-1 +"user Market only seemed to care about beating expectations, which were inflated it seems SII",1 +AAP Begin to ollover I,-1 +"I think it's obvious that Valero VO has more room to run, but I certainly like HFC a lot more. Compare their P/E and revenue growth.",1 +Are we seeing a minor pullback for NFX or the beginning of a major correction? This investor isn't about to test the water. Still bearish,-1 +GDP from watch list 20 crossed above 50-day and near line with volume of 27% ave ,1 +"NW - ong 19.75. Trailing Stop 21.06 from 5 prior Stops of 20.26, 19.93, 19.75, 18.95 and 18.15: ",1 +"user CSN, yesterday I bough at 25K1.2375 and 25K1.1550, I will continue scaling up/down",1 +"BAC Out 12.82 Not being Greedy, Will wait for a pullback or another day to reenter.",1 +ZGNX Here it goes again.,1 +MHP MCO SPX SPY Will S&P and Moody's once again threaten sovereign downgrade in response to mortgage fraud action? ,-1 +TMB suggested by a follower - poised to breakout to new highs. Buy area 64.00 on volume ,1 +MHP MCO SPX SPY #CNBC reports that Justice is seeking 5B+ from S&P for mortgage ratings in civil case/no criminal charges to date.,-1 +AAP BAC two trades I'm looking to get involved at the close.,1 +long FS 30 could be late though watch ur stops,1 +ooks like those MCP 8 calls for friday are paying well! ,1 +NVDA Breaking a short-term downtrend line w/ SI rising and MACD trying to cross above 0 ,1 +user: AAP Sold because the CNBC dump is coming,-1 +VMW next trip to 79 its not going to be denied,1 +"BI: QIK wins on functionality, loses on cost/service. 2 Q's of deferred rev declines + back-end loaded estimates = tough bar for 4Q (7/7)",-1 +ESX making a move to break into the gap.,1 +"ed Weekly Triangle on KWK,.....Scaling p ",1 +V - On watch for tomorrow. ,1 +ZNGA up almost 5% in after hours.,1 +"TIP coiling like a rattlesnake, long, looks higher ",1 +EXAS Pretty set up ,1 +ZNGA When a company beats by 1cents you have to seriously doubt if that is due to accounting tricks,-1 +No Porn for me only ZNGA Pokeher,1 +"MHP Kids, don't do steroids ",-1 +"thats good below the equator? user: ZNGA yoy sales growth over last six Q's: 80%, 59%, 32%, 19%, 3%, 0%",-1 +ooks like the intermediate bullish trend has been broken in SNTA - been safe money for months now ,-1 +"CS weekly (tied heavily to AAP but, absent that catalyst, this pattern persists): ",-1 +AMN Yep like I said. Penny stock in the making.,-1 +AMN Not only will this become a penny stock but this company will continue to dilute its shares like EC Silver did in the past.,-1 +EV Amazed how an 18% gainer gets no ST recognition. Guess that goes along with only having 15 followers. #undertheradar,1 +IBM Short Setup - 196.25 target: ,-1 +DNDN A subtle buy signal occurred today. (the set up) ,1 +Put FS at the top of your radar?today after Citigroup initiated?at Buy and target price of 41,1 +AAP #BOKEN STOCK,-1 +user: DOV weekly. Going higher - bot into close eod yest unit cost 4.15 see we get a gapper today,1 +GMC CST report after the bell expecting a #SFY type of quarter out of both. NOT TADING INTO EANINGS WI ONY TADE THE EACTION,1 +AAP possible bounce above 462 ,1 +VT breakout point 25+ ,1 +ANAD b/o point 2.72+ ,1 +DOV PT on this btwn 5.30 and 6.00 two areas of resistance. Valuation incredibly cheap see if volume comes in again today,1 +Back in BAC ong ! :),1 +"NN something is going to happen. Two days ago we saw the hugest volume of the year. Oversold, insiders buying, high TP. ong",1 +AAP Going under 435 IMHO !,-1 +"So Iger says he likes NFX, go bid 250 lol",1 +NFX trying to break out of bull flag. New 52-week highs ,1 +DPS breaking out this am. looks good. earnings feb 13th BMO,1 +PAN Caught an upgrade with 26% short interest..Breaking out here: ,1 +last minute add-on to watchlist: DPS ,1 +AAP Follow the downtrend.,-1 +AAP Short,-1 +AAP Drop like a ock !,-1 +AAP heading for the gap,1 +AAP The Dump will come faster than the pump IMO !,-1 +AAP Dump in Progress...,-1 +FS squeezing,1 +DA back in playing the breakout to all time highs; entry 14.30 stop 13.41 ,1 +AAP Bullish signal here. Want to see a close (preferably) above 462.60 to confirm. ,1 +looks like someone got tired of BJI going down today,-1 +"Jon Stewart sums up everything dangerous, dumb, & hysterical about the Post Office circa 2011 cc user FDX",1 +"me too. yay user: So AAP didn't gap up this morning toward ST upside target (480), but I will take a sudden reversal.",1 +"Watching closely (long) ... AAP lifting higher on buyback chatter, details on the Stream ",1 +Nice all-time high attack by Tesla today (long ) tsla cc user,1 +AAP Free-falling Now to 457,-1 +AAP reloaded and ready to keep going up + 4% today? I would be good with 3 ;),1 +CEE short higher and will short more here 44.35,-1 +Short term targets for ZNGA? 3.25?,1 +BAC and AAP my two trades from yesterday are holding up really well. Both trading with HIGH volume in a weak tape.,1 +BAC will add more if we close above 12 today. AAP needs to take out 465 to attract more buyers.,1 +AN breaking hourly trendline,1 +"TWX - ong 38.59. Trailing Stop 44.71 from 4 prior Stops of 42.61, 41.06, 37.08 and 35.57 - ",1 +FS daily few like the long call on this one but after chaos and mini sell we got oversold PWmo2! ,1 +BAC ot of buying on last minute !!!,1 +DNDN Beast mode today,1 +"DNDN TS nicel day for both today, lets see what EOD brings",1 +AAP thank god for the dividend tomorrow or I thinks we would be back lower than where we started IMHO,1 +user: AAP continues to have no volume / confirmation to take higher - watching closely to reshort this one,-1 +BAC Added Some on the pullback !,1 +AAP sharing a few insight about volume is key POSTED VIDEO ,-1 +AMZN short working nicely watch for a break and run of 262,-1 +AAP is Sinking....,-1 +I need alka seltzer to sponsor our aapl stream with all the pop and drops it gives people ...people are just way too tied to it,1 +FS is in a big rising channel w its top at 39 & bottom at 28.Momentum indicators turning up again ,1 +AFFY break down the support line 18.41 ,-1 +NGT #ECB and #BOE and #FED JPM HSBC shortfest GC_F GD SV tomorrow morning Test weekly OWS.,-1 +Netflix should buy the SPS. Netflix disc traffic is probably the only profitable and useful thing the postal service does. NFX,1 +AAP Volume is ABSENT... Soon the numbers will be negatives...,-1 +AAP Drop !,-1 +JOY anticipate the bear flag break ,-1 +FS intraday break !!,1 +DE higher bid offering coming? look at all the recent action on the April 14 calls per Najarian? PPS above 13.50 here???,1 +PCP Earnings today. Stock up 5%,1 +OC more weakness here and it might hit a dime under 34.,-1 +"Never got in SFY, but they are taking the right steps by focusing on distributing digital content and not the physical. Congrats to owners",1 +BAC ooking good for Tomorrow we could go over 12.20 imo ! Healthy pullback today with volume.,1 +AAP 500 lot bid in the Feb 440P at 3.00 could create resistance or a temporary sell off,-1 +AAP Covered to not Pay dividend will short again Tomorrow !,-1 +user: AAP Cover your Shorts unless you want to pay the dividend. >>>Done and will reshort tomorrow !,-1 +SEV next stop 8,1 +Tomorrow the stock Should Gap down of Average 10.60 which is the dividend of AAP,-1 +solid day of trading. Mrkt may be flat SPY DIA but there was still lots of profit to be made and was. Nothing not on watchlist NFX DVA,1 +user: user AAP still holding your short from 451.50? No it cost me 300 overnight to keep will short again in premarket.,-1 +GMC headed to 37 Bombs AWAY....,-1 +GMC Weekly dead cat retrace done on NO volume - Bagholders will bail en masse,-1 +SWHC yes! close over 9.,1 +GMC ICE is at 37... Short away.,-1 +GMC 37 No Brainer - FEE CASH - Sell MOTIME - SOTP,-1 +TBI Another staffing co. breaks out ,1 +GNC generators running hot ,1 +Market Wrap Video + Additions to Watch ist including: AMSC KBH MHK TW TTMI,1 +Prudential liquidates CM stake... 1st ones off ship get lifeboats ,-1 +"Key levels, confirming the expectation on: BBY DNDN BAS GD These and other set ups... DIA QQQ SPX T",1 +P poised. Needs over 11.90. ,1 +"In it's own secular #bull market COO #The Cooper Companies, Inc. Bull Flag Daily included #dogs ",1 +"M Consolidating here, heavy volume inverted hammer candle, we should see a nice green bar up tom, unless all buyers exhausted from today.",1 +ABT Bullish /T Setup - Breaking from a 14 year base: ,1 +" ES,EC,JNK,DAX Is the S&P diverging from other key mkts? The canaries? ",-1 +P has pulled back to its trend line and looks to be setting up for another upside move. es 11.90 ,1 +Only a rise towards 480 can confirm the new bottom of AAP ,1 +user: BBY upgrade2 outperf vs mktperform WFC; raise PT from 11-13 to 19-20/ More royalties on surging BB10 sales,1 +yhoo is like a PE VC w a biz.. holds big position in yahoo japan which is up 32.5% YTD (helps balance sheet).. also a position in alibaba.,1 +APP catalyst: 1. efi 2. Deals with WMT TGT A NKE (possible) 3. 100s new stores globally,1 +F headed for 12,1 +KSS ong Setup (Solid SSS this morning should trigger the gap): ,1 +I estimate WMT will buy 1/2 bil of Made in SA clothing per year for next 10 yrs. APP is only massive scale plant left in SA,1 +user: Sour Apple. Einhorn not happy with AAP. This should be fun. POXY FIGHT!,1 +GMC 37 next target on Bailing VOME in next week.,-1 +MS Morgan Stanley Is Nearing Our Medium Term Target ,1 +BBY - The new AAP as Apple bleeds on the No Jobs report. Target 55,1 +You know you are doing something right when you are the comparison benchmark. AMZN,1 +user: BAC 11.97 no longer a problem!,1 +C breakout watch above 43.4 ,1 +GEO looks good above 33.10 ,1 +AAP looking like a nice short off 460,-1 +user: EXC = undervalued here. Where is the yield support!?,1 +"MCP Breaking out of it's base, above the 8.04 mark. Next key level, 8.12. MACD, Slow Stochastic, SI now showing some very good strength.",1 +"SCM Very very slow, some holders should start selling off real soon IMO",-1 +GOOG(long if beats 778.71. Stop loss 773.91) & YHOO(long iafter beating 20.27. Stoploss 20.16) fit well the advertidsing deal,1 +AMZN nibbled a few short ,-1 +C_F SO Scratching my Head how OI goes P in a shale OI GT and refiner VO profits are P 20X. Do we feel Screwed?,1 +AAP On next pop if I'm out of other trades I will short for a quick trade.,-1 +AMZN breaking below 50-day MA,-1 +"user: Einhorn sounds like a trapped long to me, didn't care about preferred stock last year AAP",-1 +Price is what you pay. Value is what you get.? Those words never have been so true as in the case of NOV - ,1 +O orillard option trader buys 5k Puts betting on a 15% down move. A bad earnings omen? ,-1 +Scaling some AMZN puts 02/15 puts bot at 1.2 at 2.50,-1 +APP added 1.49 risk of bankruptcy abating. Not out of the woods yet. More work remains. Adding if thesis benchmark met. American Apparel,1 +ACX No negatives here. Just an algo bringing it down. Here's a chance to get stock cheap. BBH XV,1 +BBY Headed back to 5 on over saturated Cell Phone Market - That GOOG will own as next mobile Microsoft OS.,-1 +For once the market is making fresh lows and AAP is hold firm.,1 +BYD moving up on big down day,1 +"CST Coinstar option trader buys 5,700 Feb call spreads betting on good earnings ",1 +CEE goes back above 44.00 all over that short again - I think I can make 10 points in a week on this one,-1 +"AAP Still looks like its in trouble to me, no sign of a low, so remaining bearish #elliottwave ",-1 +MED to 21? Volume picking up..,-1 +SETPS some small some big a variety to watch - TZYM .56 JAG .75 C 1.23 AV 1.29 IDIX 4.85 MCP 7.75 MO 34.37 KO 38.75 HF 36.75,1 +OMX another bricks and mortar dinosaur falling to online retailing> Details here ,-1 +SWHC now we need that volume,1 +CEE short entry here 44.36,-1 +DGIT long for 10 crack at 9.97,1 +"Green Weekly Triangle on CB,....pdating ",-1 +CDX long 7.72,1 +SWY - made some sales 20.30 - 20.60,1 +Diving in... (considering schwab on pullbacks) Thursday links: spin-off successes via user DE SCHW,1 +DECK about to give some major loving?,1 +user StockTiger Currently long HA ,1 +JET entry 8.94 stop 8.2 ,1 +DOV Nov eport Feb early release earnings next month has made major strides CAB TA,1 +GOOG it's acting really good despite the choppy tape.,1 +ZAGG Coming off the bottom with the Grandma pattern. ,1 +BAC really wants to get BACK to retest its old HIGHS.,1 +MTX attacking multi year highs - entry 14.94 stop 14.00 ,1 +GNTX Swing Trade Quick Pick: Gentex Corp (GNTX) | ,1 +AAP need 465 to be taken & no looking back if this is for real,1 +AAP Volume Fade away... like as usual !,-1 +"user: That was the hardest, 10 rally in AAP history, like an old man climbing stairs. .~ He still got it up!",1 +AAP Short 468.44 on NO NEWS and no sustain in volume !,-1 +"Green Weekly Triangle on ESSX,....updating ",-1 +Don't get me wrong buying into earnings was a mistake what I read over 2billion in evenues nothing to scuff CST,1 +"S. Jobs was Keeping Money to innovate and buy New Tech, since AAP no longer innovate why keep !",-1 +Schwing! bingo NKD can I please sell my Feb 8 115 Call that I bot earlier for 10.50 NOW!!! #GamblingAddict,1 +In order to grow u need to SPEND MONEY aka INVEST in the future. At 10x earnings CST is a steal and shorts will cover over time BuyTheDips,1 +my NKD estimate was based on linear extrapolation. Beating my estimates means they are actually accelerating growth,1 +user also CST is better NFX b/c streaming movies is 4 suckers. The movie clarity is awful. The movies skip b/c int connections.,1 +user just saying ED BOX is not the future why? CST considering the growth of the company over the yrs. and valuation is cheap,1 +user That's what happened last time CST missed. Opened down big the following day then a massive short squeeze and closed +5%.,1 +I guess I'm old fashioned I own over 500 DVDs & love Blue ay. ntil streaming can improve clarity and no skipping I'm stickin to DVDs CST,1 +MSG - beautiful to see all these highs ,1 +user ProfitsBoy CST sticking2 buying over 250million in stk there unit cost is 49.90. Also cash flow 200mil. & Costs go down,1 +user: This CST report is goofy Acquistion costs were factor citing lower rev aka same store sales from dispensers acquired NC Corp,1 +"ed Weekly Triangle on FNFG,......pdating ",1 +user: AAP typical pump dump today will talk about later tonight via video,-1 +Absolutely Delicious CPB #Campbell's Soup SPX SPY #Fortune 500 ,1 +APP Compare the squared areas. Aren't they look similar? ,1 +CECO breaks above its downtrend / triangle pattern. ,1 +"user: Fascinating email chain between user and Einhorn debating the merits of AAP preferreds, ",1 +CST bot 51.40 I will hv to be patient IMO CST moving in right direction. Don't underestimate loss of Sat Mail too. 250mil buyback 10 p/e,1 +time to return to Apple. aapl record 23 billion operational cash flow quarter! ,1 +"TWI added to Small Cap 600; 24% short int; cheap valuation, though growth via acquisitions E 2/25 ",1 +BBY Pulls an AMZN ,1 +AAP Beautiful Bull Trap !,-1 +James D. White: Jamba: A Juicy Turnaround on Vimeo 1hr video from 2010 JMBA .. this is great stuff,1 +AAP No Volume + No Conviction = Bearish,-1 +added again to CST 48.84,1 +lnkd pulled a nflx topping out so far at 146. day is still young so watch this pull back,1 +user mention the lower same store sales in CST well I guess him & Mellisa ee Didn't Factor in the NV Acquisitions. Do ur DD ppl,1 +TW from watch list needs a volume boost - now at 2% - but watch as close to top ,1 +TTMI on watch list as a continuation trade and it is ,1 +OSG BIO MTS DYNT WYY all off watchlist DOV next to 5 this baby is in its prime.,1 +AAP Volume Fade fast !,-1 +CST nice intraday base here could see a pop here after 10:30 short covering on into the wknd. Valuation cheap. Biz model on track its a GO,1 +CST as we close in on hod this one should get perky MY GESS WE COSE OVE 50day maybe even up on the day #TIMESTAMP goin out on a limb,1 +INT #1 on SMB adar weak today,-1 +CST mentioned this level building base here over 48 next stop 49 repeats over that. ADDE P intraday to over 50day watch 50.13 HIT TODAY,1 +AAP Confirming nicely here above the 20 day of 473.12 ,1 +"DNDN breaking out 6.74, CMGO looking VEY bullish",1 +Mining & related stocks showing weak relative strength versus ESD & ES_F last few weeks. FCX NEM A GG GD SV CF MCP ACI,-1 +DNDN Confirming nicely (continuation) above 6.57 Also like AAP (breaking out above the 20 day)Others I like today: ,1 +AAP Europe now closed now lets BAST OFF!,1 +user: AAP Highlighted Major esistance Areas To Watch . . ,-1 +NFX: Time for a Major Correction? ,-1 +MGM - already at average volume for the day and trying to get separation from resistance ,1 +"ANGI ripping, lots to go",1 +user: AAP what is the cash pile per share worth ? anyone know ? ~ 140/ share is CASH (give or take),1 +user: AAP recent trip to Thailand...even the taxi drivers have iphones ! ~~ wait till they get into China!,1 +user: Great rotation.. Grasso confirming what I have been saying here for a while; Money coming out of AMZN and buying AAP,1 +"MDSO - ong 27.51. Trailing Stop 38.58 from 10 prior Stops of 37.67, 37.11, 37.00 ... 27.51, 25.15 and 22.79 - ",1 +FB I do wonder if the same shorts in FB today were in NKD last year at 80. They seem to be making the same argument. QQQ XK,1 +HG is breaking out ahead of an expected earnings beat ,1 +AAP Who really want a broken stock ? nless you have kept over E & Being Trapped !,-1 +OPK low of the day was 6.08. arge candle wick growing downward. MACD divergence downward. Stochastic downward divergence. SI downward.,-1 +NFX is planking,1 +Where I stand on SBX... ,1 +Jeff eeves and Charles Sizemore Discuss inkedIn Earnings on The Slant NKD FB AMZN MWW,-1 +Added more shares of ACTV,1 +"MHP McGraw-Hill Companies is having a huge sell off because of the rating agency, Fitch, has cut their ratings. ",-1 +DNDN Good place to lock in (some) profit at 7.20 p 20% since alert at 6.00 from Feb. 4th ,1 +DECK lets squeeze!! 40% short!,1 +"Brandon !! ACTV should break into the 6s very soon... nice breakout , just needs a little more volume !!",1 +"user About G, it is in a sidelines mode, that is no a good trend, I am seeing 2.22",-1 +VNG I swear never seen such terrible reporting on one stock ever in my life > The Cuban news is not negative lol,1 +AAP See Flash Crash 3.58pm ;-),-1 +user: AAP...IMHO...will be sell the news..sorry if I offend anyone...G warriors,-1 +AAP Selling begin First Wave of Dumping.,-1 +AAP Flash Dump Begin ????,-1 +GOOG IGV #Google #Software firing on all 3 cylinders compq NDX ,1 +"closed my DDD Feb 60P/60C/65C bull / here for +8, roll to StO Feb 70 puts 4, I'll take the shares, the premium, or some of both",1 +SCHW - adding to long,1 +PO Swing Trade Quick Pick: Polyone Corp PO | ,1 +"STO Mar 425 put +1.98, STO Mar 465 put +10.75, BTO Mar 475 call -17.65, BTO Apr 480 call -21.65. AAP will fill gap to 500. =^.^=",1 +AAP Dump in progress by Fund Managers 25% Done.....,-1 +Stop on AAP is 475.7 hard stop risking .30 to make 3-4 pts,1 +AAP Flash Dump in progress 35% Done Be patient or press Escspe !,-1 +AAP Dump by Einhorn in progress 40% Done Be patient....,-1 +"STO March 465 puts in AAP credit of 10.70. If put to me, I buy shares net cost 435.25. If not, I keep 1,070. Win/Win. =^.^=",1 +solid day with MGM AAP SBX leading the way for me. Out 1/2 MGM and 1/2 AAP (added a little after selling 2/3 in AM),1 +"user we should see again 1.35, and after that my exit 1.43 CSN",1 +Damodaran on AAP: getting a pretty good business for the price and worth about 600 ,1 +user: GOOG Eric Schmidt to sell roughly 42 percent of stake ,-1 +"ed Weekly Triangle on HEK,....Scaling p ",1 +"Green Weekly & Monthly Triangle on ISIS,....Scaling Down ",-1 +DT appears 2 b hammering out a bottom here at its 50 DMA. Solid EPS/sales growth+ low P/E ratio = possible earnings winner. Earnings 2/27,1 +I just legged into GOOG 780! Why? Sergey & arry aren't selling any of their shares...and Eric's keeping a few. :-) ,1 +Yes I saw a great opportunity when it dropped to 17 as you can tell from my twits user: user are you still long CHK ?,1 +Brutal declines on SD will create a buying opportunity soon. user: user like SD or XCO for a trade or T hold?,1 +Buying op in this range IMO user: user You still long in COP Are you a buyer today,1 +"54 Short Ideas to prepare for the next correction, BID COX SV GD FXE PB WTW HF FCX CF MNST #Prepare",-1 +PEIX gets volume Monday it could go thru tops and set new highs over .50+,1 +Acting well above 26.19 flat base trigger b/o from 1/9. ooking for a retest of 50day SMA at 26 PFE ,1 +One of Buffet's favorite banks. Cup with handle trigger of 105.02 MTB ,1 +"MCBC long 4.36, healthy pullback into sweet zone, between upper bolly & 20SMA, hammer today a plus ",1 +"PXC long 10.87, like to base a few more days but ready if it pops ",1 +AA - really liking the scale in entry here - limited downside nice upside,1 +A little more of the write up on ZNGA is available at ,1 +STX - high call vol. 12.71% short Check WDC as well. STX better hard drives. always rumor buyout ,1 +DNDN breaking swing High.Volume looks good. ,1 +Week 6 - #13for2013 DDD DNKN FT INVN KOS NKD MOV NTSP AX SCCO SCA SSYS V ,1 +#13for2013 - 8 of the 13 stocks are up double digits & one is up 8% w 9% dividend NKD INVN DDD FT MOV SCA KOS DNKN SCCO,1 +Market Wrap Video DJIA SPX TX + Additions to Watch ist including: AGNC ANY FS HP OST SQNM,1 +MBS The long awaited break of its 200-day EMA is just one step away. Watching for 5.68 breakout. ,1 +PEIX Bullish volume pattern. ike it on a close over .43 ,1 +YHOO ong play. Watching over 20.88 for movements. ,1 +FS Over 158.00 or 158.63 ,1 +SQNM a Continuation - wil take it over the top Bollinger band ,1 +MSFT Waiting for break out of bull flag+horizontal channel ,1 +"Commentary on AGNC. DDD. ZNGA, HX, AGNC, BSX, VT ",1 +"Going long msft tomorrow, I think 30 is written all over this one ex div is also coming up.",1 +"Morgan Stanley Initiates Coverage on HCA at Overweight,announces 47.00 PT.Breakout watch over 39.6 ",1 +"Feeling good this morning about AO after Friday... Technicals still holding up, and fundamentals are coming around!",1 +"ed Weekly Triangle on HEK Closed at 4.30,....Net Profit 15,137.50 (5.30%) ",-1 +"ed Weekly Triangle on HEK Closed at 4.30,....Net Profit 15,137.50 (5.30%) ",-1 +"ADBE SHOT! will see around 17 - 20 very soon, 39 is to much for adbe, thanks and have a good day.",-1 +"Today is the very important DAY 3,we haven't closed green for 3 days in a row since Sept.Very bullish short term if this happens AAP",1 +DDD and SODA look interesting but will wait until after earnings release,1 +AAP Next big (little) thing... iwatch ,1 +MSI SHOT! will see the price around 32 - 34 very soon 1-2 months. Becefull. Have a nice day,-1 +From Yesterday- 'NEW Blog Post: Watchlist for the Week' IWM SPY AAP SBX AXP CSX X ,1 +CSX getting the Barron's bounce. At resistance. Wouldn't pull trigger till break of recent highs ,1 +ed Monthly Triangle on CSN closed at 1.46,1 +ADM holding on nicely,1 +AMZN back to shorting a few - clearing 50 day ma. ,-1 +DNKN clearing back about this resistance area - worth eyeing ,1 +"GS continues to trend higher, a solid run since Dec. ",1 +BAC holding up well - could see much higher prices by year end. ,1 +A couple biotech stocks that are setting up well in various time frames: JAZZ PCYC,1 +"AAP resistance near 500-bearish below 555, targets at 420 and 350 ",-1 +AAP bounced back to the trendline. Should it break above? I still short here,-1 +ZNGA suddenly jumped to 3.61,1 +BKS remember that one? - low volatility pointed out couple weeks ago. Forgot to check. Next. :) ,1 +"annoyed with BBG steadily going up, i want to grab more",1 +OVTI maybe today is the day for a breakout over 16. ,1 +I think its a great level to long TIVO after its pullback from 13.5 to 13.0,1 +ZNGA continuing rally,1 +GMX -10% ouch,-1 +SHD Sure is wound tight here: ,1 +SB WFC Broke trend line Ho hum CA,1 +doesn't seem to be much talk on financials today. GS XF new highs ,1 +WMT want more march calls,1 +keep an eye on IDA presentation bout postive drug results at a conf 3pm in NYC today on watch for volume to come in,1 +CST about to go ed to GEEN watch break of 50day by wks end time to rock and roll baby,1 +"DPZ a five bagger in pizza, no carbs, if you own domino's stock since 2010...' the markets are magical '",1 +FS Nice Breakout w volume. Next resistance lies at 33.38 ,1 +"Green Weekly & Monthly Triangle on ESSX,.....Net Profit 18,664.75 (6.81%) ",1 +AAP is having a great day! I think we've seen the bottom.,1 +Currently holding ANA DVAX ENDP FB GAE NKD WCX,1 +NKD a strong follow thru day on volume - exactly what you want to see for confirmation ,1 +we have a joke abt how often it seems JEF is wrong when they make a reco or PT change the day b4 a co reports: raised PT on KOS...#uhoh,1 +TEK long 1.65,1 +"Green Weekly Triangle on MNK,....Open ong position at 3.17,...Opening both ong and Short ",1 +"Green Weekly Triangle on MNK,....Open Short position at 3.17,...Opening both ong and Short ",1 +ZNGA BYD MGM These ready to sell yet on the NJ online gambling bill that will fail?,-1 +NVDA Wants to breakout.12.69 is short-term resistance. ,1 +"EXP watch this consolidation, a volatility squeeze seems eminent. eady for next move up ",1 +GMX -13%,-1 +PCS - shhhhh,1 +P is breaking out. ,1 +is this a potential h&s on with neckline 65ish? ,-1 +EAP abouve 6 again - lining up to break out,1 +hmmm user: TSA user coming after NYT writer. Elon says vehicle log shows he took long detour. WOW,1 +AAP Crack nder 480 !!!,-1 +AAP Sell Off !!! Somebody Know Something and Dump ?,-1 +M Settling in with 27.40. ,1 +"Green Weekly Triangle on PBY,....Scaling p ",-1 +"AN doing what it needed to today, bouncing at support ",1 +"GMC still sitting above key support, may test further but no damage done longer-term ",1 +ast time AAP Dropped was when Tim Cook this was when Tim Cook spoke.... Hummmm !!!!,-1 +GMX -18% any news ?,-1 +MCO out the last 1/2 from this morning +1.00 30 min opening range,1 +"AAP setting up for a sell the news tomorrow on Cook speech. He is no Jobs, market will be disappointed. Iwatch? Gimme a break.",-1 +"user: AAP setting up for a sell the news tomorrow on Cook speech. He is no Jobs, market will be disappointed. Iwatch? Gimme a break",-1 +user: AAP is WEAK.. wants lower. Tmrw will be nasty folks. Sideline if ya long.. Bears taking over.,-1 +AAP Made in SA = ess Profit for Shareholder and Share will drop on anticipation...,-1 +user: AAP If TC announces bringing cash back to S>> Made in SA = ess Profit for Shareholders & Share will drop on anticipation...,-1 +GOOG can break above the old 52 week high of 786.67 tomorrow. It gave us another green candle on the daily and weekly! What a beast!,1 +"INVN - Do I believe? Well, 111 tweets since 2012 says I do (tweets w/ InvenSense mentioned) ",1 +esrx gap fill idea.. 56 looks big ,1 +" , ES,SPY, Ground Hog Week, distribution at highs.. ",-1 +OMEX Odyssey's ecord Breaking ecovery to be Featured on Discovery Channel SIVE SH Premieres February 24 - 8 pmET ,1 +EVC - so close to magic 2.00++++ - ready for a big volume day with great earnings due 3/7 Target 3.00,1 +", AMZN,,,Headed to lower weekly channel support at approx. 233?? ",-1 +OCN Over 41.50 ,1 +Momentum Monday Post - thick and deep but dont chase ....NKD NFX TSA ,1 +FOS bullish engulfing.,1 +OVTI If it clears the 16.03 resist the move may be powerful.Breakout candidate! nder accumulation ,1 +expect NFX to trade higher on Dish founders positive comments about NFX. Basically calls them game changer. ,1 +FOS worth eyeing - earnings coming out so could move either way ,1 +"Watch SZYM, nice base, working a bull flag, could get legs to the 200 day ma around 10.30 on b/o ",1 +NX will be watching this week for higher prices ,1 +user: SHD could be getting ready for a move to the 200 day ,1 +"NFX Held the 10 day ma like a champ yesterday, lets see if it can squeeze some more shorts ",1 +T user INVN ..lots of bullish technical discussions tonight. Fundamentals have always suggested a higher price.,1 +V can only appreciate!!!!!,1 +INVN last one...watch for the breakout...good luck today ,1 +AMZN looking to add to short position on any bounce ,-1 +"NIS sold stocks at 2.24, now we are at 2,15. We will come back P soon. Patience my friends. I'm ONG",1 +"MEA sell stocks at 1,3 we wait for it lower",-1 +MITK moving again,1 +COX continues the pattern - tension building as it creeps up,1 +FS obama speech tonight moving it on up in channel - squeeze continues,1 +GAE 2 & 3 calls waking up,1 +BAC Out 12.06 waiting for a pullback to comeback 3K profit :),1 +XXIA on watch list with 21% ave full day volume close to line ,1 +JOE successful test of that 22-23 support I highlighted last week ,1 +AAP Cover my Short B4 Conference !,-1 +EC nice set up,1 +YGE opening range is in. Feet up. FS JASO X and BD similar trades. ,1 +AAP back to yday opening range high - support bounce ,1 +Cook should inquire as to how many indictments Goldman has faced every time he is asked for numbers...walk off the stage gs aapl,1 +OPXA taking some here long small stop,1 +"Green Weekly Triangle on HEO,.....Open Today Scaling ",-1 +"Green Weekly Triangle on HEO,.....Second Scaling ",-1 +"NW - ong 19.75. Trailing Stop 21.08 from 6 prior Stops of 21.06, 20.26, 19.93, 19.75, 18.95 and 18.15: ",1 +"Green Weekly Triangle on HEO,.....Third Scaling and Closed ",-1 +AXP new multi-yr highs,1 +P breaking out after expanding from Shark Pattern yesterday ,1 +"Green Weekly Triangle on HEO,....Net Profit 30,990.00 (3.08%) ",-1 +FS - daily ,1 +NIHD Gap and go? (likely) Also liking the action today on: WT CM Others: Also bullish: DIA QQQ SPX T,1 +"AAP like I said yesterday, APPE is a broken stocks and TC is not the right CEO for the company. Still SHOT.",-1 +AAP when I got lot of hate mails yesterday after saying SHOT apple I realized my short was definitely going to work today.,-1 +"GOOG has been trading like a leader, ride it until it stops.",1 +"AAP enjoying some really nice gains right now from my SHOT. Next stop 465, if that does not hold I expect APPE to make a new 52OW soon.",-1 +"Based on historical research about GS upgrades/downgrades, K is a short right now after being upgraded from Sell to Neutral. Sell signal.",-1 +ike it or Not AAP will fill the gap B4 will see 500.00 IMO,-1 +NEW POST: AMZN Is Still in the Grasp of Corrective Forces ,-1 +CTIC long - next one to pop out base 1.40 1.41 1.42 1.43 - get it!! - GAE hot too at new hod,1 +long AAP 470.10 holla,1 +Price Match is a reputation destroyer since you can match price anytime with gr8 technology. Price Match = Friction. AMZN,1 +"ed Monthly Triangle on CSN,....Scaling",1 +AAP hit resistance yesterday and continues to roll over - holding short currently ,-1 +AAP 480 weekly uptrend support becoming new resistance and bear flag in the making ,-1 +NFX SI is sloping lower/MACD is about to cross down.Negative Divergence on Daily.Distribution ? ,-1 +"user: OCN trying to go, looking for follow-through I think the follow through is coming. This wants more",1 +AMZN clearing this rising trend line / support off 5 minute looking to add to short position ,-1 +PHM ready to go. I'll buy some even up here too along with user,1 +AMZN sharing a few trading insights POSTED VIDEO ,-1 +SPW new HOD,1 +VXY Added some AAP Mar Bull Straddle for EOD squeeze,-1 +DISH Break out watch over 38.10 ,1 +SPW SunPower Corporation Option bulls make bet on 50% up move by June ,1 +"BAC huge spike on AG 17 CAs just now. 10,000 contracts.",1 +"JBHT short right here, maybe write some MA70 calls if buyers show up before close today",-1 +BAC breaking out I suggest you ONG some if we hold above 12.20 at the close.,1 +"SWI currently a loser for us but maintaining higher lows, would like to see more volume on upside ",1 +BAC huge VOME spike in the last 10 min.,1 +OCN still looks good but need that volume to come back to truly power on from here ,1 +BAC now that's what I call VOME!!!!,1 +"DHI: ong 14.39. Trailing Stop 20.50 from 11 Stops of 19.05, 17.90, 16.93, 15.93, 15.65, ... 13.39 and 12.39 - ",1 +"V still taking a breather, still above first support, good place to add ",1 +"JPM very efficient trend, love seeing these ",1 +ZNGA Merrill upgraded this on 2/5 - just a retrace to base of breakout say 2.60,-1 +BAC shorts better make a decision today... #OBAMA will give another push for continuation tomorrow.,1 +"NKD sure to be mutual fd PM's putting in limit orders and never getting filled, more to come ",1 +just know your gut will betray you quite often in the trade em thing. even on CEG.,1 +DVAX Options Trade for Heplisav FDA Approval Decision ,1 +TES moving stop up again and protecting profits on big gains ,1 +"OABC - ong 16.55. Trailing Stop 23.59 from 10 prior Stops of 23.08, 22.80, 21.16, 20.18, ... 16.74, 15.90 & 15.25 ",1 +"PX - ong 11.40 - Trailing Stop 19.13 from 9 prior Stops of 17.31, 16.69, 14.17, 13.14, ... 10.40 and 9.40 - ",1 +Innovative Drugs May Win .S. Approval After Early Trials good news for #biotech DVAX GAE GOVX,1 +Took two position overnight BAC and PHM,1 +CSOD Conf Call: CEO: feeling good about our position and good momentum coming out of last year,1 +VTS there we go! A great end of day pop in the last 30 mins on 90k volume! ooking for a little bit more tomorrow - ,1 +AX ptrend was exhausted and started to form a downward channel. Downward divergence in MACD. Strong support at 60.04. Great SHOT!,-1 +BWD Wants to fill the gap which will be complete at 83.10. Higher highs and MACD and SI showing bullish signals.,1 +For the past 8 years GOOG booked an avg return of -6.5% during Jan to Mar option expiration. It has posted positive returns for 2/8 years,-1 +For the past 8 years GOOG has posted a Best return: 10% Worst return: -28% during the Jan to Mar option expiration time frame,-1 +"AAP, More like crapple as one student said today. Bearish with a move lower tomorrow. It's failing exactly where I thought it would.",-1 +BAC Fiscal Cliff talk by President Tonight = Ouch !!!,-1 +#vmware VMW where? here? there? best wishes dealing with this complex H&S ,-1 +AAP Mac manufactured un SA said Obama = ower Profit Margin !,-1 +user: AAP How will smaller margins and higher wages and unions help apple?,-1 +#hammer + #wedge worked out from last week Y HOV TO PHM ITB XHB etc ,1 +user AAP will make computers in S. The 1st line of tablets will be called the Pinto: They explodes if swiped from behind!,-1 +BAC Obama is slowing the rally... Ouch !,-1 +DHI Back over 24.30 - high today was 24.66 ,1 +CMCSA Will gap open higher; No idea where 2 enter. Would love 2 get in at 40.28 but may not get it. ,1 +PCYC Fresh long should be made only when the stock closes above 72 with an up candle. ,1 +EBIX we're in a short term upward trend with the MACD positive/rising and w/ CMF rising nicely too ,1 +"ANTH look interesting at this priced after OBIMED ADVISOS C bought 1,762,00 stocks on 01/25/2013",1 +DE #ONG if hold above 95.5. be aware of resist 97.5,1 +JPM increases target to 205 on NFX,1 +"WF EPS beats by .08 revenues up 42.8M - p 6% premarket, should have a nice run today after #POTS remarks last night!",1 +PPHM FIED 2.44 SOD 2.49 WI BY BACK AGAIN I WI TAKE .05 WHEN THEY IT QICK WE TADE THIS 10 TIMES TODAY FO NICKES GOT .50 EASY WAY,1 +COMPQ SPX IND BAC C Futures traded with rises pending macro data ,1 +CM Continuation (likely) ,1 +SPW the dip that refreshes 12.63 gartley target on 6 month daily 3.90A 9.12B 7.41C 12.63D 1:1 14.62 1:1.382,1 +"ong ZGNX user: 2/13 Watchlist: ACW, ACHN, GGS, IBCP, MENT, NAT, STP,ZGNX. ",1 +PO (specialty chemicals) is slowly approaching new all-time highs,1 +AMZN short stopped out. rough to walk into a gap up,-1 +this could be the last good chance to short AMZN,-1 +"O delivered 4Q 2012 adjusted earnings of 0.79 per share, which exceeded 4Q 2011 earnings by 8.2%. ong if beats 41.52. Stop loss 41.11",1 +CSN Scaling Down at 1.3445000,1 +For the past 10 years F has booked an avg return of -4.4% from Jan to Mar option expiration. F has posted negative returns for 2/10 years,-1 +"Exact reason why ETFs are safer than individual stocks, News Kills a stock - Trade KO Not CF ",1 +user O Stop loss in 41.54 after beating 41.74,1 +user: user O Stop loss in 41.54 after beating 41.74,1 +OCN running IGHT NOW,1 +P approaching resistance area around 12.47/.50 ,1 +"FDO spread buying Jul 57.50C 5,400 times at 2.90 selling the Jul 52.50P 5,400 times at 2.20. Both against much lower open interest",1 +The ise of Google Play: App Annie Index January 2013 h/t user GOOG AAP,1 +V going into full breakdown mode,-1 +Majority of eading Stocks regularly lag NQ_F & ES_F on strong up days. AMH QCOM KS GS SSYS KBH FT GOOG,-1 +"user 5 stocks i've been buying at 50 with hopes for 70, SBX KOS PANW EBAY HAIN - AM I diversified? Will i see 70 this year?",1 +"Buying V on any and all pullbacks. Doubled since IPO, expecting another double sooner than later",1 +un-p Trade Into DVAX FDA Approval Decision ,1 +AAP and 20EMA ,-1 +CEE should crack 45 not letting go above 45.15 with full cover then will reshort again - CEE on the red train down now,-1 +"FFIV - short, anybody thinking of buying this should be watching EZCH - EZCH a supplier to comm./switch co's",-1 +IDCC .. Take a look at how IDCC performs after touching lower Bband previously!!! ,1 +"MDSO - ong 27.51. Trailing Stop 41.40 from 11 prior Stops of 38.58, 37.67, 37.11, ... 27.51, 25.15 and 22.79 - ",1 +NFX short via 2/22 Put 4.65,-1 +user Where do you see it by the end of next week? NFX,-1 +CIMT is a player in 3-D imaging CAD software designs that has explosive growth paying SDIV in the industry DDD SSYS ONVO PCP DASTY,1 +"With the mess that Twitter andThe Grammy's made of Hashtags #sting (are you kidding me), excited for GOOG to just step in and print off #",1 +"TTM revs, retained earnings, FCF last 5yr. Yoga growin lifestyle trend. Can stay on top of it? ",1 +"Deere & Co DE predicts slowdown in .S. farming, but boom abroad",1 +Why would anyone buy AX's overpriced services when there are many more high-quality alternatives that essentially cost half the price?,-1 +"SCTY cools off, but SPW continues upward. Our take: also, look for our updated solar market outlook soon",1 +"CSCO get on the train to San Jose now, 23.80 before next Qtr earnings",1 +pep trying to break thru the 9 ema on the 5 min after triple doji bottom,1 +AAP here is some news none of us have ever heard.. ,1 +NFX tight flag 10minute,1 +BAC New OD !,-1 +BAC New ow of Day 12.20.Broken --> 12.18,-1 +BAC Oups OD is 12.16 now,-1 +BAC Back run down to 11.75 area to consolidate.. Sell Off & Profit Take !,-1 +BAC ot of Big Sellers on 2 New OD again 12.12 Expect a big sell-of EOD,-1 +ES_F Vivid bearish volume histogram divergence in XHB home sector-( TO EN PHM ) ,-1 +BAC It's will be healty to consolidate few day around 11.75 before going to 13.00 !!!,-1 +BAC Big Boys are selling on 2 lot off Big Stake for sale !,-1 +user: BAC All the banks are reversing now!,-1 +BAC ook evel2 lot of selling occur from funds !,-1 +out 1/3 of VMW short more. carrying remainder overnight also short full position FB and BID,-1 +AAP GS says higher div likely .. more value investors? Why no stock split instead? ,1 +"ed Monthly Triangle on CSN,.......pdating ",1 +user still holding those puts? :) MCP,-1 +Swing Trade Quick Pick: The J.M. Smucker Co. SJM | ,1 +user 45000 Did you check my update about CSN?,1 +BBY Best Buy Founder Schulze Considers Alternatives to Buyout Plan Feb 13 at 15:48 Profile hits: NONE Disclosure Short BBY,-1 +"CEG ooking to Add to, soon.",1 +znga looking to continue to add as well.,1 +PPHM is going down like a Ship!,-1 +"YB holders cashing in after big run since November, GS underwriting 25 million shares secondary",1 +CSCO Never mind Crisco - Call her KY for the longs.... 16 target,-1 +"NN uptrend still intact. Had resistance at 0,4. It will attack that again in the next days. First gap to close is 0,5 then 0,8. TP 1,5",1 +Our 2013 solar outlook: SPW SCTY FS YGE TS STP,1 +user CalMustang That's why we own 0.05 puts... doesn't get any cheaper than that on the risk side MCP,-1 +Omega Advisors initiated a 3 million share stake in FB also sold his entire stake in Apple AAP ,-1 +Take a look at how IDCC jumped up quickly after touching the lower Bollinger Band. Happening again. ,1 +"AMZN - no matter how I look at it, I still can't figure out why it's valued at 269.47 > ",-1 +Market Wrap Video + Additions to Watch ist including: AGO AS CHK CVA GA NFX GP - by My Valentine,1 +BAC Don't forget OPEX is Friday (3rd Friday of month) So we will see below 12.00 for OPEX IMHO!,-1 +After Hours Most Advanced: SKX AWC IO BT THO NFX ANGI EDMC JCOM BCO VCK Z SGEN EQIX MBFI,1 +INVN CEE - started it's red bar down shorting more and CEE hasnt made it move yet - patience,-1 +user You're Wrong I was long BAC till Yesterday. I think you are falling in love with Stock instead of making ;-),-1 +BK buys HNZ is HSY next? Warren must like chocolate bars with a coke KO,1 +"AN rally on MS upgrade might be enough to keep us long, price needs to reclaim 10wk ",1 +COMPQ SPx AAP C CSCO GM - Wall Street: Futures in red before jobs data ,-1 +Side note: Nelson Peltz (Trian) actually designed the new HNZ ketchup packets. Wendy's is one Peltz's fav investment.,1 +BAC Euro-zone GDP plunge stokes rate-cut expectations ,-1 +DE looking for a bounce,1 +"FIO Hedge Funds Are Buying These 4 Oversold, Highly Shorted Stocks With Troubling Sales Trends ONG",1 +the last two times I saw Warren Buffett he told me to 'Catch p' ....i just thought I was slow! .... ahhhhh hnz,1 +COH 52w low...,-1 +"eal estate on fire this morning wit GY and Z, Z only up 4 since the open #NewMomoStocks",1 +"AFFY oversold. etter is precaution, not a death sentence.",1 +HTZ Great relative strength today in red tape. This wants 19+!,1 +"SYNT full year 2012 revs +13%, EPS +51% vs 2011",1 +EAP being sat on at 6.58 by large sell blocks - maybe some people need out of shorts?,1 +AFFY unbelievable round trip!,1 +"SWI still acting sluggishly but not invalidating yet, hanging in ",1 +"SWY - long late night checkout line was funny last night - all men with last minute Valentines flowers, cards & candy - did you get yours?",1 +MCP so much for my 7 puts... at least I have common stock! SC here we come!!! ,1 +GMC upside volume low but confirmed strong support beneath ,1 +"OCN closing off its highs recently, but volume remains on upside, no damage done yet ",1 +news on NS?,-1 +NS aggressive put buying in Feb options,-1 +"GS continues higher - a great ex. of buying right and sitting tight, allowing your winners to run ",1 +NS breaks below the triangle,-1 +The Harbor - ValuePlays | ValuePlays HHC XOM FB M DDS GGP,1 +user Me too but NFX has been kicking my A!,-1 +"NFX daily had the buy, its in extreme overbought so up should slow down but orange EH is power. ",1 +SWKS ong Setup (Triggered): ,1 +user: SWKS ong Setup (Triggered): ,1 +SFY - Now that's a pretty Short Stroke forming.,1 +SFY - Now that's a pretty Short Stroke forming. ,1 +INVN is a tough one to figure out & trade short term. I'm in long term so I brush off the intraday volatility,1 +"ed Weekly Triangle on AMPE,....pdating ",1 +user Nice JVA Super ed,1 +"Sold partial SKX It is in a bear market you make most of your money, you just don't know it then aising ",1 +AAP weak... no volume..,-1 +ACX Fidelity now owns 2.981%. XV BBH,1 +WFM fibs say here or 81.67 ,1 +"BAC altho vol during formation not ideal, still a saucer nonetheless & possible C-n-H. Trend clear ",1 +CT declining 22 % after a dividend cut of 26 %.,-1 +HNZ do you guys think it will fill the gap?,-1 +VXY IVAN buy SPW after a minor pullback - 14.70 target,1 +AAP 65mins Bear Flags ,-1 +SEV needs a little bump to get it moving up again.,1 +CST - 150% avg daily volume. ooks good for higher. Next resistance is gapfill. ,1 +OVTI eclipsed yesterday's highs...16.50 initial tgt ,1 +HA from morning follow up - best new mover from watch list today with volume of 145% ave full day ,1 +ES_F Hedges rotating into Junk stocks like Solars and squeezing them FS SPW - Sign of End of QE Inflation ally?,-1 +Halliburton having a monster day. The Evil Empire wins again. HA,1 +W looking nice,1 +ADM 50ma crossing above 200ma,1 +"AN ooks like that pullback entry worked, now lets see the action.",1 +SPW seeing a bearish divergence forming. on watch for a flush to short.,-1 +VVS at the highs ,1 +Solar stocks are ripping. SPW up 20% and FS up 7% and Trending ,1 +call vol has tempted me in! :) ONNN,1 +GPN is breaking out !! Tiger Global aised Stake in Groupon from 1.3M Shares to 65M Shares ,1 +"AN technicals turning positive. SI rising, MACD crossover. Cleared 50EMA. ",1 +SPW short 12.33,-1 +HF entry 18.34 stop 17.55 ,1 +PPHM Going down to 0.69 ouch...,-1 +"GPN indeed has broken out of 9 mo base with min next upside target of 6.12/16 if hurdled and sustained, 6.50/55 with 7.50 med term outlier",1 +BAC Sell-Off of the day begin !,-1 +2013 ooks Bright for .S. New Vehicle Sales - Blog Posts by Tom ibby | . . Polk F GM TM HMC,1 +"user I agree it's accumulation, but on SHOT term I'm bearish and on long term I'm bullish on BAC",-1 +GEVO still holding for breakout !!,1 +SPW covered 12.12 not trusting it for a swing. will watch for another short tomorrow,-1 +agree user: hedge funds sold AAP in Q4. We'll see if it was a smart move or they dumped the stock in a panic. I say the latter,1 +PPHM 3 million shares stuck in a squeeze. Disinfo agents already appearing! user ,1 +VHC looks ready to go...really tight range last few days ,1 +WOW! WFM. Bearish past 86.72,-1 +TSA this is why electic cars will go mainstream soon ,1 +NVDA rebounded strongly today on pretty heavy volume and might be on the way up again. ,1 +GEVO The volume is still large so it could potentially break out again at any moment. ,1 +user check out CNN reporters finishing up successful TSA drive from DC to Boston. Prob have cameras in car ,1 +Selling ICE Short check out my video analysis ,-1 +"WT Bullish signal (initial confirmation) pushing above the 200 day average, for the 1st time since July of 2011. ",1 +"ES,TF,YM,SPY,IWM,DIA, Hurricane FAGS are P! Another warning lite... ",-1 +Told you on SPW I still target 16 and higher ,1 +ADS breakout ,1 +HNZ Another American Institution sold to foreign interests as SA is gutted. Buffett has 0 management power over 3G. ,-1 +GD SV NEM ABX AY - The Price of Gold plunges to six-month low ,-1 +COMPQ SPX IND AIG KFT AEP Futures traded in red with an eye on the G-20 ,-1 +"T user DDD & SSYS working on left side of new bases. Wait patiently for them to form & better price action, as entry is everything.",1 +Hot Stock today - QIK OPXA MAKO DAA,1 +Market Wrap Video + Additions to Watch ist including: AEG CAM DMND DC FT SFY ZOT,1 +GD SV NEM ABX AY P DZZ - The Price of Gold plunges to six-month low ,-1 +PreMarket Most Advanced: QIK GTAT IEP MEKO WTSA QGEN TIBX ATM ZNGA JB,1 +today could be the beginning for a MSFT run! (no pos),1 +going to full position in M,1 +M currently above resistance this morning ,1 +"54 Short Ideas to prepare for the next correction, BID SV GD FXE PB WTW FCX CF MNST Starting to tighten.",-1 +GEVO Good breakout on high volume. Possibly a nice long trade for a 30-40 cents profit,1 +SWY - added to long,1 +anad long 2.61 flag breakout. ,1 +user: NTI buying 8.80 -8.83 - BYING MOE 8.87 -8.90 - magic 9 test,1 +ATVI short with a tight stop.,-1 +SHW keep eye on this one - poised to breakout to new highs ,1 +PCYC strong winning trade since Wednesday up 10+ since (holding) ,1 +Equities esearch Morning post at my home page SSYS DDD,-1 +SHD - Coiling snake,1 +user I was early...but right on! thanks for lookin out ! ssys,-1 +user I want to frame this post u sent me....you may have been only one to read it lol ssys,-1 +TIP - p fill the gap,1 +"EXAS nice pattern, maybe trying to break out of this handle or wedge ",1 +GOOG stopped out of half --,1 +FS alert update: I suggest selling at least half again booking profits over 36% thanks again FS,1 +DDD - Breaks 50 day.... Stops at 50,-1 +SSYS - 65 or 60... pick your winner...,-1 +It really wants it. user: ZGNX...C'MON 1.60 + PINT ,1 +BAC 11.95 could be the pin today !,-1 +ZNGA 3.22 better be holding!!!,1 +user: Why is BAC falling? Montlu OPEX and Pullback of OVerall Market,-1 +"IPHI ....that would be called a spike, lol, in at .49",1 +N found buyers near its rising 50dma and it is looking to resume its uptrend ,1 +I was out today so missed it but CAY from watch list did well on vol of 197% of ave full day ,1 +GME big volume coming in,1 +FT another watch list added yesterday that triggered today has volume of 55% of full day average ,1 +QCO made like 3 points scalping this today!!!!!!!!!!!!!!!,1 +user: BAC accidentally bought the dip ->Now Close r Eyes Till end of March ;-) Or buy more on EOD Should Close 11.95 12.00 Opex,-1 +Nice share.... user: AMZN intraday short explaination. ,-1 +SWY pretty lame selling SWY because WMT sold horse meat in Europe. TH SPY,1 +SBX breaking down from ascending channel. 54.57 gap close ,-1 +QCO Questcor ises On nusually High Volume (QCO),1 +AAP note +4 on 30 min opening range this morning short. Still moving lower. ,-1 +SBX gap close...that was fast,-1 +"WMT Wal-Mart on report of slow February sales: Often see internal communications that are not entirely accurate. -2,8 %at this time.",-1 +DIS staying pretty strong on the board through that market dump,1 +APO good volume bounce; entry 22.19 stop 20.50 ,1 +DV Pulling back to breakout point. Needs to hold the 2 area. Strong Bullish trend still intact. ,1 +What??? No! How is this possible? ;) user: Payroll taxes eating WMT lunch.,-1 +I have a feeling the last 10 minutes of today's close are going to be interesting for NX.,1 +VXY Short again - GS just downgraded volatility into June,-1 +HF - looks like icahn will be losing 100 times of his schmuck insurance that he waged war with ackman or his total NFX profit so far,-1 +Canadian MTY.CA much better choice than CMG #valueinvesting,1 +"WMT Scared over an e-mail? Ha, in on this for the bounce back.",1 +"ed Daily Triangle on SONC,.....Open ong at 10.99",1 +CF #cliff the Head & Shoulder still thinks it's right! ,-1 +QCO 5 Stocks ising on nusual Volume,1 +SGY broke down its 50EMA & trendline support on increased volume and selling pressure. ,-1 +"DDD - still an 11% gain for year but shedding profits, look for a base to build (could be months) ",1 +MITK - been waiting for pullback since 4.00 not happening now looks to go thru 5.00 great company,1 +MITK perfect example of cup and handle breakout from 4 to 5 - EVC has this pattern now,1 +"CWST long 4.67, Ascending triangle, 4.65 touched several times,4.66 high. 200SMA 4.80'sh - magnet ",1 +"BIOF looking very strong, I would like to see a pullback to re-enter. ",1 +"ZOOM long .76, looking for continuation/momo ",1 +BCD price is holding above recent breakout area. Technicals look good. ,1 +Keep an eye on this bull flag on VZ Over 45 would be buy trigger. ,1 +Google will open its own stores by the end of 2013 GOOG #bull,1 +ltra ever dry will boost TEK in the next few months....,1 +DVAX buzz around this stock now - will be in play Tuesday with news limited downside big upside,1 +AAP - Series of lower highs. ooks like it wants to retest the recent lows. ,-1 +EA if price doesn't hold above 9SMA then 16.71 is the next support. ,1 +FFIV - Worked off overbought levels quickly after testing the top side of this long term base. Gap fill at 99.05. Ascending triangle.,1 +V - Tested the 50ema & working out of this bull flag. Expecting a test of recent highs. ,1 +PIP breakout at 1.48 and then again at 1.70 ,1 +"SANW read thru eps and cc. Nothing fancy, just steady execution of a plan. The best is yet to come. Some patience required",1 +SANW to get a management team like this for such a small operation is unusual. Grewal is building a monster in a smart manner.,1 +SANW btw I am not a buyer here. I already own a lot. I will add on pullback. I think there is a point in the future where this rockets,1 +"MTG Major resistance at 2.80 which is Fib level and 20 day MA. if you are long, good luck. ",-1 +DVAX tempted to increase position on Tue,1 +"Shorts Tues, most I stalk have 1 - 4 days inside base or bounce after red kicker ACCO BT DMD EY GMX GO HAO NPSP OEH OZM TEO",-1 +EBAY Nice consolidation since break out after earnings. Waiting for break out above 57.27.. ,1 +HPQ NVDA QCOM umored HP tablet could use Tegra 4 chip and Android as its OS ,1 +SWY : bought long-term calls.,1 +"AAP broke 10 & 20 day MA's on Friday,acts dreky, support levels seem to be in 10 chunks to 430 ",-1 +CJES C&J Energy: ook For The pward Trend to continue ,1 +SPW Interesting analysis and speculation of share price. ,1 +"SSYS short/medium term trend is down. Next major support is at 64.72, its 200-day EMA. ",-1 +NKD target 150 - 12 points to be made on downside start short scaling here,-1 +PETM - ooks weak. Next support level is 63.40ish. ,-1 +I don't like the technicals on OMX but the fundamentals look like they could turn around with a few good quarters.,-1 +"NX setting up beautifully, and much is still short ",1 +"user arge % owners on Morningstar rival 1990's mania...CSCO, AO, etc. AAP range bound as funds diversify away w/o growth. JMHO",-1 +possible new shorts MCD XT DDD DE EA FFIV QCOM TA,-1 +"AA - China's buy into AA joint venture trumps weak aluminum demand and pricing SPX, DJIA",1 +AEP Over 45.20 ,1 +WYN Over 60.32 ,1 +"JNP FX ong, getting in tom.",1 +GOOG this market leader is heading to next Century mark 800 could see resistance ,1 +GD SV ABX NEM FCX - Distrusts Soros sells gold and much of their holdings - ,-1 +ABT - Abbott breaking out yday. Cup w/ tea and crumpets? handle Jan. ,1 +FDX no position - watch list on this flag ,1 +" Holding horz support, BB squeeze, rising vol. watching to clear 200 sma 68.33 ",1 +INFI from watch list gapped to over line today on vol so far of 16% full day average ,1 +COH worse and worse,-1 +BAC ong if beats 12.15. Stop loss 12.01,1 +"CT nice move this morning, gap filling in action!",1 +SPW 1;1.382 14.62 1:1.50 15.24 1:1:618 15.86 Poss Daily Gartley moves,1 +GOOG crosses above 800 wow !! ,1 +GS continues to make new highs - ,1 +China Shanghai Composite Breaks Key Supprt FXI BID NTES SINA SOH YOK YZC XME JOY CAT X ,1 +QIK holding below 26.50 makes sense on the short side,-1 +GAE Xi Pharmaceuticals [XII] Announces pcoming Presentations ,1 +NFX Has that I wanna be a 200 stock feel,1 +People are way too damn happy about NFX. I wouldn't touch it with a 10 foot stick right now. Needs a serious pullback.,-1 +GOOG sold 1/2 of long position ,1 +GAE something going on long 1.84 -1.85 1.86,1 +user: BAC Stop loss in 12.09 after beating 12.20,1 +AAP in time will retest 1/25 low 435 area (holding short) ,-1 +So if AAP and WMT crack... it won't bode will for the XT... ,-1 +MGE buying long 2.68 2.69,1 +FNS long a bit,1 +AMD Chooo Choo pop to bankruptcy?,-1 +WFM Watch 87.11. If breached get out of the way,-1 +GIS Stop loss in 45.04 after beating 45.27,1 +user AKAM on the radar as a potential short vs 39.30 ,-1 +user: user AKAM on the radar as a potential short vs 39.30 ,-1 +GAE 1.90 now may buy more 1.93 - gut shot to 2.00,1 +user in on EV since 14.95 it has had a huge run and isn't really showing signs of stopping yet. Don't want to be greedy...thoughts?,1 +"The first target for NEM below 43 is 40, but there is room for a bigger move to 28 for this value trap as long as it holds below 43",-1 +Whoopsie: Costco CEO: We Shouldn't Have sed Tiffany to Describe ings [EXCSIVE] COST TIF ,1 +EAT lod ,-1 +GS with Fibs & next res pts at 160.69 and 166.06 ,1 +NIS over SMA30 and SMA50 now. Et's go. ONG,1 +short FCX needs to retest 30 level,-1 +GAE 1.95 now - 2 is a lock in now!!!!!!!!!!!,1 +"After the failed breakout last week, JAZZ is setting up again. eports Feb 26 AMC ",1 +"BCD holding up well. BollingerBand Break, OBV Confirms, SI confirms, ADX tryin to reflect uptrend ",1 +"user I agree, GOOG is severly overbought in this overinflated market.. expect a short position from me soon...",-1 +AAP Expect to break upside;Triggers:Einhorn+Shareholder meeting+iWatch+Good base around 450 area. ,1 +Good news AAP rated #1 brand.. call your broker and have them raise it's value! ,1 +egional Banks Have The Best Trade Setups Out There BAC FME MTB NPBC ,1 +SPW ooking for 50% retracement of move from 8 to todays high 13.66,-1 +SPW I love these bankrupt solar companies on momo pumps FS TS CSIQ,-1 +ACX Today's P reads very positive.Would like to see the stock back at highs by month-end. More results coming. XV BBH,1 +WT -Time to break out of the inverse H&S... Target 50,1 +CHE (home healthcare svs) at new all-time highs on heave volume ,1 +user: GOOG Stop loss in 803.79 after beating 805.00,1 +BAC Will go to 12 imho,-1 +GOOG Stop loss in 804.41 after beating 805.50,1 +Just picked up a couple MA13 PTS on ODP good idea? ol.,-1 +BAC Vol. Fall on EOD.. Possibly Small Sell-Off !,-1 +BAC Out of my short for Should go around 12.00 to consolidate.,-1 +QCO Is this running up into the close? Wonder if that is a Positive indicator. I still have not bought enough. Please come down a little.,1 +"ed Weekly Triangle on SONC,.....Scaling p ",1 +QCO new hod nice - holding overnight to 34,1 +"ed Weekly Triangle on DVAX,...Open ong at 2.95 ",1 +Two straight dojis for CM at 175 - a big level.,-1 +"TSCO nice setup here, maybe sideways a few more days then a close above 105 to seal the deal.",1 +GAE closed right on the money at 2.00 - should see 2.20 tomorrow,1 +"user So, What That Mean? for DVAX",1 +"ed Monthly Triangle on CSN,.....Scaling P ",1 +"user of OSV: Fundamentally, it is extremely cheap by being priced for zero growth. Coming from someone who doesn't like AAP/products",1 +ADM #Food #Archer Daniels Midland #breakout! ,1 +"ed Weekly Triangle on FNFG,......Scaling p ",1 +SMA nice,1 +#ed obin GB boing! ,1 +en fuego! FMX EWW #Mexico! #international KO ,1 +GEVO uptrending from double bottom; 50 DMA crossing 200 DMA. Asc T/ = 20 DMA. Stop under 2.25 ,1 +Market Notes Video - today's News buys included INFI NTS BMN ANAD SGI DC AEP,1 +ZNGA looks good long here w a stop 3.09.. still long some but mostly sold [not adding],1 +"Trade idea buy GGS 4.60 , target 5.47, cut below 4.20 ",1 +NOV National Oilwell Varco: Excellent Opportunity To Invest In ndervalued Company ,1 +AfterHours Most Advanced: NTSP MBS SINA MDX OPE STA CTT AIA BEAV DMD ZB PI GDOT AWI,1 +GOOG I only use Google. Heck I use Google for everything. I don't own the stock but I am still bullish on it.,1 +I believe there is a sort of manipulation going on with the XT when you compare the price moves against the underlying holdings like WMT,-1 +For the past 10 years has booked an avg return: 6.6% from Jan to Mar option expiration. Posting positive returns for 8 of past 10 years,1 +For the past 10 years has posted a Best return: 21% Worst return: -8% during the Jan to Mar option expiration time frame,1 +For the past 10 years VFC has booked an avg return: 7.3% from Jan to Mar option expiration. Posting positive returns 10/10 years (100%),1 +Both GI and have increased in price for 8 of the past 10 years in the Jan to Mar option expiration time frame.,1 +VFC has increased in price for 10 of the past 10 years (100% of the time) from Jan to Mar option expiration: ,1 +The dip last week to 15.55 might have been an amazing opportunity for investors to buy OVTI ,1 +MSFT closed above its 200EMA.Short-term uptrend is intact and signals further bullishness ,1 +GD ABX NEM DZZ AY - Deutsche Bank: Today is an important day for investors in gold ,-1 +ODP and OMX two failing companies joining to fail as ONE!,-1 +"QCO Screener- over 500k vol-over 2% Divy-Peg under 1-Positive Inst. Trans-25% growth Q/Q-short interest over 20%, There's only one QCO",1 +user IFE is good?;),-1 +user EBAY is on the radar for a move out of this new range above 52.26 ,1 +Pre-Market osers: HN GMN BHP BB SODA GD IO AGO A GDX,-1 +NEOG has positive fundamental trends & a push through 48 of a cup&handle. pside mid-50+ ,1 +"SPW pauses, SCTY continues its run, up > 20% in 1 month: ",1 +short CAT,-1 +ODP it's on!,1 +ISG this technology is still in its infancy...the demand is there. Hospitals/surgeons want it. Will only get better over time imo.,1 +GAE 2.11+ selling from daytrade & swing trades played from 1.85 to break 2.00 - it sure did thanks GAE,1 +VXY ZB_F reversal - #FED distributing cash to banks GS JPM MS BAC,-1 +Fund trxfr will be good to go by tomorrow - will be joining DVAX bulls by adding more calls,1 +NSPH Our software initiated a purchase at 2.03/share. We are looking for a quick 7-8% #swingtrade on this #stock. ,1 +AAP Apple VIX up today. ,1 +"CM 30 min O - ema just below. Short thx user - no position yet, ",-1 +JVA moving up nicely,1 +hum below 72.6 was strong can get all the way back to 71 and 70.,-1 +"Green Daily Triangle on MH,....Open Sell Short at 3.93 ",-1 +GMX penny again soon ?,-1 +MON How quickly investors forget the massive beat in earnings reported in Jan. And the big uptick in 2013 guidance. Short minded. SPY XB,1 +AON eaches New 52-Week High. ong if beats 59.13. Stop loss 58.79 ,1 +SWI still down small but put in context this still looks good ,1 +SPY triggered at 10:30 AM sorry _ got tied up with AAP ,-1 +"OCN down small from entry, low volume decline into support ",1 +BAC ally will resume after Fed minutes digested IMHO.,1 +"GOOG notice volume still coming in on up days, looks solid ",1 +"CTGX more like u/c than a winner but nice recovery, uptrend intact. ",1 +HTZ reasonably tight consolidation so far of last weeks advance ,1 +AEE who says utilities are boring ,1 +BAC Based on Tech Analysis we have reach bottom for Today. So it should rise up for the rest of the day (minus reaction for Fed Minutes),1 +"EN Take your profits and run. Nice run up,but it's over. Wal-mart sales down so who's got money for a new house. SE",-1 +AON Stop oss in 58.96 after beating 59.30,1 +ast week was interesting because tiny amount of good news and Huge pop on AAP everybody wants it when it takes off,1 +WEN ho hum lots of love today. CA,1 +"ed Weekly Triangle on FNFG,...Net Profit 21,240.00 (2.71%) ",-1 +VXY #FED POMOs flowing from ZB_F to GS JPM MS BAC - free cash to squeeze derivatives to pop markets to 1546 ES_F target,-1 +VXY Buy SPW 15.75 target near term solars new squeeze zone. VXY to 0.,-1 +Valentine & Winthorpe are gonna pick up some DVAX starting tomorrow,1 +"Green Weekly Triangle on FNFG,....Open Sell Short at 8.22 ",-1 +"Green Weekly Triangle on FNFG,....Open Sell Short at 8.22",-1 +"Green Weekly Triangle on FNFG,....Open Sell Short at 8.22 ",-1 +DNKN I love Dunkin Donuts right here!,1 +NVDA not working so far still holding though.,1 +GOOG Glass is coool ,1 +WEN in 5.65,1 +GS Conviction Buy Stocks With the Most pside: AAP ,1 +Glade I'm fully hedged and then some with MCP 7 puts for this friday. I think I'll just settle and be done with this trade,-1 +AAP 5 min - w/ O overlaid ,-1 +user reporting that NVDA Tegra 4i should have a solid GP and that the integrated modem should be perform well by launch. Great!,1 +"but user thinks the name T4i is a red flag. not sure how that'd impact value proposition. Given source, sounds net bullish NVDA",1 +SPW ...almost time for my daily short,-1 +Bot EC at 2.65,1 +"(given general negative bias when it comes to NVDA, one has to read between the lines with user )",1 +EC looks poised to breakout these next few days as attention appears to be returning to the sector ,1 +BAC Small Did on FOMC Minutes... Now we will resume to close Green IMO !,1 +AAP 15 min - I'm in otus position trying to emulate user,-1 +EC Breakout Imminent. ,1 +user - CM thx for the party invite. Along for the ride.,-1 +PHI Our software auto sold this one so we are cutting our losses on this one at -5% on the trade. ,-1 +eading stocks continue to breakdown even though major indexes one day off multi year highs. TO EXP SODA KOS Y KBH AD OAS FB,-1 +ODP Has dropped below 4 on high vol. #fallingknife,-1 +"ed Daily Triangle on HEO,..... pdating ong and Short Position ",1 +AAP and CM - if you're following the strategy you should take some profits b4 close. ,-1 +Trouble for homebuilders in recent data... XHB TO PHM DHI,-1 +COX short looking good but we'll see after the bell.,-1 +i wonder what metric Elon Musk will try to get analysts to focus on as it matures and grows as a public company ...#notacarcompany tsla,1 +"CS - You can say whatever you like about the 6mo, but thats a 9mo long head-n-shldrs folks on 1yr ",-1 +"Damn near impossible to get me CS for anything but a scalp long-side til we see 21.50, at least-18 possible.",-1 +WMT expect that miss from late last week to materialize tomorrow morning... ong 67.50 puts ,-1 +user Meanwhile our MA9s are decaying... SWHC,1 +"PAY Barron's Blog: Verifone Plunges 25%: Warns FYQ1, Q2 To Miss by a Mile - Disclosure Short PAY",-1 +"AAP Short Setup: A catalyst could counter (whoa, remember AAP catalysts?) but 425 tgt, 435 resis ",-1 +WMT DJ Wal-Mart de Mexico 4Q Earnings Slightly Below Expectations ,-1 +"WMT added some more calls today, might be good , gapped down before earnings the last 2 times, then rose over the next two weeks",1 +"So glad I sold pay around 31,I was tempted to buy back in, now won't touch it till all dusts settle,it's in Norman's land",-1 +AAP (65mims) bear flags at work (i watch the volume to confirm those) ,-1 +Video- ICE Short Part II. ,-1 +that's all folks CF #Cliffs Natural #h&S says much lower #beep beep! ,-1 +" SPY, ES, Define risk always, keep sizes proportionate, risk only what u can afford to lose.. ",-1 +JACK GB BK Burger stocks are on fire WEN needs to catch up.Declining employment means rising burger index.,1 +NVDA ZTE to ship some of the first Tegra 4 phones by mid-2013 ,1 +The #SEC should launch an #investigation into #Citron This company eleased inaccurate information on DDD They only short sell to profit,1 +PAY VeriFone price target lowered to 15 from 27 at Deutsche Bank - 1 of 4 Massive downgrades - Disclosure: Short PAY,-1 +WMT I'm still short....,-1 +WMT how can you not look at these numbers and not see business slowing!,-1 +HSNI has missed the expectations: 4Q2012 EPS diluted is 1 vs 1.04 consensus vs 1.06 whisper,-1 +WMT if i had enough cash on hand i'd be shorting this right about now,-1 +IBM to double investment in mobile. Analysis of IBM: & broader mobile movement: ,1 +"PSTI in a consolidation mode, close to triangle breakout & Bollinger bands volatility squeeze ",1 +Yesterday's earnings from CNK suggest a 25 handle before 30 ,-1 +CAT Gap fill area approaching. Will be filled in next few days. ,-1 +Estimates to move lower for SAFM after EPS and a trend line break likely today with support at 47 ,-1 +"WMT BOOM:Feb sales started slower than planned,due . . .to delay in income tax refunds, Bill Simon,CEO WMT.S #IT'SWOSETHANYOTHINK ",-1 +"GDX GC_F GD NGT Squeeze JPM and the Comex shorts - been getting away with murder, TX",1 +"IBM trading below the box (also50EMA.. if the bottom of the box resistance holds, further downside. ",-1 +EC looks like another day of heavy volume/accumulation. Could get interesting.,1 +"ed Daily Triangle on HEO,....Cover Short Position,...Net Profit 76,560.00 (7.46%) ",1 +AAP 30 min - have to walk away. All out. ,1 +Call me crazy but i am buying AAP here 0_o,1 +I also bought BAC and VOD. I am catching knives here.,1 +"FIO No onger A High Flier, But Is The ong-Term Story Intact? ",1 +CBMX long 4.90 -4.95 play thru 5.00 again,1 +user: CBMX long 4.90 -4.95 play thru 5.00 again - selling half 5.20 raise stop on rest,1 +EA nice move (long),1 +SWHC added more march 9's and 10's here. I'm done.,1 +DVAX buy'em,1 +WMT opening range 30 min. JPM comments negative. No position ,-1 +user: F Foot ocker increases quarterly dividend 11% to 0.20 per share. ong if beats 34.86. Stop loss 34.64,1 +"BAC when she loses the 50 day, the whole market goes imo...",-1 +"Is it just me, or does that look like a double top on HD?",-1 +ATHX MACD cross down,-1 +CS - To those that doubted me; today is you're official break/trigger of H&S pattern - lower prices coming up.,-1 +DVAX Valentine & Winthorpe buying more here,1 +"ed Weekly Triangle on SD,....pdating ",1 +AAP 200? user could buy it w/ his V with 137 cash in the bank! give me some of her kool-aide #mediawhore,1 +FOS short working great up 4 since posting yesterday!,-1 +SWY Option Bears buy puts betting 500k on over 10% down move ,-1 +FOS took 40% of short off here,-1 +"Green Monthly Triangle on ISIS,....Scaling Down ",-1 +CBMX that is unbelievable!!!!!!! but I am happy with my sell I am not good at calling the exact top,1 +out of FOS short for now as it tests its 50DMA awesome trade up 4 2 days,-1 +"QCO is one of my favorite value stocks. Zero debt, great margins, low P/E and PEG, and soaring income. I am long!",1 +"Green Weekly & Monthly Triangle on HBAN,....pdating ",-1 +PK watching for a decent spot to get in,1 +EC Big picture.Bullish B/O of a symmetrical Triangle confirmed on Expanding Volume.Buying dips ,1 +BAC Thank you to the greedy guy who bought my shares 11.99 yesterday when it hit my stop. I'm sure they're now an investor.,-1 +"ed Weekly Triangle on SHO,....pdating ",1 +"BAC Breaking Down, SPY is Next!",-1 +"FAZ about to Explode, Get eady, BAC just broke under the 50 day!",-1 +MBS Nice action above the breakout ,1 +just in case u haven't watching JCP closely. look for the volume spike. ,1 +"ed Weekly Triangle on DVAX,....Scaling P ",1 +"V just look at Visa, what a champ, textbook bounce at support and now outperforming again ",1 +MHK > I meant to say TD Buy Setup nderway?,-1 +GMC another one that's holding up well in this selloff ,1 +"Green Weekly Triangle on FNFG,....Scaling Down ",-1 +ODP is hanging on for dear life...,-1 +KKD let put in a cup and handle before earnings,1 +"user iGreed AAP Einhorn should hold weekly conferences, would help this stock! looks like he helped the whole mkt >It work Nsdq is p",1 +AAP tips for TC.. The other tim did it TMI raises div buys back stock ,1 +BAC 11.52 small resistance...,1 +HPQ user option guest on bloomberg tv just said buy march 18 calls too but also hedge by selling feb 17.50 calls other guests T,-1 +Our software stopped us out of NSPH today for a 5% loss on the trade. Still hanging on tight with HA - ,-1 +PCYC volume is everything! POSTED VIDEO with sound ,1 +"Green Weekly Triangle on CYTX,....Net Profit 31,761.00 (11.09%) ",1 +HPQ bought a few March 19 lotto calls before the close... Just in case!,1 +Ops Misstype ! user Better to buyback BAC 12.62-65 on high volume IMO,1 +ties into user 's #fashology theme... GOOG + Warby Parker. ,1 +user: BAC what's the play short term ?>> Will depend on economic data + StressTest - ong term?>> 13-14.00,1 +WEN need to take out 5.60 for next leg up. ADX MACD +VE ,1 +AAP we can have the iToilet for all i care just get the stock back to 480.,1 +MCD bear flag on daily.. needs to hold below 94-93...,-1 +"trade idea Buy GOOG 795, target 980, cut below 740 ",1 +XCO is a gift no matter how its looked at oversold undervalued IMO prices of NG correlated with possible correction : VXX,1 +DDD SSYS XONE and nice entry to dip toe into CIMT 9 beat the street in everyway Much potential : NGT FCX CO nice entry IMO : VXX,1 +user AMZN holding above the 50dma in a diamond pattern. ooks good for higher prices...imo ,1 +BAC Fed's Bullard: Fed Policy to Stay 'Easy' for 'ong Time' ,1 +BY of the day PAY ...market over react yesterday! with a 5.2 Forward P/E it's just a gift!,1 +Pre-Market Winners: HPQ APO AIG COG ETFC FAS GDI EDC TS COG AIG ONXX TNA DB,1 +Pre-Market osers: NFX AX ANF VXX ISG O JWN,-1 +shorts WG STK SNSS NPSP MM NDC HAO,-1 +ZNGA was approved for Nevada gambling license which will help drive revenue,1 +AAP after yesterdays prediction of 200/share I was thinking maybe a split or finally they will double the dividend?,1 +looking for JCP to finish ystdy's move into 22.50....#shortterm,1 +user Why is BAC struggling to get up and moving today? > IMO We fill the gap & go p after !,1 +"JCP The next BBY (IMM) GMC, NFX? Action would certainly indicate such. ",1 +"Green Weekly & Monthly Triangle on ISIS,....Net Profit 75,852.90 (4.93%) ",1 +DVAX rocket time hold on long 2.99,1 +adding to short on WYNN,-1 +"Green Weekly & Monthly Triangle on ISIS,....Net Profit 75,852.90 (4.93%) ",1 +SAVE again edges up; our analysis + a look at budget carriers: YAAY,1 +"ed Daily Triangle on DEPO,....Open ong and Short at 6.66 ",-1 +"PAY is on the run, short covering in action, now waiting for small down to enter...I'm always late!",1 +"PK still in swing shares, still at least 17milion shares feeling pain and still short",1 +"GOOG reminds me so much of AAP in Sept bouncing around the all time high.. no new products on the horizon, time to sell, buy back later",-1 +SFY - Attempting a short stroke breakout or forming a 3 week tight pattern. Study ,1 +"ed Daily Triangle on CYTX,....Open ong and Short at 3.38 ",1 +MD a steady gainer since mid January. One of our alternative Bakken picks. North Dakota piece here: CP IET,1 +GOOG is now doomed user is calling it COO! SE SE SE,-1 +"user: Bulls are trying to keep this market in the green, but you can tell its a struggle. Nasdaq now up just 8 pts. AAP fading",-1 +WBMD trade for move thru 20.00 long scaling here 19.75 - 19.80,1 +CF The trend is over. Time to step aside and wait for the next one. ,-1 +"EON in 2.78, stop 2.74",1 +NFX failure today 182.50-183 doesn't bode well for next week. top of my list to short Mon. w/ close below 180,-1 +"Green Daily Triangle on MNK,....Net Profit 9,587.50 (5.32%) ",1 +Watching GS closely on today's trend-line. Has been leading SPY up AND down.,-1 +"ed Daily Triangle on HEO,.....pdating ",1 +"out of AN, WBMD, and BOX, I like BOX as having the best chance of a continued run-up tomorrow",1 +AAP over 451 could start an ankle grabbing session 0_o,1 +V and MA FYI: When they tagged the 50d's yesterday they also touched off multi-year trendlines. Good a spot as any to be long (holding).,1 +Obligatory monthly post of MA's 2010 uptrend. February 2013 update: Still going. ,1 +V Price sitting just above 2011trendline as we speak. ,1 +user I follow up closely my scaling plan and I am in every level without any dough CSN,1 +I'm heavily betting into SYX for Monday's earnings. ,1 + this is so bullish for ZNGA [online gambling legalize in nev],1 +EC pulling back to its rising 50SMA on low volume. Golden cross on daily. Should react here ,1 +AAP 450 is going to be hard with all the open interest for this week exp.,1 +user: GOOG is rolling over and AAP is rolling up...rotation time. Always bothered that GOOG does 10x less vol? fast exit,-1 +EV buying on this pullback of this strong stock; entry 39.74 stop 38.02,1 +"GOOG no traction,no vol, 3rd day lower, last option day of the month... flush?",-1 +user:Glass potential to make everyone a spy or a creep GOOG ~ appeals to hipsters & pervs & if voice cmd is as bad as siri oh-no,-1 +NFX Doesn't anyone else find it delightfully amusing their hit series is titled House of Cards?,-1 +emember when Microsoft was one of the world's most valuable companies and the Gov't conspired to take them down? Apple knows now too. AAP,-1 +short WYNN. I still think we've seen at least a short term top.,-1 +TA nice move since shorting at 88.60 will carry overnight.,-1 +GPN Groupon Bear bets on over 20% down move by March 1st buying 5K Puts ,-1 +"IP sneaky breakout seconds to go before close, waited all day for this one",1 +CHK Consistently pushing above the 20.00 mark & the 50 day now arching up nicely above the 200 ,1 +Some #insurance stocks at all time highs! AON AS TV WB Weeeeee SPX SPY ,1 +ANA & AMN bounced off same double bottom - may see test back to 9.00 now on ANA once into the 8.75+ range,1 +CBMX - history repeated another HGE DAY - now look at BGMD and TEK they have same EXACT pattern - CBMX float 1mill - TEK 2.4,1 +DVAX witnessed a record number of call and put contracts during the busy trading session.,1 +OPK broke out from its sideways consolidation with a 5% rally and a close over resistance at 7. ,1 +IDCC Breakout on either side on closing basis may give good direction. 50SMA acting as support ,1 +YHOO Sitting just under highs. It will interesting to see if it can break 21.5 next week ,1 +NFX If it breaks down below 178.23 w volume it may retreat to support at 160. Short-term bearish ,-1 +"ZCS Got an alert this morning, bid 0.89, ask is 1.46",1 +HPQ awesome breakout. Buy on dips ,1 +"NTSP was the big winner in the #13for2013 this week, up 25% due to buy-out. ",1 +"DNKN digesting gains with selling pressure, pullback to the 50-d ma would be healthy #13for2013 ",1 +"FT - the stock is extended, take some profits & look for new base to form #13for2013 ",1 +"NKD well above the moving averages, look for som eprofit taking & new base formation #13for2013 ",1 +"SSYS currently at 200-d ma, look for min 8 week base to form (would be healthy) #13for2013 ",1 +S from the action last week looks like S and CW may be heating up again for big run #3,1 +"Short list monday, AZK CENX DAKT EMK IO MVG QTY SNSS STK TAS VOCS",-1 +"DAKT short 9.88 / 100sma break, ideal flat/trendless/red spy, will trade relative weakness ",-1 +eading stocks analysis updated Failing breakouts & high vol 50DMA breaks confirm correction. AAP FB DDD ES_F,-1 +CTIC looking to scale back into a long Monday hoping for sub 1.30 stock,1 +DAA nice double bottom formed scale buy here 1.00 bullish,1 +"CBK long 6.22, wants back top of range 6.60's ?, hammer off 50sma & 01/31 low, light vol inside day ",1 +CHK ove this consolidation after the big move up.Strong support at 20.Watch out for a move over 21 ,1 +XX - Cheap name but ready to clear this bull flag if volume continues. ,1 +NKE bull penant? ,1 +END added to our list of BEST STOCK PICKS - Trade Alerts will be sent to members. ,1 +ICE is added to our BEST STOCK PICKS as a short trade. We took profits on our short last Thursday ,-1 +BBG Short 14.86 or wait for 14.79 break 02/04 low ,-1 +HS Over 48.20 at first for a small trade to second line ,1 +VXX VXY may be in play SPY QQQ DIA may pull back Watch NG GAZ AAP GD SV and some accumulation on GDX and NGT,1 +JCP aaaand there goes that SG &A increase . . . #OSCAS2013,-1 +OMEX - was on TV tonight show called Silver ush - huge potential check this out - ,1 +NKT - this gets to 9.60 will go thru 10.00 on the radar watch!!!!!,1 +"NIS over 2,60 will run hard. ONG ",1 +iking the user email I just got about DECK very useful cc user,1 +"AIM looks interesting for a trade, will look to open 1/2 pos",1 +Pre-Market Winners: SI FAS DB TOT HTZ ASM EX TNA E NKD,1 +Pre-Market osers: DDD DDS DEO DST PSO VXX FXY GSK IO NGG,-1 +DDD split today and stock is down 12+% in 33.25 its cheap with growth expectations at this point IMO nice to dip your toe : On VXX SPY,1 +OMEX at 3.50 now and may b/out!!!,1 +"CHK 6,600 Weekly 20.50P bought vs. OI of 148",-1 +OMEX sold some 3.52 buying back 3.43,1 +DDD dipping in long here - oversold on split adn earnings confusion,1 +AAP Next resistance trendline and then 463.. go aapl go.. ,1 +"M back above ascending triangle resistance after breaking down last week, bear trap ",1 +"GD SV P ABX FCX AY NGT - Gold ebounds per euro progress, attention to Fed report ",1 +user: DDD split today and stock is down 12+% in 33.25 its cheap with growth expectations at this point IMO nice to dip your toe,1 +BAC I told last week for peoples that are not in the trade..Next Entry 11.65 On HIGH Volume IMO !,1 +NFX Anyone noticing the weak candles/support in the last hour?,-1 +DDD ... safe from Italian b/s :) ,1 +ridiculous move in nflx. can't believe it's still going too. i'm obviously short. x-(,-1 +DDD come on 40! I got some calls at 0.15 avg I would OVE to have pay ITM :),1 +so far it looks like WYNN failed at 50ma,-1 +"ed Daily Triangle on DVAX,....Net Profit 900.00 (3.78%) ",-1 +"bought a little FTNT. After all these hacker attacks, I needed some Cyber Security in my portfolio",1 +"HIG Fast Money Crew is just not too bright, buy HIG cause its down 1% on no news O! Genius! Tomorrow it might be down 3%...",-1 +"ed Daily Triangle on DEPO,.....Scaling Short Position pdate ",1 +VZ making new highs again,1 +DDD needs to clear 35.80 and get up to 38 or else we're gonna get short term chop!,1 +PA 1.42 has pulled back quite a bit but due to shortages of PA and PPT this has a great long term outlook along with SWC,1 +shorts on GMN SINA TA working well. Covering CVE.to for a small loss here,-1 +AAP Apple's stock is 36% lower than its September high. ,-1 +"covered TA short for a nice profit . Careful about tomorrow, BErnanke and consumer sonfidence numbers. Pare down positions. SPY",-1 +Is this the last stance of SPW before the pump and dump collapses to 11.63?,-1 +"user: DDD Motley Fool apologizes for wrong math, not accounting for stock split. Guidance much higher than being reported by most.",1 +DG Dollar General Option Trader buys 10K Calls betting 1.85 million on up move by April ,1 +still looking for nflx to drop back below 183.,-1 +news on APO ?,-1 +"There's a reason why ZNGA is one of, if not the largest, lobbyist for online gambling",1 +user: Cash is Now 33% of Apple's Market Cap AAP ,1 +VZ playing out nicely from last week's video. SPY,1 +GOOG update alert: Almost 100% today! Now harm in selling half and let the other half ride with a trail stop,-1 +BAC next stop 10.50,-1 +"ed Monthly Triangle on KWK,....Scaling Down ",1 +CVM announced that its Taiwanese partner has added two additional clinical centers in Phase III cancer clinical trial for Multikin,1 +AXN becoming again interesting near multiple bottom. We made lot of some days ago here ,1 +ANTH CPX monitoring stricly,1 +AAP It may be wise to hold off on buying #AAP till they fix this second security bug. They better patch it fast!,-1 +SPS Subtle (bullish) close. 1 Year (weekly) ,1 +"WMT next levels of resistance 71.70, 72.60, then nuthin' but air (note to self: fills gaps nicely) ",1 +"XCO looking good, user may be onto something here, big sellers of June 6 puts bit of a floor ",1 +AAP GOOG IMO stock splits has wealth effect ExBuy100 shares WMT in1970 worth 14+Million receiving 300k+yearly SDIV Ex KO GIS MCD Etc,1 +"BAX holding T trendline, nice r/r from here ",1 +Market Wrap Video + Additions to Watch ist including: AVP EOC INFI SEE SWY TAT,1 +Everyday I have a great Hangouts experience and business use case... goog,1 +" PAT ONE ES, SPY update ",-1 +" ES, S PAT TWO, update ",-1 +" ES SPY, S Part three final update..hedge and define risk ... ",-1 +NVDA NVIDIA shows off Phoenix reference phone at MWC 2013 ,1 +Watch for SGY to break its downward trend line to the upside for a potential move above 23.50 ,1 +"user: user really believe this Open will be a fade sold BAC 11.14> Hard to say, should stay above 11.10 IMO",1 +GD SV NGT ABX FCX NEM - Goldman Sachs cuts forecast for gold prices in 2013 and 2014,-1 +HD bullish after it?s results. ong if beats 67.24. Stop loss 66.64 ,1 +user: HD bullish after it?s results. ong if beats 67.24. Stop loss 66.64 ,1 +"SWI still holding up well, yet to emerge from consolidation ",1 +"JPM 4 of last 8 days saw distribution, may yet test 50dma, but little damage done longer-term ",1 +Would play it wait and see before adding more SPW: but adding more SCTY on dips: ,1 +SWY on watch list close to line with volume of 16% of full day average ,1 +V might still get a flush to 152 but longer-term this is solid ,1 +APP Eric Beder at Brean Capital launches on APP: An nsinkable Brand: Initiating Coverage of APP with a Buy ating & 2 PT ,1 +AEE quiet refuge in the recent storm ,1 +DOE looking pretty ugly,-1 +AXTI Starting to look strong again. 3x avg volume. First upside target 3.6 ,1 +"AAP I am still hoping for a big Split shareholders meeting, bring in the value investors chase away the hedgies",1 +user: APO : SHOT setup posted last week. Would look to book gains if u played this one Study,-1 +AAP new strategy.. I just purchased Jan 2015's should be able to scalp the premium back .. over time,1 +"MS making the turn back up here, 23 calls are CHEAP!",1 +"Short Ideas, digesting recent gains. BID CF APO MCP FCX NEM INTC CS IAG AKS AAP & more.",-1 +Short Ideas digesting recent gains. BID CF APO MCP FCX NEM INTC CS AKS AAP Further downside remains. ,-1 +"ed Daily & Weekly Triangle on DEPO,...Cover Short Net Profit 24,338.00 (3.31%) ",1 +AAP never imagined aapl in dumps for so long BBY NOK,-1 +PPHM ike I said Jump off the Ship My feet are Wet...,-1 +"F, GM, slammed by consumer reports Auto TM, tops again",-1 +user: PPHM Damn. Sorry folks. Pharms are getting taking to the shed today.,-1 +user: PPHM why the big drop,-1 +user: PPHM next year right next year lol that's what they said for the last 15 years. ock them up put ES in jail and be done with,-1 +user: Cancer trial sabotage who's going to jail first. Who worked with saboteurs a FBI will figure it out. PPHM DNDN jail time soon,-1 +NBS A Steal this level.,1 +Beaten down large cap technology stocks leading intra-day short squeeze. INTC BID AAP ,-1 +long AAP 439.5 ,1 +ZCS My PPS is a dollar. There is no reason stopping this from going to 5 dollars or more. IMHO....,1 +"V been pounding the table on this one, outperforming SPY, MA, needs follow thru to seal the deal ",1 +HN trying to hold on to the bottom of this channel ,1 +AAP MO is to add it to the Dow --- 4 for or 6 for 1 split ,1 +"AAP don't know if it is the tail that wagged the dog (3M shares!) but the whole mrkt up & holding (except FB, BBY)",1 +AAP that little pop is just a taste of what the hedge funds will do when they all pile back in. BEWAE shorts. coming soon.,1 +AAP what is the value in 450 share? other than keeping it a plaything of the ultra rich (and those of us who like to play in their pool?),1 +"CVX i think there's a good point to enter one second trade as sell. Since has testing one broken support, now resistance.",-1 +XCO 6.52 has technical support 6 min downside with nice upside and largest shareholder Wilbur oss NG prices down Caution if oss sells,1 +AAP are rumours news? #Idontthinkso we know there are not many sellers below 437,1 +"SII Sold 1/4 position at 2.09 today..wanted to lighten up on stocks going into the uncertainty this week, its still my largest holding",1 +AAP OK all the bears out of the pool!,1 +AW eod trade catch the shorts long here 2.18+,1 +AMN BY AY FCX ABX GOO and GDX GDXJ GDX GGGG GT are near lows with nice entry points on GD SV exposure some pay SDIV,1 +user: ZNGA 3 reports that NJ has signed the Online Gaming Bill... ,1 +SVM has come down approx50% SV prices may swing Straddle options H SVC SI miners to gain exposure of the SV DSV to HDGE,1 +ZNGA Zynga closes Timonium video game studio in broader consolidation Feb 26 at 17:38 - Ticking up in the post = ong: ZNGA,1 +PZZA sold off big on high volume the close.Then they announce a restatement.Market rigged??NAHHH! ,-1 +"MON SI declining, downward trend, 98 support weakening, 8 & 20 DMA curling down. 96 is next. ",-1 +AVY Over 92.66 ,1 +EV over 40.72 ,1 +EXH Over 24.90 ,1 +STZ Over 45.00 ,1 +AAP don't be surprise if #apple go much lower #done and I mean much lower and done,-1 +NFX 175.39 sell short,-1 +AAP Apple Support Further Below by user Below ,-1 +NIS time to run higher. Breaked the descending line ,1 +Trade Ideas TIF PSN O F-short ,1 +APA perfected DeMark sequential 9 buy today..started a long yesterday. ,1 +GMC watching 30 O flag ,1 +HBAN Huntington Bank aunches Spartans Debit Card for Michigan State niversity Fans. ong if beats 6.92. Stop loss 6.86.,1 +Transports moving pretty strongly this morning JBHT KS NP AGT,1 +BAC Home SAles Out VEY GOOD !!!! :) ,1 +AAP I would prefer if it hit the bottom early then started the long climb up...,1 +AAP (65mins) Evening star reversal with potential downtrend resistance ,-1 +"overall market up, AAP going down.. GOOG is about to pop 800 again",1 +"Southern Comfort is tasty! OOPS, I mean SCCO and JJC ",1 +"user iSwing I like AN, FS here.. different sectors but looking good",1 +NKD just delivered the knockout punch to the shorts still fighting this beast ,1 +DDD let's see if we can break through 36.50 and hold today - former resistance level,1 +"AAP innovation is dead? What about the best selling computer, iPad mini, released on 10/23/2012. iWatch? iTV?",1 +bought some C today.,1 +"AAP has only historically released a significant new product every 2-3 yrs. iPod 11/10/01, iPhone 6/29/07, iPad 4/3/10, iPad mini 10/23/12",1 +CAT being a major thorn in my side today. Me being short that is.,-1 +user: TJX stop loss in 43.91 after beating 44.27,1 +X nited States Steel Corp. option traders bet 670K on a 4.5% up move by May Expiration ,1 +V is looking better for a swing trade long as it bases at highs ,1 +CF 30 min O triggered earlier. ,1 +"AAP in some 480 calls into Timmy Cooks investor meeting, for .42...",1 +PCN further bookings acceleration could drive multiple expansion going forward ,1 +user znga wanna see the 10 day ema cross the 200 SMA for confirmation & entry for a trade,1 +Equity Alpha: QCOM long watch. New chips and Internet Everywhere appealing. B/O 65.70 Tgt 67.50 ,1 +watching CME today for possible breakout,1 +VBD may be about move back up ,1 +"SPW First Solar Showing Signs of Fatigue. SunPower Yes, First Solar No. ",1 +FIO reversal,1 +I like H here.,1 +TJX stop loss in 44.04 after beating 44.43,1 +AAP Massive volume there,1 +EA is breaking out. ,1 +AAP this right here is why I hate stops,-1 +TSO - I see this one mentioned on the Matrix a lot today. I see why. Nice flag and 20 ema bounce ,1 +"user: New Jersey, Nevada egalize Online Gambling, Good News For Zynga ZNGA",1 +TXN from watch list back up to line on volume of 45% of full day average ,1 +GEVO Gevo: An ndervalued Spec Play With arge Short Interest And Trading Below Cash Value ,1 +"user: Somebody explain to me why, AAP has user on its board? Best snake oil salesman in the world went from 2M-500M 10 yrs",1 +user: CAPES on Bloomberg says permanent holder of AAP - What am I missing? they bought 10 and return 100% on div yr/yr,1 +user Bi-furcated market rules the day . . .my friend MS WMT TGT DT PP ,-1 +AAP has AWAYS ignored what Wall Street wanted. Nobody complained when the stock was going up.,1 +MPC Marathon Petroleum Option traders bet 2.4 million on a 21% up move by July for a 8 million dollar payday ,1 +AAP sure likes 444,1 +AAP seems pressured to fill the gap in the 430-431 area,-1 +user: TJX stop loss in 44.34 after beating 44.59,1 +ove the price action so far considering the tensions out there and volatility... GOOG and NKD strutting (long),1 +AEG 30 min O and 1 overlaid 20 ema cruising higher ,1 +I want to sell my NKD so i am just chatting about it instead and reverse jinxing myself ...it just feels like 200 is in it,1 +HBAN Huntington Bank stop loss in 6.96 ater beating 7.03,1 +VZ not even flinching .... the new utility of choice!!!!!,1 +"While the world was waiting for Apple to remake the television industry, Netflix beat them to the punch. AAP NFX",1 +user: AAP will finish green as I predicted .... I agree,1 +SPW 60 min ,1 +CEE - user out did himself overbought 60 now ,1 +user: GOOG and AAP are really showing off... They both look like male peacocks here. AAP with 10X volume 2X market cap,1 +CEE 30 min O updated - nice trigger early on 11:15AM ,1 +user: AAP Did I miss something? Is there an actual reason for this movement? downdraft,1 +"Waiting for the big rotation, when profit takers get out of Vapour~ware and back into AAP and it's DIV, high EPS and low P/E",1 +QCO picked up some for long term position,1 +user.. buy on a dip! is -35% dip enough? AAP,1 +"AAP Get ready, I see a big move coming off 440 Triple Bottom Here!",1 +FS - nice trading peeps. Take some off trail some. Hammer is fully formed now. ,1 +AAP Gonzo!,1 +"AAP when the market hates ow P/E, High EPS, NO Debt and HGE profits.. something is wrong IMHO",1 +ANA Bought 8 mar calls on top of my long position,1 +JET sold +9.22%; taking profits here ,1 +user: user BAC did u buy any? Yep Full position Now !,1 +"Pretty soon, it'll only take one share purchased on the offer of BK.A, PCN, or APP to move markets up 2%. #NoMoreVolume",1 +Wow INVN took a beating today...,-1 +chear up AAP holics allot of bulls just got butchered at GOOG,1 +"GPN needs interests rates to rise before having any hope of making money. Earning the float is their business model, folks.",-1 +Soon GPN will need to start offering Groupons for their stock.,-1 +user: AAP Earnings hope - flushed out. GS conference hope - flushed out. Annual meeting hope - flushed out.= time to buy IMHO,1 +JCP Our CEO is tinkering with new idea at home about how to bring customer in. Be patient till you are wiped out.,-1 +"user: SHD can operate with out a retail store. JCP cannot. Big difference Sears is even worse, they need a retail store even more",-1 +"AAP interesting how ppl blame the c/o for heggies and Dark_pools do with stock prices, once public there is very little anybody can do",1 +"G full year 2012 revs +50%, EPS +72% vs 2011.",1 +IF DDD XONE SSYS PB and 3D printing are not the next big thing then someone tell me what it is?,1 +Great article on an AAP 10:1 Split that I have been pitching all year! ,1 +owered my price target for GPN to -1,-1 +AAP #4 is not used in S. Korea because it means DEATH. so 444 is kinda like 666 in korean,-1 +Split adjusted ...Kansas City ailroad was 25 cents in 1984 and just 10 in 2009. Today an all-time high of 104. Short AAP GOOG hmmm!,1 +TIF looking good.Still need to break 67. 74 is next resistance level. ,1 +all my positions did great today except AAP :o/,-1 +NYSE A/D remains strong NYX NYA NYC SPX DJIA ,1 +"Quietly grinding higher, tons of products JAH #JADEN Corp where they come from #WOW! ",1 +looking for FCX to hold support above 30 ,1 +FOM A break above the neckline would give a measured move target of nearly 5.85. ,1 +CZO had nice up move looking to into SQQQ TQQQ SPX SPXS SPX SDOW PO to straddle options or swing trade OI prices up GAS up,1 +"JCP J. C. Penney tgt to 22 from 25 at Citigroup, tgt to 15 from 18 at JPMorgan following earnings - Short JCP",-1 +"user: Anyone like V? ooks bullish here, needs a little volume and we have lift off. ",1 +SWHC G liking the SWHC PM but volume still very low but nice at 9.59,1 +DDD up 3% premarket... I wonder who just bought those shares off me at 37.50.... ,1 +AM from watch list gapped open has volume of 4% average full day ,1 +"NFX over 186, looking for a move to 190",1 +AMZN alert update: It went hard against us but is playing out now. I would consider adding on or getting in here.,-1 +WEN Nice eady to sprint to new high CA,1 +The SPW that we've come to love returns: now up significantly over FS since we covered last summer,1 +"Nice to see NKD giving the bears/shorts their day in the sun, -0.1%",1 +ssys if fundamentals matter... headed under 40. income is 10% sales. 40mil net inc. puts this at PE of 60 with stock at 60. doubt it,-1 +INFI from watch list moving up toward 42 line though volume so far is light today ,1 +AMI taking some off here,1 +AMI taking more off 820,1 +CBMX happened so fast from 3.80 to 3.98 couldnt get ot out quick enough without missing it now back to 3.73 may do another run watching it,1 +DDD possible move to 38ish,1 +DF looks bullish. ong if beats 16.59. Stop loss 16.49.,1 +long YHOO 21.42. daily setup looks too great to pass up ,1 +AAP most likely has a nice batch of new products to hatch ,1 +EXH from watch list just over line on volume of 13% of average full day ,1 +FFCH from watch list just a bit over lien with volume of 13% of average full day ,1 +JCP Time for user to pound on balance sheet and cash issue,-1 +"ANIK trying to head higher, move to 11.90ish poss",1 +"Some good, strong follow through early on today on BBY DNDN Others that are poised (set up) to move: ",1 +"even more breakouts for YHOO , highest levels since 2008. (typed from home office)",1 +DDD just picked a half position here,1 +NG NG_F Natural gas weekly supplies lower than at any point last yr. -12.1% below this week last yr. XCO ECA,1 +PCN possible short to gap close if it cant hold 685,-1 +"PCN covered more 682.90ish, leaving last piece for gap close 685 stop",-1 +Picked up SPY 151 puts .25 each. Following the ESD and GS as tells here.,-1 +"PCN final tgt 680.30 or so, 684.30 stop",-1 +the ticker has actually stopped on AAP,1 +JCP Piper out with 16 target I think it's should be 6,-1 +WEN Ho hum new 52 week high CA SPY DIA,1 +user: there comes NKD with some oomph (technical term),1 +DNKN starting to move,1 +MAKO on watch list moving up toward line at 12.54 with volume of 54% of ave full day ,1 +user catching its breath. watching DNKN?,1 +CMG creeping up on 200 MA and long term down trend. ,1 +SNTS approaching 52wk high,1 +C perfect follow through day... ,1 +MA - Been struggling with vol. resistance all year. Watching closing for a long position. ,1 +PK new highs,1 +PK peeling some off here 4.16,1 +ZB taking some off here,1 +BAC New High Of Day :),1 +FCFS easy look at last 4 Q's income data: ,1 +MTG may not be done,1 +user: Anyone know what options strikes einhorn has AAP? He must be getting crushed news was he is in around 525,1 +DDD worked with 3d design software today. click on a layered part of object in 3d graphic and 3d printer creates it. Amazing stuff.,1 +YHOO trying to break HOD,1 +HD Busted HOD,1 +AAP no buyers and no sellers less than 1M shares in the last 2 hours,1 +DN will try long over 3.11,1 +"long some CSOD, anticipating breakout, and like the space",1 +"DN MTG GNW Window dressing here, would not be surprised to see a reversal tomorrow. SPY DIA QQQ",-1 +If you're invested in or trading HF or JCP. Step aside & let these two elephants do battle. You'll just be collateral damage.,-1 +Bought some ZNGA 3.47. iking that it broke the 200 SMA yesterday & online gambling legalization ,1 +"AFFX strong, no pos",1 +"yup user: BAC JPM easoning is nothing more than innuendos, speculation, and well crap. Mayo should be ashamed",1 +AAP look at this channel hugging 444 for last 2 days outside 1 big pop and drop ,1 +"AAP > Told you yesterday it's not a buy yet. When I say it's a buy, I'll be backing the truck myself.",-1 +"JCP 1x2 ratio spread goes off in May. Buying 30,000 16P for 1.57 and selling 60,000 12P for .45 against lower OI. Opening position",-1 +"JCP think this one rolls over here towards the EOD, this one does have the chance of bankruptcy, cash balances lower, avail. C lines lower",-1 +Bought 1/2 position in SSYS 62.79 going into earnings Monday ,1 +"Somehow this reminds me of TGT, JCP #Ackman at least did not buy call options on JCP, still in big trouble, fund redemptions coming imho",-1 +"#Groupon & #JCPenney taking the hits on the mkt today, down about 24% & 18%. GPN JCP",-1 +G beats. Our take on investing in guns: SWHC,1 +ISG someone got a margin call on this move...Craziness in the market towards the close SPY DIA QQQ could not break through Mon.'s high,-1 +user: user: AAP 1.5 M trades at close l - lot of sellers broad sell off but if no buyers = bigger drop look isrg,1 +wow ISG being probed literally lol by regulators,-1 +user: GS a text book trendline break intraday - ,-1 +"Having worked for Eric efkofsky myself, I wouldn't count him out. The dude can work magic in tough situations. GPN",1 +OVTI down 8% in AH,-1 +Seems like a good time to rehash this post about working for Eric efkofsky... GPN,1 +"GPN Mason getting the boot is probably the best news for that company since it came public, doesn't solve the problems with the biz tho...",-1 +" Elephant hunting ISG, PCN, AMZN, A point and figure review, high risk , define loss w opt ",-1 +"China's natural gas drive may cut oil demand by a tenth, euters : NG NG_F XCO CHK ECA SD COG KWK P SO",1 + ISG An update to our Feb 20th video review..if it closes below 495 much lower to come soon ,-1 +Market Wrap Video + Additions to Watch ist including: AIZ CBMX CDX MAN MDSO NDAQ TWO,1 +HD there is a nice entry at 67 which I will look out for. Not a stock to short. No position for now.,1 +user: Building a position in ZNGA. ooking to add on pullbacks. Can't ignore the volume and the story ,1 +AAP Apple showing stong support in this area. However 400 is next critical price.,1 +user hell yes :) YHOO,1 +"If I can get a nice 1-2 day move down in SWY, I am gonna go pig wild on it. Traded in and out 3 times already, but big still waiting..",1 +SCCO double top? 50 SMA turning down. ,-1 +"NFX Mar 205C (Mar 8th expiry), TOS shows it firing at the bid (1.50 x 1.53), but sorry folks, BOT! ",1 +"NVDA Nvidia Tegra 4 Benchmarked, Crushes Competition. ",1 +user: GEVO the beginning of a new uptrend: ,1 +Today's game HF for the Icahn team and maybe a little bit of GPN in memory of Andrew !,1 +TEK sleeping giant one of these day soon booom target 2.5-+,1 +NFX gets exclusive streaming rights to The Hunger Games,1 +CES watching for a move over 3.50,1 +"SD this is the ammo to help fire Tom Ward, was needed imho... unfortunately once again at the shareholders expense. NG SO",1 +INFI from watch list gapped over line - vol just 5% of ave full day - watching ,1 +CES trying to stay above 3.50 needs followthrough here or the pattern may fail,1 +AMTD looking for a bounce off the 50sma,1 +SQNM trying to bounce needs better volume,1 +"CES took some off, 3.45 stop",1 +CDX from watch list over line on volume of 15% ave full day ,1 +"GMC really like how this one continues to hold up so well, volume on the up days ",1 +"Nice day for the kicked out of the Nasdaq boys. NFX, BBY, GMC all green.",1 +AAP breaking support on heavy volume - sharing a few insights VIDEO ,-1 +"Notable S in OPEN, but general market heavy",1 +AAP Breaking important level here. ,-1 +CES long 3.50-3.52 target 3.58 -3.60,1 +"user ooks green to me, plus the 3% i got out of it buying at 35.25 today DDD",1 +Get the Elephant guns...I'm going hunting for AAP I'm not shooting yet...But I'm close.,1 +BAC MarketMaket will make lot of from Short Seller Today till March 7 IMO,1 +NSPH peeled more off 2.19,1 +KEX made awesome move thru 7.00 to 7.09 made nice score was A IN!! - made nice profit all those shares sold buying back 6.95 and less,1 +AAP Self-serving tweets re AAP's continuous slide w/TC as CEO. Spending for &D's on hyperdrive & 100+ talented people work w/Jony Ives.,1 +HHC sold 30m of residential lots in Summerlin in Vegas in 2012.... For Jan/Feb 2013? 31M,1 +NSPH trying to move into the gap,1 +AAP user More on the Fed after this. New 1 yr low today for Apple 431.88. Could 310.50 be next?,-1 +"Some math HHC sold 206 condo units in 29 hours in Hawaii in Dec. Avg 1100 sqft, avg 1,500 sqft/condo (1.65M /unit) (own 25% of project)",1 +Adding short BWS to portfolio. I think next years estimates are too high.,-1 +BAC Big Volume Today = Big Boy Involved = I'm IN too ! ! = ,1 +BAC Today on Weekly OPEX should pin around 11.35-11.50 & next week going higher as we approach March 7th StressTest IMO.,1 +AAP is oversold here,1 +Equity Alpha: APH looks awesome break of 71.25. Great Jan earnings and good consolidation. Tgt 75 ,1 +NKD kisses 170 hello... I am a golden God,1 +YHOO Bullish Breakout confirmed on Expanding Volume ,1 +"VMC MACD, Slow STO turning up from oversold...EMC buying w/ 89 mil float. J-O bottom. ",1 +NSPH looks like a possible move to 2.35 ... no pos here,1 +user you so funny AAP bulls,-1 +YEP nice...may go along w/ OPEN. ,1 +On way up: I love AAP! I love AAP! I love AAP! I On way down: I HATE Apple! I HATE Apple! I HATE Apple! #TradingWithoutAPlan,-1 +YHOO is probably done for a couple months ... sideways to down is just reality from here.,-1 +GMC is breaking out. Bullish MACD crossover. ,1 +AAP New 1 yr low today for Apple 431.28. Could 310.50 be next?,-1 +What is JCP real estate worth if no-one is buying big box space in today's market?,-1 +"Come fly with me, let?s fly, let?s fly away ! al",1 +VS Swing Trade Quick Pick: as Vegas Sands (VS) | ,-1 +AAP loading up on Jan 2015's 440 strikes 62. 7 options for the price of 100 shares where will it be in 2015?,1 +QCOM vs QQQ = elative strength ,1 +AFFY GMX GOOG NVA THD MACK 5 Stocks Poised for Breakouts - My story via user ,1 +"ooking to short on GDX production company, was looking at H SA IAG... Anyone have a short thesis on a name? Wld greatly appreciate it",-1 +nwinding of the Worlds Most Widely Held Position is never pretty. STDY this AAP move and identify the next Hedge Fund Hotel.,-1 +"user: user H and IAG are on my shorts list. SA I dont know about>> TY! was looking at Cash flow for H, burning abt 30mm/Q",-1 +VXY Another ong BPOP Snort... 9s next week on VXY to new AT highs in indices,1 +"AAP Smile of Friday EOD : The ast 6 Times Tim Cook Has Talked, Apple's Stock Has Dropped ",-1 +AAP we close below 435 today.... thats no good (great for bears),-1 +I wonder if AFFY might go bankrupt. Or change their management. I mean 85% drop in the stock price and now a lawsuit.,-1 +AAP Bearish MACD Crossover,-1 +AAP bad news keeps coming. They say when it rains it pours. Puts paying dividends. 420 damnit,-1 +Holding AAP Mar 8 420 puts into the weekend. Every intraday rally got sold into. ooks like poop. ,-1 +"Gap filled, doubt it holds AAP NDX COMPQ SPX #Toaster #Apple ",-1 +AAP holding all of my current positions over the weekend ,-1 +#Ackman you should be really going after PI. Classic example of MM firm. worked for them a year or so. Momo is in favor. #yourWelcome,-1 +VS weekly. Sorry suckers. bearish bat under resistance. ,-1 +"Some profit taking today, but Mar 12.5C OI is pointing higher for GDP. 26M float, 24% short, love it over 13.85",1 +user: GEVO Thanks for sharing !! Great article !!,1 +Whisper expectations for SWHC ,1 +"Isn't AAP getting unjustly punished for having too much cash, good problem to have, no? I still love my Iphone! happily trapped in ecosys!",1 +"AAP Capitalizing on the bigger picture moves, with the higher time frame weekly MACD ",-1 +PPG - Seems like a pretty low risk/reward short opp. Stop above volume resistance.1st tgt gap fill ,-1 +It's not the first time that AFFY has problems with their drugs.,-1 +AMZN short idea ,-1 +CAT short idea ,-1 +CME long idea ,1 +CSOD long idea ,1 +WYNN short idea ,-1 +SM breaking upper channel resistance line to make fresh 52 week highs on high volume. ooking for continuation.,1 +DECK Bullish Breakout on Expanding Volume.A move towards 48 can be expected as long as 45.2 holds ,1 +MYGN sell stop under Friday's low or limit to short near 26 ,-1 +eview Of Open Positions - Stocks - AEE AN ASGN GMC GOOG HTZ NKD PO SWI V,1 +"Stalking. ising channel on FI. If a pullback happens to 25.8, must be bought with a 25.45 stop ",1 +Stalking. XX watching for a break of 8.23 ,1 +BSX Weekly: 10 & 200 meeting ,1 +" SPY,IYT, FDX, PS A closer examination of transports and market best to have seen 2 prev vid ",-1 +"EV anything financial, over 41.20 ",1 +"OVI volume returns again, buy once it gets through top of that downtrend line ",1 +Tough loss...but MSG still looks good #knicks ,1 +BAC daily triple bottom? ;) Bullish unless loses support (then short it) ,1 +BAC 60 in bullish harmonics ,1 +BAC 60 min bullish harmonic w/Fibs ,1 +user: user I went long on MSFT for this week. I'm still bearish on MSFT but we're in bull market. I'll close out this week,-1 +H great risk vs reward with stop under Fib 2 at 4.50 ,1 +"ong Nike NKE, ange esources C, h/t Nike user",1 +"53 Short Ideas, led by miners, FCX NEM IAG CF PAAS, BID, & AAP eyeing 400. Many extended, but trade able.",-1 +Chromebooks...the future... goog aapl,1 +SHD When was the last time you saw Kmart and Sears full of people?,-1 +KO #AXP WFC IBM - Warren Buffett launches into another giant hunting ,1 +"Automatic cuts starts today, european crisis goes worse and worst but SSYS DDD XONE are going to pop! Anti austerity hype stocks!",1 +"BYD horrible quarter, pretty much declines across the board. Borgata was expected, but other locations saw declining revs & EBITDA",-1 +user: AAP down .6% premarket . Anyone know where the bottom is ZEO? if it does not stop before that I 'm buying it !,1 +opening momentum watchlist: KEX CHTP THD DCTH ZIOP ZNGA HES VMW XONE ACAD SPT,1 +AAP hmm. I'm not saying a word. Fan boys/girls keep your hate to yourself.,-1 +"Get divi approval from Fed (likely), it takes off user: Post from last night on Bank of America BAC - ",1 +"PPO: 2) GM estimates 20% Y/Y unit growth for volt (36K). great headline, but PPO built capacity for 60K+. this is bad for margins. (2/4)",-1 +"PPO: actual #s for volt & leaf tell a different story than mgmt's. 3) feb leaf sales down M/M again, now to 500 units. (3/4)",-1 +DCTH strong start,1 +TA swing from Friday :) and watchlist ,1 +user: GOOG gonna take out 2x AAP shortly now all it has to do i split the stock 10X for an accurate penis measurement,1 +Today's Watchlist for SHOT Stocks: MTG; ITMN; ANAC; OWW; DMND,-1 +CSOD Blue Sky Breakout today: ,1 +user: AAP please tell me how I could explain my wife I lose 51K on the best cie in the world Tx ~share when you figure it out,1 +"NKD I am a golden God, do not fight me ",1 +GOOG 1000 PT coming soon!,1 +STEM starting its climb back up,1 +ISIS another leg higher,1 +"Watch PCYC , looks higher",1 +"PO continues to recover well, but really needs some volume on the upside to sustain it ",1 +HN over 18 again doing above avg volume ,1 +"DCTH better volume now, 1st tgt 1.75",1 +"AAP has 939M shares, GOOG has 329M shares MSFT has 8.38B shares so close to = share price puts Goog around 285, AAP 425, MSFT 271",1 +"SZYM like the start, needs a move over 8.90 on vol",1 +"GDX 3 yr low here, think this move is forecasting the long-term top on gold (GD) H IAG getting hit hard today #bubblebursting",-1 +AAP trading 263/ share plus CASH,1 +ODP buy 4.15 -4.17,1 +AAP another leg down to 422ish,-1 +DK from watch list just over lien with volume of 27% of full day average ,1 +CSOD DVA not letting up on the gas this morning,1 +Bull of the Day: ed obin Gourmet Burgers (GB) GB MCD WEN,1 +CSOD #beastmode,1 +BYD gearing up for another leg higher,1 +Hi all! Catch me on user today at 2:45 p ET breaking down JCP and an update on Terry vs. Martha M MSO APP JCP TGT ,-1 +Z Zillow from watch list over line as a continuation with volume of 40% of average full day ,1 +AAP 422 nxt tgt,-1 +AAP closed 1/2 of my positions and riding other half ,-1 +user: Fund mgrs are the sellers right now. Have to clear AAP. In downtrend early seller gets worm. ~should have started in OCT!,1 +Best behaved in today's market action? PFE,1 +AAP Just pulled the trigger on Jan 2015 430 65 sold thursday 430's for 4.5! in the ONG game now,1 +PFE is the street asleep? I want some commentary on this move!,1 +AMZN GOOG and CM move higher as the NQ_F turns green,1 +"AAP dips below 400B, Buffett tells Cook to ignore cash complaints, buy back stock AAP",1 +BYD possible bounce zone,1 +Equity Alpha: ike IBM on break of trendline resistance at 203.50 Should retest earnings high 207 ,1 +Equity Alpha: Watch for PEP to start to take off over 76. ooking for 79.50 in couple weeks. ,1 +"user: AAP GOOG etail - dont get stuck holding google bag like you did aapl, google a sucker high here 1/10 the vol= fast fall",-1 +FFIV looking for a quick move to support at 86 especially if SPY lead the way down,-1 +".user, Cook is fine for AAP. People were skeptical about Chambers at CSCO, too. Markets are not always prescient.",1 +user: tour de AAP gap fill ast gap of hope filled,-1 +user: AAP 15min. one green 15M candle all day and it was the lowest vol of the day ,-1 +user: AAP Apple will call the bottom with a big buy followed by announcements. you are pretending there are adults in charge AAP,1 +"Green Daily Triangle on MH,....Scaling Down ",-1 +"BYD starting to work, 6.88 stop",1 +user: SPY HG_F C_F FCX These breakdowns suggesting a SOFTE global economy? Pull SPX with it? ,-1 +"BYD taking some off here, 6.90 stop",1 +"PCN looking for a move to 710-711, has to hold 705",1 +"ISIS, peeling some off here 16.19",1 +"For those not following MBI, a conservative Fair value in 18 ...25 is realistic ...when they settle w/BAC (soon) it'll get there FAST",1 +AXN taking half off here,1 +user: AAP I am sure we all have our equivalent Mercedes size loss somewhere in our career i'm down 1 or 2 till it comes back!,1 +THD finally,1 +"BBY I'm in some 18 calls, short squeeze is starting...",1 +ISIS looking for 16.30-35 next tgt,1 +"VX all time high, and on good volume, just what you want to see for a sustained move ",1 +AAP long 423 and under buying,1 +"This is AAP's 9th consecutive day under the 2003 trendline. When a multi-year trend breaks, be short or be long gone.",-1 +ssys statement of cash flow still a secret. no mention of operational cash on CC. no analyst asked about Cash flow either in Q&A. oh well,-1 +DCTH finally ... taking more off 1.79,1 +SWFT watching for a move over 13.95,1 +"like the look of MCHP here, giving us a nice entry, probably write something overnight",1 +"HES broke intraday bollinger band top, now c&h & holding above resistance- watch for intraday b/o ",1 +Take a look at how IDCC behave when it breaks above or have a Bullish MACD crossover. ,1 +user:400 delta between AAP and GOOG today is possible As soon as GOOG does a 1:3 split will it be comparable + > 1/10 vol?,1 +"ed Weekly Triangle on JB,....Scaling p ",1 +WFC BAC C Your dark horses for the week. Will come from behind to to take a lead. CA,1 +user: AAP traders are attracted to round numbers like 400. sure but this stock is traded 75% by computers,1 +"user: AAP, simplest answer is the right one (Occam razor). why apple keep going to south? no buyers until turn around of some sort",1 +just bought AAP cheaper than it has been in years..+ a 2.65% div!,1 +Massive sell off AAP. GEAT,-1 +AMZN flagging today. Might buy before the close and hold overnight if it closes above 273.,1 +"user: AAP After google hit bottom a few yrs back, it rallied for a year. What's your time frame? 10 X 420 Jan 2015 !",1 +MS Morgan Stanley Option Bull bets 1.6 Million on an up move by July ,1 +"user: GOOG almost 2x AAP now, gonna hit it tomorrow, prob 824/412. please check your facts AAP is 2.85x more than GOOG +10X vol",1 +BAC Solid Buying on EOD !!!!,1 +GEO took profits here +18.6% ,1 +HD breaking and holding above 70 for new all-time highs ,1 +M breaking out on heavy volume and bounced off nicely at Fri's close ,1 +380 AAP could do a leveraged buy out of itself with cash on hand and low 8 earnings finance.. if there was a bank big enough,1 +user: AAP I sure hope their P dept monitors this sentiment after IPO company don't care and APP never did,1 +user Just waiting for the numbers. No insights into them APP,1 +SNTS kills it,1 +APP goal EBITDA margin of 15%. The Dov dude is focused on 20%. 800 in sales at 15% to 20% that is lots of bacon,1 +"NFX - We have no current plans for a BBY app - No app for AMZN Kindle, Evernote, Hootsuite, Whatsapp, IDG.TO Kobo",-1 +"ES_F Interesting parallel between apple AAP bubble,and the fed has your back bubble: AAP peaked with 4th phone.Fed peaked with 4th QE",-1 +user: DIS Eyes on Disney... knocking 56 door again. ,1 +ANTH today was a great entry point. Huge insiders and institutional bought here. Just recapitalized. High Target Price. ONG,1 +Three Dividend-Paying Guru Stocks - Sizemore Insights ADM CHK JNJ HNZ WFC DVA BBY,1 +user: AAP Motley fool says apple gets to 1k b4 GOOG on CNBC since AAP has 2.85x more stock it is already over 1200 IMHO,1 +E Competition egulators to fine MSFT before end of Mar for breaking 2009 promise to offer rival browsers in Win OS - 2nd failed to comply,-1 +AAP holding weekly puts.,-1 +"ed Daily Triangle on TPM,...... Open ong at 6.40 ",1 +"user: AAP Pigs Do Fly!! user slags TC for not listening to shareholders, not buying NFX twitter,or 1Bper wk stock!",1 +AAP to many people think the ip5s will be bigger/smaller or what ever but what if it was the watch? think dick tracy ? micro sized,1 +NEW Blog Post: Followup to Yesterday's Watchlist- ots of Movers DVA CSOD HES DXJ HD AXP CSX BAC OIH BBY,1 +AAP wouldn't be surprised to see retest of 435 level as new resistance sometimes this week ,-1 +VNG when it gets ugly like this is always time to buy 2.90 to 3.00 will start #1 entry buy tomorrow,1 +AAP when it gets ugly like this is always time to buy 410 to 420 will start #1 entry buy tomorrow #2 at 400 to 410 or 421,1 +ISIS we open anywhere here or under 16.75 we see 17.25 - easiest .50 cent trade ever,1 +EVC Bought more today for the 4th time - going much higher - all the major funds in media plays will buy this one - target easy 3.00+,1 +user: bet it all on AAP right now. ather bet on AAP 52 week low than all the vapour-ware 52 or A time highs.. poof,1 +Set ups I like for tomorrow: ZNGA BOX FB VMW GDOT W Others set ups I like: ,1 +ong idea in MCHP for tomorrow ,1 +user: AAP Who is gonna trade in their watch for an iWatch? what if your watch was actually an iphone? ,1 +Market Wrap Video + Additions to Watch ist including: CYH DGIT EWBC NGS PKG,1 +"BAC 14,000 11,45 after-hour ... Somebody Know something ?",1 +"For those that believe GM still leads mrkt tops, recent action is not positive DIA SPY DJI SPX ",-1 +"More like 100. John is conservative user: APP Aims to Open 60-70 New Stores Over Next 3-5 Years next step, re-fi",1 +OXGN this stock has majort support at 4.00 range and should rebound hard back to 4.30+,1 +"user: AAP What point does this get delisted from the NAS 100? ? not while it is in the top 100 duh! currently #1 nasdaq, #2 world",1 + On Jan 24th we posted this video on aapl....no change...be careful... ,-1 +"trade idea Buy JIVE 16.80 , target 20 , cut below 15.70 ",1 +AAP Fib 50% retracement from 2006 low of 6.36 to 705.07 would be 355.72 ,-1 +CYN on flag break or Over 43.00 ,1 + Over 64.05 may need to rest first ,1 +PKG Over 42.46 ,1 +... cloudy big gap bottom? VMW #hammer ,1 +#ContrAlert Don't Panic: Wall Street Is Going Crazy For Student oans -- But It's Not a #Bubble - SM,-1 +ZNGA entire body is about 200 day moving average today for the first time!!!!!!!!!!!!,1 +AAP still flying off the shelves.. ,1 +GDI breakout on huge volume ! ooks ready to test the highs. ,1 +SWFT Flagging for a move higher. Watch for a break over 14.30 with volume ,1 +Watching AD for more upside. Breakout at 1.76. ,1 +ZNGA Wants to breakout. 3.76 is short-term resistance. ,1 +"AAP could buy back 100m shares for 40B, saving 1B/yr div payout! 35% discount on share price +10% value increase to shareholders win-win",1 +user: VZ 6.2 million of 9 million phones sold were AAP strongest period of sales since 2011 FIE THE CEO!,1 +"From the look of it ill be averaging down aapl around 380, there is no bottom around here.",-1 +AAP Is Still Cool ,1 +AAP will be buying on all dips today - an APP trade a day keeps the doctor away trade range 422 to 428 today,1 +NKD no rest for this stock as it soars into new highs ,1 +CEG exactly what you want to see a stock do after basing / consolidating. New Highs ,1 +HD - patience always pays off. Broke out to new highs ,1 +OY worth eyeing - keeping on your watch list ,1 +CPW is flirting with new 10yr highs in pre-market,1 +Watchlist for today TTNP SNTA IMM FM OEX DCTH,1 +VHC breakout watch 36.7+ ,1 +"ANTH +13% in PreM. HODING ONG. Average TP 2,6. Huge institutional and insiders bought in previuos week.",1 +E ready to break key resistanec at 65 ,1 +"SWHC still holding all my shares bought at 7.69. Have June10 Calls that are playing well too. Sold my MA9s yesterday, too soon.",1 +AN peeling some off,1 +AN taking more off,1 +I will short ASNA under 18.35.,-1 +ACX watch it over 5.35.,1 +"V nice clean move above 160, close near here would be very bullish ",1 +user: GOOG at 830 feels a OT like AAP at 705. .feels very overextended here. CATION are you afraid of that OW 800k Vol?,-1 +ACAD trying to move over 6.50,1 +NDAQ triggered pennies yesterday and continues a bit today with volume of 16% of full day ,1 +Whisper Expectations for F ,1 +if AAP were as dead as some predict I would hope that the premium on puts/calls would be lower,1 +really having some anger boil over for missing NFX short on the gap today. not gonna chase.,-1 +long a little TP,1 +BAC Here is the entry for the long IMO ot of Volume + over 11.65 !!!,1 +AAP in some lotto 500 calls for next week!,1 +"#13for2013 SCA & NKD are champs, both up 50%+ in 2013 ",1 +HES the latest target of increasing energy-focused activist investing. Investors can cash in. OXY ,1 +STEM continuing move up - possiby getting some bounce from ANTH upgrade,1 +AN moving higher from consolidation of earnings pop ,1 +"NS oad puts, HF is about to get blown up imo!",-1 +"NKD mild divergence creeping in, could arguably ease back to mid 160's, but long-term rock solid ",1 +JOE holding that 21-21.50 area for now but longer-term trend endangered ,1 +"NAN like the daily and intraday setup, will try over 18.80",1 +user: AAP you know its a extremely bullish day in the market when apple is up 2% = 10 BIION!,1 +AXP - Boom-sha-ka-laka via user ,1 +"CTGX rallied smartly from first support, strong breakout today, surprised so few follow this one ",1 +"PO still some work to do, needs volume on any move higher from here ",1 +AAP not falling getting ready for the next leg up?,1 +"Other longs are S down small, and FNP, NKE, C, MCHP in last two days",1 +"WFC Ho hum Giddy up CA eady to sprint to new high, BAC needs to clear 11.64 resistance",1 +AC tightening stop to 3.30 now,1 +AAP goes higher on European close.. IMHO,1 +CEE wants 51.82. Then I think it's time is up imo.,-1 +ZOT Sold at 10.99 the shares I bought Mar 1 for 8.8,1 +"AAP hats off to user who dropped the last blood yesterday, should have split down!",1 +"HES another leg up- only position in the red yesterday, now well in the green",1 +CEE hit fib level 51.80.,-1 +PFE sticking with!,1 +AN taking some off here,1 +I need to liste to the little devil on my shoulder more often > In 1000 MTG 5.17 lord help me lol,1 +Oh CEE....,-1 +user: user 'old technology' are more expensive .Market not for AAP ~THINK more nano/phone/watch dick tracy not rolex,1 +MBI is stuck at 12.70ish. I say this is bullshit.,-1 +"CMG While traveling through Kalamazoo, MI on Friday at 6:00, the place was empty. This is the growth hopes for the company. eshorted 325",-1 +AAP iphone watch like this.. ,1 +"user: AAP wonder how many jumped on the short side with that 52 wk low, hardly ever smart to go short on lows or long on highs",1 +"CMG is not necessarily Kalamazoo, but towns like Kalamazoo. They will not buy a 7+ burrito, they don't see the value in it like I do.",-1 +"AAP ppl buy Android cause it is cheap, but a phone that you wear like a watch cool Game changer! Think big! all the parts are there",1 +Helped my brother buy BGS & AAP yesterday. F last week. Better cash in a free dinner while I'm hot.,1 +"lots of good ideas are to earl AAP didn't invent tablet just introduced it when right, goog glass=smartphone/glasses perv device",1 +"user: AX looks good for higher prices, gapped above base and held, updated 30 min view: ",1 +"user: AAP Wow, when was the last time we were up 3% doug Kass umour, Einhorn umour let it HOD on no rumour and then :D",1 +Quietly IBM has been on a nice run. Value lies in its transformative nature. Our take from fall: ,1 +AN stop to 775 on remainder of position,1 +AAP finally --- now we can run !!,1 +WFC SB is culprit for weakness. Bowe puts 44.75 target,1 +user: AAP This rally won't last IMO great I will sell you some AP5 430puts for 14? money where mouth is?,1 +user: Suddenly everybody is bullish on AAP. You should hear people on AAP yesterday last 6 months!,1 +user calling for rotation out of everything back to AAP everybody back on the AAP CAT!,1 +Small weekly put position in NFX here,-1 +The easons I journal...and Pivotal Moments in the Market (new blog post ) DIA SPY AAP NKD,1 +"NFX daily make green dot buy yesterday 192 up target, not overbought or oversold still positive. ",1 +MTG Cant wait to pull the trigger on that one!!!!,-1 +"AN still flagging, will add to my position over 7.86",1 +AAP traps works better with a QICK SNAP!. dead bulls and bears IMHO,1 +SHOT MSFT 28.29,-1 +AAP I imagine the bears jumping up and down on that 433.. got it down 0.25 in 30 minutes,1 +"user: AAP nothing like firing of CEO to make investors panic other than stock price, it has been best co profit and sales ever",1 +CEE mother faacker.,-1 +"user: AAP Price is volume, volume is key 15M+ action I will stand on the other side of your shorts",1 +user: Is GOOG ripe for shorting yet? looking for that 10%-15% drop? it happens in a second with the goog (low Vol),1 +TAB looks like its breaking out a falling wedge ,1 +"Equity Alpha: user F looks like its bottomed and ready to go over 13. If breaks, look for 14+ ",1 +ENOC - need a catalyst? thx szaman not paying attention to it. ,1 +"Equity Alpha: INFA is our fav short opp. No growth this year, high valuation. Short under 34.50 ",-1 +MTG don't be a bagholder!!!!,-1 +"user:tools - macbooks/phones etc - i do not imagine much time for toys AAP ipod- toy, iphone= itouchw/phone, Ipad=big itouch",1 +BAC IMO 12.50 is a question of day from Now !,1 +"AAP once you have the smartphone-mini you can ad as many APPS you want , because you wear it, not stuffed in pocket.. think SII v/comand",1 +user: user AAP GOOG Glass is not a rumor.Gglass is a s/phone/glasses *perv alert* & women hate ,1 +I will short ASNA once it fails 19.07. Gonna be worth the wait.,-1 +"user: why curse GOOG by raising target to 1,k? (currentlyAAP is trading at 1200 FYI) stock price = dick size (or lack of)",1 +AAP & GOOG it is all Skynet trading right now lockstep 3 Pm it will get exciting again,1 +"KKD Yummy, yummy, doughnuts. ong at 14.25",1 +VZ ooks like an 11 day winning streak,1 +"AAP probably small fadethen a pop finish (I think 435-437).. everything is green today, tomorrow.. who knows",1 +"As long as it doesn't cross the 21.58 Fibonacci evel, the short is valid. INTC",-1 +user: AAP Treadmill stock. Dare I place 440 call? lots of people betting on 450 next friday,1 +CPSS - yup I see it :) nice stocastic cycle ,1 +"eading stocks topped early in the day, even as ES_F pushed higher. elative weakness on a strong up day. SODA SPW QCOM FB AAP BID",-1 +JMBA from watch list has volume of 103% of ave full day - slightly over line ,1 +user: AAP Covered 1/2 +7.27 (434.97 - 427.70). ? good in and out you might get to re buy in 30 minutes,1 +does everybody know that AAP & TC can do VEY little in regards to a stock price? you should be praying to SKYNET and GS,1 +SHOT MTG 5.18,-1 +Bot AAP puts as this is a dead cat bounce. Free fall will continue into Friday.,-1 +Come on MTG do the Harlem Shake.,-1 +"user: JCP if ya think this won't bounce on that news, see GPN>> Agree, but still a dying business on both accounts",-1 +CIE Seems geady to go South ,-1 +AAP strong if they keep buying into the close..,1 +"Watch SOH here under 46.73, could be a short imo.",-1 +"DN MTG, anyone thinking of shorting these names? These 2, specifically, DN seems to have a history of huge spikes up and then collapses",-1 +COST 5 min ,1 +"SK Check the intraday, tell me this thing isn't ready to blow up. Almost 30k shares traded in 1 minute EOD :)",1 +user: AAP The days you wished that you had bought in. I spent some money averaging down to 420 yesterday yeehaw!,1 +DNKN slightly above resistance ,1 +"user: AAP, if everyone thinks its going up tomorrow, its going down.. ~ you speak as if humans were in charge.. not SKYNET",1 +NYSE After-hour Most Advanced: HCI EX EPZ POE PQ EDG SXC GTI EGY,1 +SWHC call starting - sunshine and bullets. Ha! lol,1 +MTG MGIC Investment commences offering of 135M shares of common stock - Trading Thru Post market highs at 5.5 on dilutive news ong MTG,1 +"SHD added to short position on move up, Sears headed lower part II now available: ",-1 +"PAY - DOWNGADE.... lemme just check something real quick... actually, PGADE! - anyone else notice a 12 gap here?",1 +user BrokeInvestor634 I may have been wrong about that pullback. SII,1 +Market Wrap Video + Additions to Watch ist including: AO GMC IMC IQNT JEC SOX,1 +TWX Wait for re-entry point: 54-53.,1 +AAP from Still nothing bullish here,-1 +AAP How an Internet-trained Apple analyst lost tens of millions of other peoples' money ,-1 +big freakin HT to myself as CEE was the ONY stock mentioned in my Dec12 video as a breakout stock for 2013 :),1 +seen to outperform peers this week: NF CEG PCYC N MWIV GW VMI TM NKD GOOG MPC ADS ATHN CEN BIIB MIDD MSI,1 +TAB has just broke a Falling Wedge Pattern. Short-term sentiment has turn bullish. ,1 +NVDA MACD indicating that the current short term price trend is bullish.Breakout watch over 12.85 ,1 +AAP sharing where and why I added to short position yesterday VIDEO ,-1 +BAC Around 10AM On Factory Data I expect a Slight Pullback that could be a entry point B4 the run over 12.50,1 +will AAP go down?,-1 +"BAC finally bought BofA, don't know why. Just one of those hunches.",1 +AAP - Apple may introduce the next iPhone and iPad in April ,1 +NVDA Will watch to see if it can break 12.85,1 +AAP nice to rally without a rumour,1 +AMTD TD Ameritrade two massive blocks of upside calls over past week. ,1 +KEX strong start,1 +BAC in next weeks 13 calls at .02...,1 +ENOC good start like it over 17,1 +CNQ nice start but needs better vol,1 +"user: user Fail to see how you made money. AAP Buy low sell high FYI or sell high, buy back lower.. same everywhere ;)",1 +VSAT interesting here. Above .20 could signal attempt at recent highs near 50.,1 +"user: ast year, cash announce was March19, third Monday. Expected March18 this year? AAP bottom was called today 2009",1 +DDD also following through nicely from yesterday to the downside,-1 +BAC Stressesult Tomorrow 4.40pm ET & After we will have the Dividend as a follow through catalyst !!!,1 +OSI peeling some off here 9.1,1 +APA Insiders staring to buy and at a macro bottom IMO...patience. ,1 +Joining the party. user: NKE is my only position not ripping today. But it looks ready. ,1 +PAY Awesome action (with volume) and breaking through the 20.95 mark. (key pivot point),1 +ENOC trying to get over 17,1 +HS watch for a possible bounce around 45.65. pic.twitter.com/adwJrD75NE,1 +BAC next week's 12 calls getting a lot of Play!,1 +AAP breaking down. Still holding puts.,-1 +ME opened a position at 4.64 - ,1 +ISG Decent amount of Vol. behind this bounce. One day does not make a trend. Holding Short,-1 +"SAVE continues run, all-time high within sight. Our budget airline analysis from fall: ",1 +ENOC taking more off here,1 +DDD thinking about adding here.,1 +WAG nice short under 48.24 ,-1 +WAG nioce short in .02 cents.,-1 +Short WAG 40.23,-1 +"ENOC 17.60ish my final tgt, 1715 stop",1 +"ENOC here comes the next push, getting close to my final destination 1760 or so",1 +"ZOT good entry here, next fib level is 10.39, and current support is 10.08.",1 +Watch 19.50 for EXP ahead of an expected earnings beat next week ,1 +"CZO going to 24.30, volume is good.",1 +With some luck BT 22 is current target.,1 +"VVS working, peeling some off here",1 +DST <<<<< SHOT ME GATA - SHOT JPM,-1 +"user: AAP if TC did his job and managed the stock not his job to mng stock.. mng Co yes, stock has very little to do with Co.",1 +"FOD nice pop, no pos",1 +"ES_F in danger of stalling, that's 5 d-days in the last 2 - 3 weeks for the indexes. Not exactly bullish behavior. NKD SCA AAP BID",-1 +AAP 20 minutes till Europe closes we will see if buyers :) over there or sellers :(,1 +user: BEBE long setup on the radar ,1 +VSN looking pretty,1 +user Do you think the ZOT support level means anything now after the recent news?,1 +SHOT CAT 89.90,-1 +QCO close to 30.33,1 +QCO on launch pad in .03 cents.,1 +"SWI SolarWinds, this is Houston, you have cleared the tower, proceed to space ",1 +AAP has anybody ever noticed that the decay matches the slow climb up on the day before expiry?,1 +"FOD continuing to act nicely, 2.90-3.00 potential target zone",1 +"CAT Bingo, it is Bingo everywhere today.",1 +SWHC Just bought back the shares I sold yesterday at 9.58,1 +KEX took some off,1 +I think NX can be shorted under 24.70. For a full dollar roll. ,-1 +WOW ME is on fire! I love the 1 day #swing #trade. We are out at 5.12 for a very nice 10% GAIN. ,1 +Watch NX under 24.70,-1 +user: AAP cnbc dump comin up :) First time for everything O,1 +WFC 5k march 36 7 k april 37 call buyer,1 +FCX if it can go over 32.83 it will go gangnam style.,1 +AEE for a short in .06.,-1 +TEC www.short-term-stocktrading.com Mar6 decent trade in TEC today: ,1 +user: Nice B/O for BMY today. Not a lot of volume though. First pullback to confirm. ,1 +"GOOG keep in mind there are about 1,000 contracts offered at 20 in the Apr 850C. Could temporarily create resistance or a sell off",-1 +MTG short 5.42,-1 +"Very important day for JPM, it will interesting to see if it can break 50.11 ",1 +Equity Alpha: BAC brekaout over 11.90 resistance. Tgt 12.50. Best bank in 2013. user ,1 +"Equity Alpha: TWTC looks like great short under 24.90. Weak fundies, overvalued, weak technicals. ",-1 +user BAC we are seeing...,1 +"VVS took a little more off 1094, 1080 stop now",1 +"CAT daily,got overbought 4 days ago and yellow owns EH not oversold either. ",-1 +"AEE crosses below 34, and I am shorting it.",-1 +SHOT AEE 33.99.,-1 +"ed Weekly Triangle on KWK,....pdating ",1 +AAP interesting how SKYnet can keep a 400B stock in a 0.0025% price flux channel for an hour with 1M+ trades?,1 +user: What time are the stress test results being released tomorrow? BAC GS C JPM WFC > 4.30pm ET,1 +NVDA nice accumulation taking place here... ong and strong ! ,1 +BAC FEDEA ESEVE BEIGE BOOK IS OT --> Everything looks good !!! ,1 +"Green Daily Triangle on MH,....pdating ",-1 +BAC Yep Over the 11.90 esistance... :) NHD,1 +BAC Big Boys come In Buying arge Block !!!!,1 +Can the AAP iPad escue a Struggling American Education System? ,1 +BAC +12 by close even Better!,1 +MBI breaking out ,1 +"OKE Oct 50C bought 15,000x at .80 vs. OI of 22. Suspicious out of the money big trade, probably opening",1 +BAC C COF giddy up lotto call,1 +"BAC now XF is pushing too, Watchout 5% day is Possible!",1 +AEG Parabolic .... ,1 +JPM back over 50 roll,1 +"SPS buying some here, small position. Trades at 8x free cash flow and below 10X PE Mgmt. has bought back over 3B in stock last 3 yrs",1 +"SZYM decent setup on multiple timeframes, volume not that great",1 +BAC Cleared 12....,1 +Interactive Intelligence back near all-time highs. ININ ,1 +user: user: AAP can jump 50 in nano seconds after E if they beat Sure but that is Skynet trading with itself,1 +XCO ~310k purchase just moments ago,1 +STT a solid breakout of this tight basing channel ,1 +CM continues to move up nicely ,1 +"AAP Down.. DE up hahhaaha, TC should have bought Dell with Cash like MSFT did with AAP in the 90's",1 +Intermolecular is looking promising. Pivot above 10. IMI ,1 +user: BAC once upon a time this stock was 17.xx>> History repeats itself -Mickey Mouse,1 +AAP looks like maybe a fade then pump to close? oversold on 2min/ 5min,1 +adding more weight to MTG sorry folks u had ur fun. Hammer down time. Holding over night Have plenty of cushion from 5.89 short,-1 +"BAC volume in 12 calls today is Huge in all months, something big is coming imo...",1 +"user: With egal eserves ow, Bank of America Faces a Big awsuit >> = Big BS ! BAC",1 +MTG holding small short pos from 5.72 for swing,-1 +"GOOG to Face Off with FINA, Exchanges in Audit Trail Bidding ",1 +AAP wow up almost 4 on Skynet's After hours inside trading,1 +MGM ooks like its getting ready to fill the gap,-1 +Time Warner Announces Plan to Spin Off Time Inc. TWX TWC,-1 +SWHC and QE both killed earnings and still were punished...hopefully its a matter of patience since I am holding,1 +AAP this is the best graph shows mode.. we are now in despair heading towards mean (500 ish IMHO) ,1 +"user: I still say AAP 1k before GOOG don't show your ignorance, right now AAP has x 2.85 shares or 1211 equal basis",1 +Penney's and Macy's and Martha . . . Oh my! : JCP M MSO APP KO ,-1 +GD SV as mentioned a few days ago GOD stocks oversold IMO GDX GDXJ GDX JAG .50 GP AY ABX FCX The royalties TX SW GD,1 +"SK 6.75 printed AH, this baby's gonna pop tomorrow. Share buy back, euro expansion, fast growing company here :)",1 +user: user: user: I still say AAP 1k before GOOG ignorance is bliss my friend and an education is expensive ;),1 +SK - 28 mil share buy back - estimated EPS 1.01 vs. 1.00 last year. ,1 +Time for some shorty pants? CSX #Trains #esistance ,-1 +JAG used to be 8 and trades on several exchanges that had a buyout a few years ago GD SV IMO we'll see M&A in GDX GDXJ space:on TC,1 +SK Closes 6.75 AH,1 +AT 3s a charm and this can be a trade and long term hold with reinvesting SDIV EX is another area that may see M&A DK SO ED N TE,1 +Market Wrap Video + Additions to Watch ist including: AAP BSFT END FS JCI PQ TTWO WGO,1 +Investors into GD SV PA PTM stocks in GDX GDXJ GT GDX ING GGGG SWC PG PA and GOO AY H NEM AEM ABX pay SDIV,1 +IG HA SB IEP is Ichan Ent showing interest in the space SO OO OIH CO shows support 90 trading with NG SSN TAT WTI DOW,1 +GOOG Ice Cream Sandwich and Jelly Bean Are More Popular Than Gingerbread ,1 +"SK Great day today. Breakout on huge volume. ots of shorts, congrats to members who joined in! ",1 +GEVO 2.25 Target Short un Price Action.,1 +"I invested in MSFT, but I have more than a few words for Steve Ballmer",1 +BSFT ran into the gap today and pulled back - maybe a trade in to it again ,1 +END ran into space with large red candle on left and may try it again soon for a trade ,1 +GDXJ bounced pretty good so gold stocks may move up some - like VGZ GOD NG and silver PAAS ,1 +"Trade idea SE the breakdown in NEM 40 , target 31.50 , cut above 43.50 ",-1 +TAB finally starting to break out. MACD crossover today/should support higher prices in short term ,1 +AXTI An ndervalued Stock.P/E of 15x with a PEG of just 0.65x.No debt and about 46 million of cash ,1 +VHC still looking interesting.Trading within an ascending triangle pattern w resistance at 36.25 ,1 +NFX The hourly shows a Head & Shoulder formation forming. ,-1 +user: uncapping 1/2 of NVDA 13/14 CS for 4c in case that 12.5k buy of 13's knows something Nvidia Acquisition umors esurface,1 +"The A/D line moves up, it means NVDA is being accumulated ( bought ). ",1 +"user: AX working nicely, forms another consolidation above 56.75 ",1 +Post: How ong Can You Hold Your Breath? SHD DE,1 +MTG between yesterdays session and today's PM almost the entire float has been traded lol,-1 +BAC right back to 12 I'm eady!,1 +VBD blast off!!!,1 +GMC from watch list gapped over line with volume of 10% average full day ,1 +"Slowdown in PETM services troubling, would look to other pet companies to play pet humanization trend: PETS WOOF",-1 +NKE looking good here for another run at those highs ,1 +MCP possible grind to 6.70-75,1 +"ASTM like it over 1.32, needs better vol",1 +Today's Watchlist for SHOT Stocks: SA; SB; IG; PB; CA,-1 +I bought some JCP. I love knife catching,1 +ZNGA like it over 3.56,1 +user: AAP Barclays price target for Apple is now 530. says decline is b/c it might make only 30% profit (40/shr!),1 +MTG still holding short from 5.70's I think we will see low 4's by tomorrow,-1 +"MTG if it can hold this 5.10 level, it is a good long imo.,",1 +"GS nice bullish start, no position here",1 +personally I would like to see AAP 42/share before 1000 IMHO (after a 1:10 split of course) then we would see 100 very quickly IMHO,1 +"user: AAP is really dead... you should go chase the fast money over at AMZN, NFX or FB has a big announcement today",1 +INFN at 7,1 +ooking at a 10am revesal on APP. will go back to 2.00 level soon.,1 +"Green Daily Triangle on TC,.....Open ong at 3.37",1 +"Green Daily Triangle on GTE,.....Open ong at 5.93",1 +ZNGA Put/CAll ratio 0.18,1 +Starter position in SHD 47.21 eady to hold by breadth for 10 to 20 years,1 +"AAP We break and close below this support, 360 is the target and im calling it THE bottom ",-1 +"user: user So why the stock is falling? Can you explain? The fast money worried AAP will not grow as fast, so they are out",1 +APA peeling some off here,1 +user: user: AAP 360 is the target If no growth maybe but it is +50B cash = bottom 410 if NO GOWTH (and a div!),1 +NFX Breaking down the neckline w heavy selling volume accompanied by bearish technical indications ,-1 +fonr shares are up 50% since equities research upgrade and up 200% since stockdiagnsotics upgrade,1 +AAP approaching 420 low,-1 +"INFN continuing to look strong, looking for a move to 7.15",1 +NFX such a monster gap to fill not sure how anyone could fill comfortable sitting long here...,-1 +MCP finally,1 +BAC Here we come 12.25....,1 +GE has been lagging. 1 of my favorite longs. Above 24 I think it runs. DIA,1 +INFN taking some off here,1 +"3 stocks owned by Paul Tudor Jones I'm watching for long entries PKI, MV, MGN h/t user",1 +"MCP taking some off here 6.50, looking for 6.75",1 +user Market esearch Portfolio's ook at BA flying into the wind now~~ More to come!!!! BA,1 +NFX looking to short on a weak bounce to green arrows then fade if we see momo turn South ,-1 +"GPS big time move today, breakout out of upper BB. ST Pullback/Consolidation won't be surprising ",1 +"SBX, slow and steady wins the race. p > 20% since we covered the third place concept: ",1 +SK - 2 Stocks to Watch ight Now SK FB,1 +NFX short moved targets for reversal up - not in yet S1 and MA ,-1 +BA sold 1/3 earlier off my post from the other evening. Starter in GMED. like the setup and the recent eps. Acts right and I will add,1 +"OST m, my position hurt so bad today. butt, it just slide back to last wednesday. maintain 65.00 target.",1 +AMZN nice intraday flag,1 +user: AAP looks like 419-421 is bottom for this week nice to put that in the rear view mirror!,1 +"DCTH nice flag, like it over 1.92",1 +G movin.. but I wont scream victory! until it really pops above 2.55 or so...patience...,1 +JDS watch it for a possible short.,-1 +"TIP is getting trippy, boss.",1 +"PETM possible leg down now, looking to cover some 61.75",-1 +AAP now we need a strong scared 1M+ buyer,1 +"PETM short hit my 2nd tgt, took more off, final tgt 61.45-61.5",-1 +isten if NP crosses 136.82 it will go.,1 +BAC Next Breakout Based on Tech Analysis should be Around 1.00pm Not Before!,1 +I am long a little PAYX waiting for a breakout. Earnings March 25. ,1 +BAC Here comes another push higher! JPM calls being bought today too? BAC more bang for the Buck!,1 +"AAP it is funny listen to you ppl who play one side of the mrkt and expect to make , when you play against ppl who make both ways",1 +AAP still holding puts. Will test 420 again.,-1 +"Admittedly more a commentary on digital media than just Yahoo, but here why YHOO is set to crash and burn from here. ",-1 +AAP trying to bounce here,1 +BAC Oupss !!!Sooner than expected.. that's what's alerts are for...,1 +"AAP looking to take some off around 429, should retest 430 on this move",1 +DAA on launch pad over 1.11,1 +EBAY SHOT 53.12,-1 +VXY VIX is Done till Jobs eport - Try CAS on FAS BAC GS C XIV,-1 +user: ask if you can SE MAY 2013 515 CA for 3. If AAP goes above 515 you get 515 +3 per share if not you keep the 3!,1 +user: AAP breakout is imminent. Although trading on pathetic vol now.. no -sellers -GOOD,1 +Can someone wake me when NKE gets to 65? Thanks.,1 +SHD added to short position on uptick! ,-1 +STO VS AP 50 puts for 1.40.,1 + FDX double toppoing BEAISH MONTHY GATEY pattern....time to exit ..,-1 + PCN doulble top at key fib retracement weekly....time to exit ...,-1 +COX possible breakout play ,1 + The rodeo clown sent BK screaming into the SI weekly red zone...time to peel away before it turns...,-1 +ONG DAA 1.12 1/2 position.,1 +user: ETFC nice movement ,1 +"KWK this one is heavily oversold here, think with the other players rallying massively this one is due for a big pop. P XCO ECA NG",1 +"Shorting COG against XCO SD... COG so far above the 50dma, think it pulls back to the 50dma here, way too overextended imho",-1 +AMTD nice breakout ...This was a stock I alerted to my subscribers last night ,1 +" Why is FDX important, gave the MAKET OPEATOS, cover, give the DOW THEOISTS their story, while we sell out...gonna be one helluva fak",-1 +user: user: AAP as long as TC silent this goes down TC is waiting for another check so he can load up user ;),1 +SHD Sears looks good on break out this morning. SHD ,1 +AAP does nobody watch volume? today: buys=high volume sells= low volume,1 +"user: AAP Divi announce came on third Monday of March 2012, the 19th. Will it come on March 18th this year? ",1 +"AAP a bull bought 2k Apr 425C for up 16.75 each, laying out nearly 3.3 million in premium.",1 +SK Whoa! Somebody has some confidence in SK :) TO DA MOOOOONNNN!!!!,1 +COG rolling over here... think it will lose most of this move today.,-1 +"CTXS could rally to 95, my thesis here: ",1 +user: PCS broke through more daily candle resistance!,1 +BAC Volume is Strong and Bullish Will be higher Today than Yesterday -- Already 141M !!!! ,1 +HBAN breakout today ,1 +Don't know squat on SPT but P flack just sent unsolicited email asking for plug & his first graf touts 80% gain in shares.- ZICH on biz.,-1 +user - never buy on day 3 of more than 10% move. Good advice for the conservative. XCO,1 +MAKO Nice Cup and Handle pattern...Stock worth 20 IMO... ,1 +"for the record, I do not like these highs in SPX, ES, NQ, IND. the air makes me nervous up here. seeing more SHOT pre-signals. ",-1 +SFD here it comes.,-1 +SD one of the cheaper stocks in the entire complex. If we get rid of the corrupt CEO I think this is easily a 9-10 stock. SO NG CHK,1 +ASTX perfect follow through day... ,1 +"ed Monthly Triangle on CSN,...Scaling P ",1 +E: NG NG_F I think that if we have a hot summer we could easily see 5 plus NG. ig count still down in the 400's best plays XCO ECA,1 +Talking headsCNBC talking the GOOG~ AAP rotation suggest max target 840 unless strong move on AAP then it will be like a teetertotter,1 +BAC Tomorrow we fly right thru 12.50!,1 +user: AAP still here? Do you you spend the whole day about Apple? yep that how I keep an eye on my Money! and take yours ;),1 +BAC gonna go BOOM!,1 +"GMC clean break, on good volume, and closing near highs, nicely done ",1 +AAP I can't remember another time I was so happy on a 10 move .. it has been so dark here,1 +AAP if any bulls bought next weeks 450's this morning 1 you are now +100% !!,1 +"ed Daily Triangle on JVA,...Open ong at 7.35",1 +CSN shoing a real nice green vol bar - we trade heavy tommorrow 1.15 then Monday 1.20+,1 +"SK 100k block trade, I'm with that guy.",1 +SK G SKHEADS,1 +MTG closed at the low. still short from 5.70's,-1 +user: AAP always good to look at all timeframes. I was looking 2-5-10 and they all said something different O plan around that,1 +BAC Happy to have sell 1 cent of the HOD !! Congrat to Me ! estaurant Tonight ! Happy for Every ong !,1 +AAP will find last break out here before heading lower. ,-1 +"user: AAP music service is delayed? maybe buying P? waste of money, nothing proprietary it is just an App, no value IMHO",1 +Funny C has 8% cash and wants stock buyback but TC silent about AAP's 25% Cash,1 +"ed Weekly Triangle on JVA,....pdating ",1 +"user: user no, P lol Vapour~ware. one strong breeze and it is gone IMHO",1 +"KWK Note the heavy volume here, levered play on NG & NG, basically a loaded call option, if they don't go under cld be a 10 stock",1 +user:cash AAP TC is hanging on to the cash overseas in case SA implodes or tries to take it as tax for all Obama's pipedreams,1 +user: < Opens door for AAP deal with China Mobile Sad they are building 4G and not TE,1 +Tcamitrader yep! EOG from ,1 +OI SO XOM CPE IG -How does the price of oil Venezuela without Chavez's new? ,1 +"user: nonstop bullish remarks on the way down, non stop bearish on the way up AAP Probably paper traders w/ real money O",1 +GPS has the stores and loyalty to show growing sales!,1 +EVC traded some heavy volume today looking for the next move to 2.50 now,1 +COH reversed down from the 200-week sma with volume closing 40% above average. S line in new lows well ahead of price.,-1 +DDD IMO The 3D Sector will pay off SH andT CIMT ONVO DASTY PCP SSYS ADSK and NANO TEC will be Next gen of AAP and GOOG stock,1 +AFFY - volume follow thru will send this right back over 4.00 can go to 5.00 tomorrow - will catch the full run - going to be fun,1 +CHK Over 21.00 ,1 +GEO Over 35.60 but it will need good volume ,1 +DN Watch for rebound - maybe by line ,1 +SKX Over 22.50 - about ,1 +CSPI buying in new nano cap folio.,1 +CWBC buying in new nano cap folio.,1 +SCTY day trading 16.49 with tight stops easing the TAN PW to clients and creating energy off homes IMO 10 years they will rival DK,1 +EVI buying in new nano cap folio.,1 +GEVO broke out of its 50-day SMA and surged considerably higher amidst impressive buying pressure ,1 +"Schmucks think if you're bearish a stock, you MST be short it (& vice versa). Pros do their deep research & study history. zagg",-1 +NVDA Third Avenue purchased 2.15 million shares of NVIDIA giving the holding a 1.15% weighting in their portfolio. ,1 +SK the long awaited short squeeze will not happen today!,-1 +Why These 4 Biotechs Could Be Next In ine To See Their Share Prices ise AMBS.OB CHTP MACK PPHM,1 +"All you Bears, don't forget that AAP is trading for 290/ Share (net Cash) and pays a 2.5% Div, Contrarian bets can work, So trade strong",1 +"user: AAP do you think your pep talk can influence the market? I am not the one who lost 51k, but your insight is insightful thx",1 +BAC 13 is a coming!,1 +AXTI eleased news. Watching if this can go into 3s today ,1 +NVDA ets see if it breaks over 13. Medium set-up on watch.Volume needed; ADX starting to point up ,1 +"NVDA From VW to olls-oyce, New Cars at Geneva Auto Show Feature a Full Tank of NVIDIA ",1 +BAC oad this mini Pullback!,1 +MAKO this could get going today... ,1 +"MTG looking for a move to 5.20ish, low stop",1 +"BAC gap Filled, back up we go!",1 +"BVSN good start, like it over 9.5",1 +Today's Watchlist for ONG Stocks: MDP; AVAV; AT; KA; BS,1 +22.50 held as resistance for PI,-1 +"Short GOOG 830, hedge of ong pos",-1 +BAC oad oad oad the Boat!,1 +would like to see some long red candles on aapl 2day. still think it takes out 420 very soon.,-1 +AAP HGE Volume (compared to recently) One big Bull coming back will take through the resistance,1 +i think we'll see aapl at sub 430s by the end of the day. not saying it pins 430 but i think it revisits it for sure.,-1 +CDX taking some off,1 +Security software stock FIE is almost back to its all-time highs after a 30% pullback. FTNT from the same group is also setting up,1 +SHOT P 13.95.,-1 +AAP a classic move to 435 testing on no cause. Webinar followers I've added to short position ,-1 +"11.59 is next fib level in P, but if we can get a dollar roll, I will be happy.",-1 +user fonr is a strong buy based on my fundamental work,1 +AAP 435 retest and now probably 420,-1 +user: BAC - ooking to get in... Which price I should buy? Wait till we head to 12.15 on volume it will be god IMO.,1 +BAC We can see another rally to 12.40 till 2pm but after --> Opex Power will come. Next Week Dividends + Buyback.,1 +MNKD squeezy,1 +Zillow has almost doubled this year....so if you are raising money for charity might be smart to hit up user :) Z,1 +Cover 1/2 P here 12.62 and set last 1/2 stop to 14.,-1 +"Yesterday's 2-day long play SFD is now up 11%, but can be held for an extended play if it holds 25.15",1 +CIEN for a short under 17.11,-1 +"HM wants higher, looks good on multiple timeframes, but not a fast mover",1 +notable S this morning user: INVN ikely in new iphone 5s ,1 +"PCN mini bear flag intraday, staying with the short as long as it stays under 718",-1 +"ed Monthly Triangle on CSN,....starting closing for profit",-1 +AAP looks like everyone has gone home vol<100k,1 +TSA having a quiet day after early session dip: ,1 +"NKD 3 down days in last 4, going to wear off the overbought while giving back nothing, amazing ",1 +NE not bad at all.,1 +FIO is going to break P the down channel. Could run hardly. If you are out better monitor that possible break,1 +CMG bounced off the 10 SMA. ,1 +"CTGX this is what what I mean by a 'high, tight' consolidation following high-volume run, v bullish ",1 +PO upside volume tailed off a little and some divergence intraday so may pause again around here ,1 +V still frustrating me but given its history I will be extraordinarily patient with a winner ,1 +HTZ some divergence creeping in intraday (not shown) so may tap on brakes here but long-term solid ,1 +"ASGN made clear at outset where invalidation was and resolve got tested immediately, now in black ",1 +"GMX took some off 3.75, 3.90 next tgt",1 +user: AAP having a lot of 'drip' ticks today. A long tail signals support.,1 +user: AAP looks ready to move soon everyone is playing the euro close.. 20 minutes then they will bring the cash..,1 +AF short (AP 52.50 puts) working on the highs this AM :) Stochastic crossover ,-1 +JCOM easy look at last 3 years annual income data: ,1 +"BAC there goes JPM, BAC will Follow!",1 +GMX taking more off here 3.89,1 +"SII all out, think I'm done for a while, see ya at 2.90 or so",-1 +CIEN going short in .05 cents.,-1 +user Tell that to BID AAP APO NEM CF and more.,-1 +"ed Monthly Triangle on CSN,....Net Profit 70,825.00 (6.42%) ",-1 +GMX close to the fence.,-1 +"user: BAC Covered all my shorts right here>>Was a good move, maybe next week After Dividend Will Short !",1 +user FIE has had a great run since BO. Suggestions for trailing stop? Targets?,1 +"QEP, volitality expansion just getting started. onger consolidation=larger move higher over time NG SO",1 +not normal - it looks like a set up for major one way or another - G AAP,1 +"user: user u call it rare, i call it unlikely ;-) only for AAP, happens with 90% of all stocks",1 +user How about those gains and volume surge in this little guy EDS,1 +Swing Trade Quick Pick: Alexion Pharmaceuticals AXN ,-1 +"BVSN on the fence, if it goes under, it will be a nice short. with a 1 dollar roll possibility. Target 9.30.",-1 +BVSN cracking in my book.,-1 +AFFY 30 minute shift - Still long partials from yesterday 2.90 level,1 +"CAT looks to be bottoming, but it also has not moved much off its lows with recent strength. If it breaks 89 to downside, its good short",-1 +GOOG looks heavy but volume is drying. eal selling pressure comes with above average volume.,-1 +user: Surprising how quiet GMC has gotten on the stream. Been a fabulous performer and still has 25% of the float short.,1 +AF 30 min second shot at the 100MA - 20/50 crossing ,-1 +"user: from the Sunday watchlist, trying to B/O here. CYH ",1 +AXN rejected by the 50dma yesterday,-1 +"I didn't see any1 else buying with me 1 lower earlier #timestamped EBAY Trend still intact, this is a market leadr tking a break before 60",1 +"Taking profits on CMG from 321, not time to a hero over the weekend as this thing fades, I'll take my 1 and revisit, still like this one",1 +"COST is another nice one but I'm staying away for now since that special divvy, small pos in T account",1 +SSYS ooks like a buy to me here at 70 going into next week.,1 +AAP Bullish technical divergence: momentum indicators are above their late- January lows while AAP hit a 14-month low of 419 this week,1 +AF - engulfing about to take out tuesday candle ,-1 +AAP Bullish technical divergence: momentum indicators are above their late- January lows while AAP hit a 14-month low of 419 this week,1 +ook at that intraday! Over 70 today? ,1 +AF 5 min taking some off +50% ,-1 +"Buyable when it reclaims 50d, easy move back to 14 F",1 +"COX hasn't moved much since this AM, but catching my eye. ight vol pullback, above res + 200-day ",1 +"GS the current fib level support is 152.05. It bounce off of it today, not sure it will have the same luck next time it re-test.",-1 +"aughing all the way to the bank, Top 5 T account PEP This thing riding the upper BB on weekly chrt! Monster 10% move. ove me a bull mkt.",1 +JPM bounced off it's fib support level today too.,-1 +MCP looking better again. Tradeble.,1 +"user: AAP why short a stock down like apple is??? Kind of late and risky? very late, but some ppl like the high premiums",1 +FOD long 2.87,1 +AAP anybody want a tip? I hear Bluestar airlines likes next weeks calls on ddd do your research,1 +BVSN 11.07 ai ai ai.,-1 +AF - Taking out the entire week. Gap then 20MA on daily. Shooting star weekly. ,-1 +"user: what's taking so long for AAP to get sub 430?! 137B Cash, 2.5% div, FYI as soon as those go away it will drop",1 +"GMX I am not endorsing this trade, but from 3.98 it was a nice short. If SPY suddenly breaks lod we will easily see GMX 3.31.",-1 +"SD If you think you have not gotta a fair shake from Tom Ward and the Board, let the SEC know about it, #corruption ",1 +Watch DECK over 49.20.,1 +DDD here is that piece about the 3d printed skull cap ,1 +AF 60 min ok really this is the last one. Note 100MA and 50% fibs just below. Sitting on S2 now. ,-1 +GMX just like magic.,-1 +"I have no position in GMX, I just pointed out that under 3.98 it would be a nice short. With a 3.15 target.",-1 +SW TX GD are royalty companies in GD SV and a bullish sentiment in C COPX SCCO FCX as byproducts NINI JJN JJC JJP JJM,1 +EBAY tested the high today n it failed unless Hmary in25min.,-1 +user: Mr AAP is going to have to stop hanging out by the pool if he is to make 435 by close. All she needs is one fat finger buyer,1 +GMX just .20 cents until target.,-1 +"Back in on the short side of COG, hedging my other nat gas plays XCO, COG trading at 10x+ sales 6.37 book. CHK 1.09X, 1.08X respectively",-1 +GMX BINGO!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!,-1 +"KWK 5MM shares traded so far, this is getting interesting here... shorts want out obviously... #traders #action",1 +ook for a breakout V MA ,1 +AAP holding my current positions over the weekend ,-1 +"user: user Compelling enough for me to join you 64.71>>TY! Filled short at 64.7615, glad to see you're in as well ;0) COG",-1 +user: AAP finishing wave 3 of decline I think an error in your calc is incl Einhorn's Pump&Dump,1 +"Back into that frothy zone here on SPY, raising cash & making a few selective hedges here on my NG stocks, short COG against XCO KWK SD",-1 +INO Some perspective: ,1 +"emember how ZAGG sued a bunch of critics for eg defamation? Theyve gone further now, responses to discovery are a total joke.Short it to 0",-1 +"P pays record labels 0.12 per 100 songs, AAP offered .06 for their planned service. (Spotify pays .35) via NYPOST ",1 +PAN went hard in the paint this week. TSA on a comback too. I put my allowance money there.,1 +"Historically with the amount of options, AAP 's ow day is Friday, and high day is Tuesday FYI, the non sell off today missed the pin430",1 +"I would be worried if I was short trend is reversing, stock back above 50d on weekly and daily, macd curling up, get ready for squeeze",1 +"if EBAY breaks todays low next week, I will be fully hedging my T position",1 +MTW long good company plus some WI love for made in WI,1 +AGCO been adding on pull backs. Great company not only large machinery but also serves hobby farms I expect a lot of growth couple of years,1 +ZCS doji under trendline ,-1 +BAC accumulated more May 12 calls today. ooking for a move to the upside leading into Thursday.,1 +TXN raises 1Q13 earnings & revs to upper end of prev f/cast range - improving demand for chips - Expects 1Q13 EPS of 0.28-0.32,1 +KEY and HBAN have been flirting major trend breaks and did this week. ong both but sold some KEY pre mkt Fri. Both should work higher,1 +AMZN flagging.A clearance of this flag will open the door for more gains to test the all-time highs ,1 +GOOG nibbled on buying goog into the close 830 GS 153,1 +"NKD - great start to 2013, up 54%, 2nd best performer in #13for2013 portfolio ",1 +"DDD watch for break of the DT line and STO signal, MACD also appears to be turning around ",1 +TSCO nice 5 week base/consolidation. ooking for a breakout of 105.50 on good volume. ,1 + Cup and Handle setup. Can nibble some above 180 and then 182.50 ,1 +PCN Still buyable here off the breakout last week of the descending trend line. Stop set at 713. ,1 +FT Still buyable here with the rising channel as a stop (69) ,1 +STT nice breakout last week. Buyable here and add on pullbacks to 57.50. Stop set at 57.31 ,1 +NKE still in this 6 week consolidation base. Breakout over 55.60 + 55.90 w/ volume as buying pts ,1 +GEVO stock looks bad going to retest 1.80 base and go lower - beware,-1 +MO ong time shareholder but is this a double top? There has been some major distribution in the past few days. ,-1 +AAP short term bottom is in,1 +PPHM long idea / entry from 1.42,1 +ONG Setups: AN ANIK NFX SSYS ZB MDX KS VMW and more ... ,1 +SHOT Setups: AX CT WFM BID ICE QCOM WYNN AF DNB ,-1 +"eview Of Open Positions - Stocks - featuring SWI, JPM, GMC, TWX, ASGN, FNP, KOS, CAF, JOE, S",1 +ACM trying to be a playa.,1 +"F - potential short on bounce OHead resistance at Kirby. Stochastic OB, SI and huge volume exit. ",-1 +AI on watch list short - no position ,-1 +NKE potential short for many reasons. Check F post as well. Triple top OB rounding TOP. ,-1 +"ASTX looking very strong, I would like to see a pullback staying above 4 to re-enter ",1 +DA Broke out of bull flag. I'd look for confirmation for a leg higher ,1 +HOT watching for S to SPX. Note green line another SCT setup. My favorite hotelier stock. ,1 +"Blow-off top coming in the S&P between 1565-1575. Vix is low, buy puts in the SPY April and May 154,153,152,151 strikes 1565-75 SPY",-1 +YHOO consolidating in bull flag. Technicals are positive for a continued climb. Watch over 23.09 ,1 +"CF Break that Descending Trend-ine & break 26.20 on volume, we will see a trend reversal here. ",1 +V above 162.87 is a buy for me... ,1 + NEW Blog Post: Technical Analysis of Barron's BBBY BCM GPW GNW YV P SBX SSW CP CSX KMP KS NSC MP,1 +ECAP: orders in for tomorrow (calls across various strikes and months) include ABMD AMCX DTV EMC EXP FIN GDD IG THD TOX !!,1 +My reasons to avoid Monster Beverage Shares MNST KO PEP ,-1 +AAP powerball is up to 183 million. Maybe ill just load up on appl stock.... Odds are the same?,-1 +"P lots to like, trendline support, macd cross, decent volume.. target 63 stop 57.25 ",1 +GOOG setting up for another push higher. Still within a larger 3rd wave...with (v) of 3 to come... ,1 +CM is bull flagging. ,1 +"PVFC long 3.80/.81, range narrowing, higher lows ",1 +VTS long 3.41 ,1 +"WIFI long 6.07, from the bottom, volume higher each of last 3 days following hammer on 03/05 ",1 +COX Crocs: Growing Brand At A Fair Price. It may be a good target for one of the larger apparel holding companies ,1 +AAP clearing 435 will be very bullish for stock.,1 +NFX needs to get over 186 to be considered short term bullish again. I'm bearish,-1 +My portfolio: FIO ASTM NIS NN ANTH other interesting stocks: AAP ATHX MNKD MEA ,1 +ENZN double bottom. Interesting,1 +"HCA entering long, here's the daily, like the volume on that bounce from support ",1 +user: GOOG Doing some well deserved rest after the recent gap up ,1 +mchp bull flag ,1 +"BVSN over Fri highs, watching for entry",1 +BAC sitting tight on BAC calls!,1 +DDD should test 30 again.. weak price action!,-1 +ZNGA 3.9 nxt tgt,1 +Watch NP here under 138.93 could be a nice short. And There goes CIEN under 17.11.,-1 +CHTP from watch list hanging at line so far with volume of 7% of average full day ,1 +"G 2.55 is 1st target, above it rip tits.",1 +MNK watchn thru hod 328,1 +Today's Watchlist for ONG Stocks: VET; QDT; AT; DCIX; BS,1 +DCTH Another target acheived ,1 +BAC A rally to a new stage !,1 +"BAC nice little rocket, Friday was a headfake, get ready, she is going to 15 imo...",1 +"BVSN great intraday flag, 12 here we come ... needs to stay above 11 now",1 +POW may make a run to .25,1 +"CHTP like this flag here, expecting a move to 2.10 shortly",1 +ong CMG 321 again,1 +"CBMX wow nice move, missed it, no pos here",1 +BAC is going to play catch up to the Breakouts we have seen in C JPM and WFC It's Obvious IMO!,1 +BVSN took more off 11.80ish,1 +DMND It's all about 4:00pm #HopingForSomethingBig ,1 +NP tap tap,-1 +SHOT BVSN here 11.50,-1 +There goes NP.,-1 +"CHTP trying the 2 level again, 1.95 stop here",1 +et's do this BVSN,-1 +ATHN wants the hundred-dolla-roll.,1 +GMC recovering from morning weakness opened pos 52.97,1 +CSX ooks bullish. ong if beats 23.34. Stop loss in 23.19.,1 +PK taking some off here,1 +QCO and it went again.,1 +CHTP is the next bingo stock imo. over 2.04.,1 +Notice that I am saying this way in advance. I am just making sure everyone is on the same page. CHTP,1 +"Ok NP goes under 138.93, I will short it.",-1 +ONG CNE at 13.91,-1 +"CBMX nice flag here, could have another leg to 4.90-5",1 +New stock in my adar just now MTI ,1 +Stop in NP is 139.50.,-1 +user: ong in NG after beating 25.16. Stop loss in 25.09.,1 +ETFC - The bigger the base...? ,1 +SHOT CNE 13.7,-1 +user: F popping. p over +1.5% this morning. FB putting in a good early run. p almost +2%.,1 +looks like target is 44.07 HS,-1 +"MDX nice setup multiple timeframes, needs better vol",1 +ZNGA up 7.76%,1 +"STI 5 min 1 - and 30 min opening range, added calls. ",1 +AAP back in long (hope this time works out better then the past 300)- GOOG too :),1 +user: ATVI ATVI. long overdue short ,-1 +STI 30 min opening range busta move. 2 first target. Calls ,1 +"Buy signal at 70 in ate November 2012 was right on the money, bounced perfectly off the trend line MEI",1 +Added to PPHM,1 +STI daily - into the Kirby. ,1 +"Nice breakout here TGT , ong 2000 shares in T account",1 +NP this is it,-1 +"Both MA and V should be on everyone's watch list, should show direction some time this week, break range and resolve its current pattern!",1 +ZIOP doing great PACB did great MNKD did the best - cant forget VVS making MoJo too all called out today,1 +AAP 500 by Christmas or Co. news which ever comes first,1 +AMZN scale under 71 +4 looking for under 70 for next scale ,-1 +Covered 1/3 45.90 DKS.,-1 +BVSN wow that was the perfect short from 11.50.,-1 +owered stop in DKS to fib level 45.90.,-1 +"Covered DKS, looks like a long if it can stay above 45.90.",1 +AAP Daylight savings has screwed up the European close.. still 1/2 hour to go,1 +Hey AAP Traders.... It's a bull market. Plenty of WAY better opportunities out there. Here's a good place to look: ,1 +GS at the 50MA and lower trendline I'd like it long. Too many traders like it short right now. ;) ,-1 +G good volume but still fading..patience...patience...,1 +"BAC is not going to lose 12, not sure why these bozo's are holding her back here, XF is off to the races!",1 +MAKO breaks out beautifully,1 +EXX is tempting to breakout above 14.50 following an eps beat and with positive trends. #breakout ,1 +ONG BVSN 11.16 stop 11.,1 +AAP breaks under trend,-1 +5 small caps being shorted heavily - JCP DECK TSA HF ITT. - All have their own unique problems.,-1 +"SV GD PA NGT FCX NEM AY - Gold prices traded steady, focus on dollar ",-1 +AAP broke out of triangle and moving up,1 +Watch CAI under 4,-1 +"MAKo under 13, could sell fast and maybe hold 12.54 fib level.",-1 +aise BVSN to b/e 11.17.,1 +Some of My Market Thoughts and Swing-Trade Watch-ist Too | STDY HS W HOV SharePlanner ,1 +"Selling 1/2 BVSN here 11.34 from 11.17, stop 1/2 11.17 b/e even.",1 +BAC Bank Of America: Buy Now Before Dividend Increases = Thursday 4.30pm ,1 ++1 user: QCO New MS Study results... enjoy,1 +"ed Daily Triangle on TPM,....Scaling p ",1 +NFG breaking out right here. ong,1 +MON long setup 104. Earnings and rev growth will help build into Apr4 earnings. Tgt #1 106.50 ,1 +added to my holdings in V,1 +BVSN added here,1 +NKD giddy-up.,1 +AF watching SPX highs and relative strength weakness. AF at MA ,-1 +A reminder that HIBB reports on Friday. See DKS today.,-1 +aise 2nd 1/2 of BVSN to 11.34.,1 +"BVSN still acting ok, would like to see a pop thru 11.50 soon. 11.15 stop",1 +ZNGA nice breakout accompanied with good volume. Next resistance lies at 4.46 (2) ,1 +Watch CAt under 91.,-1 +CF watch for a drop under 24.,-1 +WNC The bull roars in WNC ,1 +AAP WEHAAAAAAAAAAA,1 +Out 10% 435 user: I have no idea whats going on so I'm taking profits in the shares I added today... Out another 10% 433.50 AAP,1 +AAP there was that 1M print I was looking for!,1 +"F really looking good here, great call option action too!",1 +GME breaking out of the handle,1 +Should I liquidate 1/4 or 1/3 of ZNGA I am holding?,1 +"AAP working, taking some off here",1 +F a close over 13.21 on volume (likely) would be,1 +"KWK heavily volume again today. Heaviest volume all year was Fri. This one is way oversold, too many shorts, don't let them cover NG SPY",1 +Oh lord DKS.,-1 +"SD one of the cheapest stocks in the market. Valued at a fraction of NAV,most NAV estimates are north of 10, even after disc. to Miss ime",1 +user: SD Dont 4 get to (VOTE). Time 4 change.Your (VOTE) counts.>> Don't forget to Vote Green ;) #traders #proxyfight,1 +Big EOD otation that we have been waiting for? GOOG -->AAP ?,1 +CAI 4.94 will be the bitch slap.and tank.,-1 +first true bullish engulfing candle on AAP since Dec 17,1 +DKS round 2 tomorrow imo.,-1 +"holding 4 positions overnight: AAP and GD calls, CHK GD shares",1 +"PAY - Closing strong, well above the 20.00 mark. Continuation, likely.",1 +FOM Any close above 5 will favor the upside. First target would be 5.17-5.19.,1 +user: AAP Not loving that close. ong weekly 450 calls. 25000 of us praying for the 450 pin close,1 +"user: AAP Broke 435 and held above 437 which should lead higher Since the slide began, the high days have been Tue, lows Fri",1 +AF daily kumo - ote: chikou circles (S/) and recent at kumo bottom. Flat kijun. ,-1 +NTI turned away by 50ema ,-1 +PAY ncertainty is never a good thing.,-1 +PKT long 13.51 ,1 +BYD is on the up (: Holding my 500 shares in at 6.46,1 +"NPSP long 8.31, chilling few days on lower volume, lets c if it wants the spot ",1 +SHOTs if red/weakness is in fashion tomorrow ANGO BDBD CBEY CIMT DCIX DGIT FDM VET,-1 +user: AAP Going to drop hard when rumor is flushed out. No rumour hit a buy Target=50dma <430 ,1 +"Marriott International signed a partnership with IKEA, how I think it will be a genius move MA",1 +user wouldn't consider it until >27 minimum CF,-1 +SC stericycle working on an daily breakout! SPX SPY NDX QQQ ,1 +"ove PXP over 48.10 for a long swing trade, August call buyers last week. MACD went positive along with #VOSTOPBY last couple of sessions",1 +Short PN see ,-1 +NKD Over 179.35 ,1 +PAY p 7.6% AH 22.01 No real resistance until 23.40 (20 day avg.) ,1 +CAT looks like it created a little bottom here. Can really pick it up this week since its OPEX. Def watching this one.,1 +user another good read. keep em coming and thanks. AAP,-1 +ove GNW!! 9-13 Calls are making me feel better about myself for not dumping AAP sooner!,1 +DCTH hitting new high,1 +watch for move on F M KO MO GD TJX BCD,1 +AAP will test 430 today,-1 +My new stocks just entered in my radar KIO TGT VM MTI OPXA ,1 +"COMPQ DJIA SPX COST YM SCA - Wall Street retreats candles. The Dow Jones dismisses the 14,400 points ",-1 +user: user AAP didn't rally 10 in 10 minutes just because it hit a buy target sorry Oh why did it then?,1 +ONG MNKD 3.55.,1 +EBAY breaking lower since sharing with those on Webinar last week. Hold on to your winners ,-1 +G look for shorts to start unwinding their large positions,1 +GAE Jumped over 1st Target and hit 2nd Target took some profits upped stop ,1 +G 2.66 is current support Fib evel fyi.,1 +GM looks like a break of the 3 month trend line here at 28.40,1 +IMM from watch list gapped a bit over line to 20-day MA with good volume of 15% ave full day ,1 +nice opening strength for AMZN today. our long trade working nicely.,1 +EN wants higher,1 +"Medical appliances stocks have been on fire lately. BSX from the same group, is setting up ",1 +Short 828.30 GOOG 350 shares,-1 +Our signals called BBY and highlighted OCZ this week (up 24% today) - and next I think A is going to fly. et's see!,1 +AAP hope you bought the dip,1 +"I'm not short, but if I was going to put a trade on, it would be a short from 530 back to the 50d MA",-1 +"user: AQ, GOO. Trading at key support levels, bullish reversal patterns complete. ",1 +"Out the rest at 52.30, still long 3k shares in the T account user: Out another 25% at 52.40, +1.40 EBAY",1 +"SAT like it over 2.75, needs vol",1 +AAP stream is for sharing ideas not attacks! earn from each other not direct attacks. OK to have fun but there's a limit to it. Bearish!,-1 +Covering half +2.00 user: Short 828.30 GOOG 350 shares,-1 +BIOS taking some off here,1 +" We explain in the Jan 24th aapl video how not to be gaffed by the operators,...fish hooks...aapl might be great co , but broken sto",-1 +AAP BTO 430 Puts,-1 +"user: my year tgt is 270 next year 60 That is funny because unless AAP raises their div, their cash balance will be 200B 2014",1 +MOS doing great for me last few days.. is it time to sell?,1 +"OCZ trying to find a bottom here, like it over 2.20",1 +OPXA today +12% after my call,1 +Stopped on rest of GOOG +1.25,-1 +ADBE Expecting a correction anytime now ,-1 +ANAD on 2.14 aunch Pad.,1 +IFE is a short if it can't hold this 62.30 level.,-1 +GS waiting patiently for the rising 50 MA and trendline. Missed user short yday. ,-1 +CIEN still a good short if it goes under 17.11 and stays there.,-1 +There goes IFE short....,-1 +MEA When will it will go P ?? mmmmm,1 +OCZ long with a tight stop. lets see if it has the momo to go,1 +BAC Overall Market is digesting yan Budget ! ,1 +Back in AAPl,1 +ANAD above fib level.,1 +Holding up nicely in a weak tape. Someone is buying today. I think AXTI might see 3.2 to 3.4 this month IMO the buyback plan worth 6M,1 +"APA good short and risk reward. As long as it stays under 75.50, it will be great.",-1 +user: Want to get more short exposure. I like SNDK at long term resistance. Will take 2% position. ,-1 +G going to 2.68.,-1 +VHC 4 hour ascending triangle evident ,1 +AFFY little downside huge upside. still holding 1/2 from thursday at cost basis of 1.50 from trimming into thursday's rally,1 +CS started a long here...In the basement.. ,1 +"SWHC Gabby's husband after testifying against assault weapons went out and bought a A15, look it up, I am glad he has that right",1 +"FCX Puts, will go down in history as one of the Dumbest Acquisitions of all time!, evering up at the wrong time IMO! Oil Correction Coming",-1 +GD consolidate1575 with move up Straddle with stops GD DGD The same on SV with SV DSV : on H A GOO AG AY SSI PAAS,1 +ebix on watch for short. bear flagging after earnings beat down. ,-1 +user: user GOOG how do you know GOOG is going to 700 ? Can you share that reasoning with us? he is a George Castanza,-1 +BBY Good push back above the 50 day after some consolidation. I also like: COST BOX MNX Others: ,1 +AAP here come the Europeans.. maybe they will save us?,1 +SHOT CAT 89.85,-1 +"SSYS under 69, shorted here, 6940 stop",-1 +ANAD Went. slowly but went from 2.15 fib level.,1 +Picked up (1/3) AXP avg of 65.52 //been really strong and stayed above 65 on the early move today,1 +SCHW -core long holding up well - possible falling wedge? not sure but adding some back 17.65 area ,1 +"Ok AAP Bears turn off your user they are aboutto explain why AAP is going to break out soon, it will have technicals so you ignore!",1 +ANAD :o),1 +CIEN under 17.11 it is a short.,-1 +I like FS long here.,1 +"our AAP buddy user Great Cashen quote ~ After 7 in row in the Dow and 10% above M/A, bulls may pause at oasis to fill-up canteens",1 +Come on CAT do the Harlem Shake.,-1 +EBAY Green... hope you were buying at 51 with me this morning.,1 +"TITN when someone eventually looks at their operational cash flow , or i lack of ,for over 3 years in any one qtr. They'll call it TITANIC",-1 +Playing I from 53.81-54.04 is a fun way to pay for lunch every day.,1 +Kate Mitchell: The Advantage of inkedIn NKD I remain long CEO Jeff Weiner,1 +"user CM needs to drop under this 181.44 fib level, then you are in biz.",-1 +"SSYS covered some 68.65, 68.4 next tgt",-1 +"SSYS hit my 2nd tgt, covering more here, looking for 68ish for the rest, stop to entry",-1 +CM dollar roll.,-1 +ONVO CIMT DDD SSYS XONE PCP PB IMO is a great ong Term plays into 3D sector and to find nice entry points on pullback Eye on VXX,1 +timestamped... user: This is where GS is heading-- to the line ,-1 +AAP quietly show me consistent 120k 4every 2min print will send me back to cash or a spike +200k on a single bar.,-1 +"YHOO buying on the dips, ",1 +ANF looks ready to break downnnn. Short under 48. short,-1 +"Disney cancels The Clone Wars, plans tv shows of its own exploring Star Wars characters and storylines DIS TWX ",1 +OPXA Any close above 2.23 would be great . Could explode higher. ,1 +VZ is breaking out ,1 +OI Buyer scooping up CA,1 +"COX still holding its 200EMA it in this bearish environment, which is a Bullish sign. ong setup ",1 +MOV finally getting attacked by selling! I'm short 39 calls...,-1 +EBAY ebaynow was dead on arrival and the company itself is leveraged a lot.,-1 +AX next stop 42.90!!!,-1 +My holdings AAP ,-1 +AAP take your profits sunshine and repeat! :),-1 +ZIOP nice close - TEK eod heat up this stock is next to soar,1 +PG got some of this looks good in favor with many like it target .20++++,1 +AFFY back to a full position size with avg cost of 2.38,1 +"AAP all round slow day, more concerned about be down on the high day, makes being higher Friday tough, but do-able?",1 +user: AAP lol pin at 450 O indeed,1 +AAP last minute vol is not bad.. i think it gives us a AM fade gap. see what happens in the AM.,-1 +BAC Better Volume Today than Yesterday !,1 +user: ZNGA woow look at this... Should we consider this as a bearish engulfing? ,-1 +ebay paypal revenue is increasing by providing credit. You want to hold a credit provider or a payment processor?,-1 +"look at those last 4 candles on JPM, this thing is coiled so tight it's ready to run again ",1 +"Missed the close (technical difficulties). I remain short the SPY, closed out my GOOG short for a profit. ong some VXX. Higher b4 lower.",-1 +AAP going to 399,-1 +S Buy stop at 5.97. All the technical indicators look good. ,1 +ANF weekly kumo. Note Volume and MACD trying to turn down ,-1 +"GOOG 1st target on short is around 822, needs to stay below 825",-1 +AAP 425 has been the BY target for the last few times it hovered there (only once bellow that 419),1 +NFX more off here,1 +NFX INSANE,1 +"user: AAP Does TC look like a B**CH? Then why did you try to short him like one? Funny, but he sort of does.. IMHO",1 +"NFX took one more piece off here, my final tgt 194ish",1 +"user: user What's your take on AAP today? huge Vol, strong buys = institutional investors IMHO",1 +NFX taking out the high of it's ight Shoulder. Why you don't anticipate.,-1 +ZNGA Which two Casino Corporate Jets landed this morning at SFO from McCarren? Which two aw Firms Jets landed at SFO from Dulles?,1 +"ETN looks solid right now to continue higher over 63.50. Building CCI and MACD. Tgt 65, 68 user ",1 +"user: user look AAP, it is a fish rolling on the beach and dying -->You should sell it Short ? IMHO #doubleFY&die",1 +"NFX taking some off here, my 2nd trade",1 +user: AAP lets try the HOD again or lets try something new.. like a new HOW?,1 +"user: AAP up 3.91 Goog down 3.98 really guys? GOOG going to drop hard, AAP going to pop, almost 2:1 stock price diff",1 +"user: who wants to buy NFX for 200 a share? Why should AAP and FB? NFX's big problem is no cash, AAP could fix that bigtime",1 +user: who wants to buy NFX for 200 a share? AAP should buy DIS.. BOOM!,1 +JPM is a short under 50.,-1 +I wonder how much an AAP move up would break the bear's backs? We know the bulls will hold to 400,1 +MNKD moving from red to green,1 +NFX 193.40 stop now on rest of position,1 +user: AAP user take some of that left over cash and buy 6X 450 Jan 2015's 60.,1 +"I really feel like the AAP long trade is high probability right here. Just use defined risk, set a stop you are comfortable with.",1 +"Green Weekly Triangle on JB,...Open ong at 6.79 ",1 +AAP looks like they got a pope now blast off,1 +"user: Are they morons? They wait until it goes higher? Same reason ppl not buy AAP these prices, co strong lots of profit?",1 +AAP ahhh my favorite short for weeks now - Building cause for lower prices ,-1 +5/5 today in my other account (I don't usually post these trades) AAP AMTD NKD SKS TA ,1 +user: AAP anyone making bets on samesung ? # no ecosystem they have 80 phones talk about canibalization,1 +AAP TC makes after hours announcement about split/ Div inc outshines Samsung's Big day .. Oh And ITV/ Iwatch combo& time machine,1 +AAP - there is no heavy volume to take this higher. Most likely it will continue to break support ,-1 +GES There's only one reason why a company would move their Earnings date,-1 +AAP closed the day with a Doji,1 +GME like that finish!,1 +Market Wrap Video + Additions to Watch ist including: DXPE FT HOT INFI NVE TSN,1 +SHOT Setups: CF VBD TH CAT PSX DDS TV MSG OC WD ,-1 +"AAP If it goes to around 433, I'll go short.",-1 +"user look at GOOG, every single switch=PAYDAY. Just need discipline to stick with it. ",1 +".user clearly, if (but not until) the 20MA cracks and GOOG goes VSS, it is a short straight to the 50MA (I'll use OTM puts)",-1 +".user BINGO.Can't consider it a buy (personally) until >470 AND VSB. ntil then, a waste of time trying to game it. AAP",-1 +".user check out AAP monthly, you would have caught the trade of a lifetime. 130 to 600+ via common stock. Currently a SE.",-1 +"Google Closes The Book On eader, Announces July 1 Sunset GOOG Personally quite disappointed to see this service go!",-1 +VNG closed back over the 3 mark and the volume was good. Next levels to watch 3.16 then 3.30 ,1 +AAP Samsung Galaxy S4 Promises More Pressure on IPhone ,-1 +"looks like the typical sell the news 4 Samsung, waiting 4 user 2 show the lines for S4 O, maybe the big rotation has begun back to AAP",1 +more bad AAP news they might ONY SE 43B not projected 43.5B SE SE SE!,1 +BBY <<< Is this device the next AAP - ave reviews in corporate echelons on PIVATE network. More Security vs Open Public Nets.,1 +"Watch SPPI if it can hold above 7.86. It could go, but needs to stay above it.",1 +AAP now 400% (glass ceiling 434.5) rejecting both 434 and now 432.5.,-1 +JPM breaking higher from the tight consolidation we mentioned ,1 +GOOG Seems there is more downside pressure to come. More picks at ,-1 +user: GOOG NFX AMZN down - AAP up WTH The great rotation back? to AAP ?,1 +AAP starting to look better,1 +"added to CAT, betting she doesn't quite hit the 200ma",1 +ZNGA in at 3.71 1/2pos size will scale in rest if it starts to run over 3.80,1 +SHOT NFX 188.90 stop 190.,-1 +MGM up 3.06%,1 +AAP sub 430 flew clicks away.. thx IBIG.. for those negative notes.. really appreciate it.,-1 +MGM up 6.45%,1 +MGM up 8.38%,1 +NFX taking some off 190ish,1 +"DDS still at 80, getting weaker it seems, possible short to 79.70",-1 +SHD JCP both now claim hidden re value Vornado VNO can't buy them all.Garbage stay away ,-1 +NFX moving stop 189.80 now,1 +haha user just reported that AAP has more CASH than Samsung's Martket cap O,1 +user: AAP fablets ??? - who would've thought - still sounds stupid #Apple #Android that giant one has almost sold 10m in 6 months lol,1 +Does help clear up my desk clutter just a little AAP,1 +"AAP continues to show no signs of breaking out of downtrend. Buy break of 50MA, short 425. ",1 +JCP is anyone else listening to this? eal smart use pension plan as collateral to take on more debt with no core improvements.,-1 +JCP = 2'nd biggest hustle on wall street. 2'nd only to SHD.,-1 +Posted GOOG topping pattern(compared to AAP) yesterday. Those April puts are paying nice today. ,-1 +"MCP continues to print lower highs and lowers lows, down 1.34%. We should see a test of the Feb. lows soon.",-1 +"Short ideas, setting up & following through despite the strength in the indexes. BID CF APO WT AAP ES_F",-1 +"I am so sold on technicals for AAP swing long here, had to set my stop real tight to make sure I had myself under control",1 +"user: user might be some reaction to s4 unveiling. AAP ya YAWN, plastic, cheap 1 of 80 models they offer.. no lightsabre",1 +AAP hi i'm calling from my new Samsung S4 ,1 +AAP all the bears - all the downgrades - all the samsung BS- I'm going long the 440 calls - overnight too ! #beermoney #runmonkeyrun,1 +JPM MS = Drop -- BAC = Peak BAC,1 +people slag AAP for cannibalization but samsung has 80 phones and no cult or itunes and IT is the new cool? #Idontthinkso,1 +ONG Setups: IBT ENOC AXN GNC GWE CTX EN APA CMG GOD VG ,1 +SHOT Setups: TH PSX DDS EW ,-1 +user: wasn't it AAP that isn't innovating? and canibalizing their own product.. but they don't make 80 models like samsung,1 +BBY made a nice cup now goes to the right a bit and little lower - patience as with AAP it drops below 400 this goes to 20 - BET YA,1 +user: AAP No matter what stock does tomorrow I'm not selling Tie a knot and hang in there!,1 +notable 52wk highs [20 > /sh < 50] AFCE AK ACO AG AMSF APOG CBS ENB FGI HOMB OMAB SAIA WMB ,1 +AAP so according to this article Apple has some work to do. Definitely sounds like they are a step ahead. ,-1 +user: AAP cool comparisson between Galaxy S4 and Note 2 whatever the rules BTW Here is hoping for more action today !,1 +"user: AAP, #NYTimes, #WSJ, #EndGadget, #Gizmodo give #Galaxy S4 thumbs down who da thunk samsung down 2.5% on release today",1 +user: AAP eally needs to manage expectations for its next product release... no time machines... rumour .. i-lightsabre!,1 +"AAP Gap bottom 437.72, gap top 441.34 and now firmly above resistance cloud. ",1 +"user: AAP there are still better plays. lots of Vapour-ware out there.. AMZN, BBY, NFX, one small wind.. and they are gone!",1 +HOT stocks on watch for day trades: GPN ZGNX G,1 +Traders fretting over every move in AAP now remind me of those in 2001 fretting over YHOO EBAY MSFT DE. Just doesn't matter anymore.,-1 +"user: AAP GAXY S4: SMAT SCO - tracks users eyes, I WANT IT! wait for the creeper apps ;) #watchingyou",1 +user: getting excited about AAP on the 100th bounce attempt is a bit silly....,-1 +"AAP tagging 440, could have another 3-5 points of mileage today",1 +user: AAP stats: open above 37.5 about 56% probability of 42.5 hitting <- looking probable as long as 40 holds as support,1 +"DDS on short radar again, will try if it cant hold 80",-1 +AAP taking more off here around 441.9,1 +user: AAP looks great - pinching AND flattening out the 200 SMA on 30min,1 +Bought MGM at 12.99,1 +AAP show me the money ,-1 +AAP taking some off here 440.90ish,1 +AAP Nice 10M volume first hour.. good luck bears,1 +VIX in single digits and SPX at new ATH is coming. Hopefully AAP will cut the ribbon for SPX at new ATH. ong time coming.,1 +MGM breakout seems to be holding with support above 13,1 +user: AAP maybe just sit around 440 til opex looks like yesterdays channel,1 +B from watch list at line on volume of 48% of average full day - hope it picks up a bit ,1 +"AAP setting up for a move higher again, watching for an expansion bar",1 +AAP 640 lot offered in the Apr 450C at 11.45. Could push stock down temporarily or create resistance,-1 +"AAP all buyers, no sellers into the tube we go... death by decay",1 +AAP time to go batman,1 +my advice to apple: Bruce wayne father: Why do we fall down bruce? So we can learn to pick ourselves up again. Get some legs AAP,1 +"AAP let's not freak out yet! It needs to take the 50-day MA. ntil then, this move means nothing. ",1 +user: wooow looks like AAP broke the resistance two nice spinning tops earlier this week..,1 +user: AAP my premarket short has not worked but the 482 short shares r keeping me way above aqua death by decay,1 +AAP the BIG DT break on deck here! ,1 +"NOV breaking the DT, this time volume looking much more legit ",1 +AAP SWITCHED TO #VOSTOPBY TODAY!,1 +"PKI been stalking this one for a while, may be giving us a low-risk entry Monday ",1 +"ES_F JPM JP Morgan funded Hitler. But, they were smart enough to not use so much leverage. Prepping 10x derivative bets on N Korea yet?",-1 +user: AAP hod WAT CAN I SAY.... A THE BEAS>>OTA THE POO!,1 +user: AKAM insiders buying heavily these levels ,1 +"NQ_F Whatever GOOG arry page's illness is,it has to be neurological.There's no such thing as monotone voice laryngitis. I asked Dr drew",-1 +GOOG may roll over here,-1 +GOOG 815 1st tgt,-1 +"user: user: AAP worried about Apple's breakout volume?it's average, should we be worried? Skynet reaching for the pin 359",1 +SHOT JPM 49.92 stop 50.03.,-1 +AAP ruhh roooow....,-1 +AAP p Nasdaq Down.. Nice change,1 +"user: AAP lets c some volatility i can play close, aint happening I think it is going to be another PFFT! close",1 +"AAP 20 million Shares, NICE!!!",1 +"user: ong AAP, stop at 438. Weekend play. ? I like that Dude...",1 +AAP Did we just break a downtrend? Yes. Did we hold it into close? Yes. Did we bypass the monthly op ex pin? Yes. Are headed higher? Yes.,1 +user: AAP Bears are finally getting trapped and feeling pain. Its time to cover and ride this baby back up to 500-550. ?~~ I like it,1 +"user Also, Bill Miller plugged AAP today & Samsung disappointed last night. Divy & buyback announcements due by mid-week. user",1 +"AAP Close above 20 MA, confirmation of 3/5 reversal day on high volume, rising A/D line, cup/handle breakout in momentum, Bill Gross likes",1 +BID just like ZNGA in Dec at 2.00 got destroyed BID the smart money will start buying now here 80 - 85 range and sell it back over 100,1 +JPM saw a headline about fraud with a bank - how could that be they so honest - stock hits 48 before it ever sees 50.50 again bet anyone,-1 +GOOG stock will never see 820 again wouldn't be suprised if every insider sold here above 800 - wouldn't you - oh my thats alot ,-1 +GOOG pulling back in very light volume. Note the weekly.,1 +GOOG - not looking good here. Near the 20 day and T; watch for a break of them ,-1 +user: 5 Tech Stocks That Typically ally After #SXSW via user NFX STX PCN AMZN EXPE,1 +"eview Of Open Positions - Stocks stks.co/r5am featuring KOS, V, S, CTGX, PO, AEE, NKE, C",1 +"JCP J.C. Penney Company Bullish Option Trade precedes huge up move in the stock buying 11,500 calls 5 days ago ",1 +JCP Gets Fresh: user ,-1 +"CAT really moving well here, come on 92!",1 +JCP good short under 16.75.,-1 +JCp still cracking.,-1 +oh JCP....,-1 +DTK CAY OC PFE MK TX BAC BIB from STEM JAZZ ONCY KEX XOMA etc and IMO a great pick SH and ong Term ONVO has potential,1 +"GOOG similar to other leaders like JPM, held first support, testing underside of MA's ",1 +"Dollar General Corporation Option Bull Buys 10,100 Calls betting on a 10.4% up move by April. Earnings Spec? DG ",1 +S this tug-o-war will end soon with the winners ending far from where their heels were first dug in ,1 +Oh CAT...,-1 +S wants to break 6,1 +S is approaching the breakout price of 6,1 +"S rare to hold something that long when 'not working', but was never invalidated either, rationale and long-term trend remained intact",1 +S key resistance broken.. ,1 +CW & S = something brewing here,1 +Nice triangle b-out here decent risk reward w/ stop inside apex S AAP #Sprint SPX NDX VZ T ,1 +CAT grabbed some otto 82.50 puts! Could be a breakdown! .02 - .04!,-1 +CAT Breakdown! I'm short CF and FCX too! Going Down!,-1 +"CAT Failed at the 200 day MA, watch for the Trap Door to open imo!",-1 +"CAT added more 82.50 lotto Puts, Trap Door Coming!",-1 +"CAT Caterpillar Machine etail Sales Drop Accelerates, ed by Asia ",-1 +Watch CAT under 87. Could flush all the way down to 86.40.,-1 +CAT FED going to buy Tractors too??? I don't think so! Should be down 4-5% today imo!,-1 +CAT ooking for 5% down Today!,-1 +"user CAT Exactly, someone has one too many clients in the wrong sector! Dumbasses!",-1 +CAT DE JOY down they go. PT,-1 +CAT following DE Freefall!,-1 +CAT DE in Free fall,-1 +"Another day, another new all-time high for Burger King - BKW. WEN is still sleeping.",1 +CAT 82 looks very possible imo.... ,-1 +"ES_F Bernanke sees spring slump? Will he blame 25% SPY crash on Italy?Are they hooking plows to vespa scooters,instead of CAT tractors?",-1 +"CAT Trap door will open soon imo, now German GDP Weakening, say goodbye to any growth!",-1 +CAT Once she loses 86.50 ookout Below!!! Straight to 80 imo...,-1 +"CAT Pure Stupidity imo... Germany and China Slowing, lets buy some CAT O! ignorance is bliss!",-1 +JCP in annual report says fixing performance could take longer than initially expected & any strategy could be expensive - Cuts 43K jobs,-1 +CIMT already up A gift IMO has much legs operates in 35 countries OC NGT GDX GDXJ as SV GD rise have a new floor1600 GAZ CO,1 +"And just like that, when no one is watching WEN too off",1 +Confirmed intraday Short signal today after earnings: MOV OC OSS,-1 +AIG #MApattern ,-1 +VTX finally broke above resistance after a period of consolidation. I still like this stock ,1 +If VHC breaks the support level at 21.68 then it could bring 21 area. No reasons to buy yet. ,-1 +AAP breaked SMA50. Clear ptrend here. In my radar from 419 ,1 +"Is AAP Alive? Well, yes ... yes, it is. ",1 +Starter long BAC after hours on Friday 12.56,1 +AAP - It's time to invest in Apple shares? ,1 +AAP Now it is time to fill the gap to the up above ~502. ,1 + blog post ,-1 +XCO 6.50 Wilbur oss has a stake in NG GA GAZ has done well taking 1/2 or All Maybe resistance 4 possible swing trade DGAZ BIOF,1 +Short term portfolio consists of 3 shorts CPB FTE and YCS. ong 1 stock: MS,-1 +"Adding COH Coach to short term portfolio, extremely oversold and good fundamentals. Superior sales growth, margins, OE. elatively low P/E",1 +YHOO 5 min - looking for a nice smooth 20/50MA 1 setup Monday for a ong. Scalp and 2.15% short. ,1 +Surprise! GOOG chairman Eric Schmidt uses.. a BBY ,1 +V - angebound in the consol. pattern. Volume coming in. Top of channel is vol res. Could explode. ,1 +FCX - ooks like it wants to test recent lows. Stop is over the descending trend line. ,-1 +cool stuff. Don't rock the boat tho! (see ISG) :) user Heart epair Breakthroughs eplace Surgeon's Knife EW,1 +Bought my very first NKE golf apparel yesterday...golf is now a serious fashion biz. crazy and young and colorful ,1 +EMN - Increasing selling volume. Next support is the ascending trend line. ,-1 +"Two New ongs For Monday: Cerner CEN, and Packaging Corp PKG - ",1 +SHOT Setups: GOOG OVTI AN DOX WN CTXS OC PANW ,-1 +DNDN Daily broke support last week at 5.1 and the trend is down. Momentum indicators are oversold ,-1 +"#Bullish ZAGG T user Buy An invisibleSHIED, Get An invisibleSHIED Free [No Discount Code Needed] - zagg.to/dHxJYy",-1 +"Just finished The Week Ahead Commentary and posted to the members area. Foucs Watch Stocks Short FO,WPC,NKD,SQI,TTS,SSTK,OGE",-1 +CPB sitting at a 52 week high. I am short but bracketed with 43.70 being my stop and 41.78 being my trigger. Not looking good right now.,-1 +"user JT if you had missed AAP on Friday, what would you do tomorrow? buy if HOD from Friday is broken?",1 +DE anybody really expect a bid from BX especially much over the current price? Still sounds like a bunch of noise.,-1 +"Trade idea short after the trend break 62 , target 45, cut above 71 ",-1 +M one of the ten new weekly 2faced longs purchased at friday's close.,1 +PGTI one of the ten new weekly 2faced longs purchased at friday's close.,1 +opening momo watchlist: ATS DN KOG ZAZA ANA TSX SPT HAO MH GAE,1 +ACAD looking for a move over 7.95,1 +VHC could fall apart,-1 +Today's Watchlist for ONG Stocks: TIBX; HN; SNFCA; ECT; BBY; NIHD #stocks #trading,1 +V - watching this channel closely. Already at 11% vol. Slightly above average. ,1 +M ong M - looking for Fridays highs - Hourly buy setting up,1 +"ong V for trade at 161.20, hope you have been watching this channel. ",1 +BAC Short Again Seem Weak a bit,-1 +"V here comes the breakout attempt, long time in the making let's see what it's got ",1 +ACAD taking more off here,1 +GV nice continuation ,1 +VS breaking out today: ,1 +FAN just keeps on giving,-1 +"GS pennant signals a consolidation, then a breakout through resistance ",1 +I will short FCX under 32.83.,-1 +AY 4.95ish next tgt,1 +Stocks Crossing Above their 50 day MA: CAM OW XOM AIG MHP PX CCI DOW AT ABT ADI HOT MO PP SB ,1 +OWE STOP IN APO to 18.75.,-1 +Stock Crossing Above their 200 Day MA: AI NH ,1 +"OWE STOP IN APO to 18.56, that is a guaranteed .50 cents gain on the second 1/2.",-1 +OWE STOP IN APO to 18.45.,-1 +"I am short 4,750 ATB and outright short 5,000 38.30 AIG , failed at trend line, stop at 38.40 ",-1 +I like APC short.,-1 +GPN looking like a short.,-1 +SHOT FCX 32.81.,-1 +CAT tap tap.,-1 +Hope you got short! AIG ,-1 +"GT crosses 200MA - P/E 19.11, No Div ",-1 +Out 3/4 of short VHC,-1 +TJX breaking resistance today ,1 +user: AAP Is there such a thing as a long squeeze? if you have a tight covered call,1 +short OC starting to work towards 38,-1 +GPN trying to move higher,1 +OC coming to 29.50 or wishful thinking?? 0.8% Div - Buys Tekelec - 3rd major buy this yr ,-1 +GE dividend gets better...3.20% now. Buyer in the hole. DIA,1 +Citi reiterates sell on BBY & TP of 6 - Shockingly low support - Fewer than 5% stores sold out - Most T employees not even trained,-1 +I will short FDX under 96.85. ,-1 +"Strongest stock on my watchlist today is ECHO. ogistics, ftw.",1 +IBM Has 3D Printing on its adar as a Transforming Technology ,1 +EXC seems that the road to the South is clear... More picks at ,-1 +EDS up 11.61% Solid again.,1 +"Added long FTI 53. Stock is strong in weak tap, has strong short-term news with new contracts. ",1 +Notable S in oil & gas equipment & svs stocks: OII FTI TTI,1 +short MS small,-1 +A ot of New Additions to the Short Watch-ist | EBAY AIA BBVA at the top of the list ,-1 +"HCA continued relative strength today, moving to fresh highs ",1 +AKAM is on the radar as a potential short below 34 ,-1 +GOOG trying some short here around 809,-1 +"If one is day trading like we usually are, then target is something like 96.35 to 95.85. FDX",-1 +'Expensive' and 'Cheap' I dive a little deeper for you (new blog post) nke aapl spy,1 +GOOG will look to cover little around 808,-1 +"Watch AMTd, once it crosses under 20.50, it will be a home wrecker.",-1 +user any thoughts on short entrance on GS,-1 +I WI SHOT WFC under 37.,-1 +CIEN still not done going down.,-1 +GOOG short next tgt 806-806.50,-1 +SHOT WFC 36.99.,-1 +OWE STOP IN FDX to 96.50.,-1 +user BrennanBasnicki was looking 145.50 but missed unfortunately GS,-1 +"GOOG short, moving slower than I expected, covered a little more here around 807.50, 809.20 stop now",-1 +VNG getting small position here 2.70 -2.73,1 +"APC, I passed on that short, and it did do a 1 dollar roll.",-1 +SHOT ATI 31.10,-1 +"STXS target is 2.38, that sucker will give almost everything back.",-1 +AAP gap fill and go? hope so!,1 +COVEED FDX 96.50 from 96.85.,-1 +Which stocks on your watchlist are holding up today? Focus on those. I'm watching: ECHO BCC WSM ABBV ANGI among others.,1 +AMTD Come on give it up.,-1 +"Healthcare stock BKS pulled back on a bad rating, but it's still technically sound ",1 +AAP let's see if it can bounce to 465+ now... cautiously bullish,1 +"ANA Get long Arena here's why, seekingalpha.com/article/1298901 ",1 +we are loving the upside movement on our CAI position today. great way to start the week!,1 +BAC aising My Stop a little...,1 +AAP moving great :),1 +eaders acting well. V new highs. continues highers despite the market.,1 +GOOG having a hard time with 810,-1 +"AAP ove it or hate it...gotta' admit, it's rarely boring! ;-)",1 +WMT 5 min ,1 +"FYI 4/20 165C's -Avg px 0.93 user: ong V for trade at 161.20, hope you have been watching this channel. ",1 +"Alright. I think the 8th time's the charm...C'mon, guys...P & OVE 466.85 this time. AAP =^.^=",1 +Did I just see a 5.39 on GPN transaction? Would be fine by me if it traded down to that this week.,-1 +BAC Begin ong position 12.37,1 +Goldman drops EA from conviction-buy to buy ,-1 +"Green Daily Triangle on TC,....pdating ong and Short Position ",-1 +"CA continuing to work well. Glad I bought a decent size block, probably cutting out of this one soon. lol",-1 +GOOG 809ish stop on rest of the short position,-1 +BAC Full Position (ong) for A quick swing trade,1 +"DNDN, turning green bull hammer close",1 +"I will swing WFC, ATI, and FCX Short.",-1 +AAP really looked like a B trap fri- to open.. Trade Strong,1 +"BAC No selling Target, Will sellwillit stop to move up. Will Just raise my Stop Step by Step till it will be triggered !",1 +user: TJX TJX. Fresh All Time High & plenty of support nearby. ,1 +Keep going up GPN. Open up an even better put buying spot.,-1 +HZNP looks to be setting up for a breakout on volume ,1 +"MTG those trapped in here should actually be thankful the company diluted on everyone, otherwise it'd be back down to 2 lol",-1 +NG signs deal AMP ETF inches forward with holdings of companies in NG SO DIG WTI OI OI CO,1 +BAC Keep Overnight for Swing !,1 +"AAP Someone please mention a rumor and your analysis.. if your hoping for a stock to perform, your not doing your homework. #study",1 +SWFT Trend well in tact here. Now confirming the move. Other set ups I like: ,1 +MS ready to crack. All technicals read bearish. Holding long Apr 22 puts. ,-1 +Shorting Delta Airlines in the morning. Flying way too high for its performance - pun intended! DA,-1 +"Eyeing ADBE as a possible short set-up, would like to see a little more downside volume first.",-1 +PHM Nice ooking Cup & Handle with a pivot of 21.6 when it breaks this resistance on volume go long ,1 +V Cleared this consolidation channel today. Setting up for higher prices. ,1 +GW Corning Set To Emerge From 18-Month Base ,1 +GD SV FCX AY ABX NEM - Gold price falls below 1.600 lower demand for shelter ,-1 +"ANA strong start, like it over 8.70",1 +IDTI like it over 7.41-42,1 +"ACAD trying to go higher, needs a followthru here",1 +AN get back down here!!! so silly.,-1 +Today's Watchlist for ONG Stocks: JASO; ZIOP; VHC; SNFCA; TS #stocks #trading,1 +AAP kumo - :)~ earjet no kumo twist ,-1 +Oil & gas equipment and svs stocks continue to show S: FTI TTI OII,1 +"SAVE flying high the last few weeks, time for lower altitudes More picks at ",-1 +VS needs over 56.... ,1 +BAC Just let digest the news with a pullback... after we should Slowly rally...,1 +EDS ock on again. P 13.39%,1 +"OWW through 5.70, possible move to 5.90-6",1 +ASTX popping out of downtrend/mini wedge ,1 +FEIC is approaching new all-time highs,1 +"THX posted the other day, may be getting ready ",1 +EVC user missyaubaby I'm short from ytd and today. ,-1 +M 5 min flag. ,1 +"I'm now out, but congrats to those who took this trade. Honestly not a hard decision to make. V ",1 +"I like F and I like INTC, but I just sold them both to triple my PGH in one of my retirement accounts.",1 +"GPN nice intraday flag here, trying over 6.10",1 +"HCA still a picture of perfect health, up six days straight, nice trend ",1 +"BYD already made a big move but flagging well here, may be worth a shot long over 8.16",1 +What's larger: Cash on the sidelines waiting for pullback to buy stocks? or Cash on sidelines waiting for an AAP product line refresh?,1 +SHD now trading under 200D Moving-Average ,-1 +bought a little MT Domestic Drones are inevitable!,1 +AIG show us something!!! ,-1 +eally considering adding some of those water utility names. WT AWK MSEX YOW SJW AW CWT Might pick 3 or so. ike the divi's,1 +"PO covering some here, possible pullback to 24ish",-1 +"NTS another one that looks very strong right now. Buy over 55.25, tgt 56 then 58. user ",1 +Added bear call spread in STJ at Apr20 43/45 level for potential 12% gain.,-1 +"DNDN grow wings you pig, 50 million shorts going to start covering soon enough",1 +"XCO SD Staying patient here, not adding anything until market pulls back. Will let my positions run if the market continues to take off",1 +user DNDN has always been a name to buy when things look the ugliest,1 +OAS market cap is in the sweet spot for a takeover bid,1 +BAC Add some on the pullback if my 12.22 order is fill,1 +OAS heading back to new 52 week highs,1 +AAP broke trend,-1 +ooking for SPX ATH soon. That's my thought if I don't use my brain. Has worked like this most times then why mess by using my brain AAP,1 +OWE STOP in FMD to 5.26 20ma.,-1 +"NFX Almost time to short this puppy? These multiples are ridiculous, it is basically an online Blockbuster, that is trying to make films",-1 +It's rare for AMZN to not rally in a holiday shortened week. Think last Thanksgiving was an exception.,1 +EDS Solid day agin for this one. I like jumpy stocks.,1 +AAP going back to OD,-1 +CAT green to red soon.,-1 +"DNDN, nice 5 minute green volume bars, lows in",1 +BA continuing it's run ,1 +an epic ms collapse would be ideal and appreciated this afternoon.,-1 +BAC Big Block on 2,1 +GOOG still under ma10...just a few more days,-1 +"BWD, stepping in short. I do not see the necessary volume to take this past 86.5. Set tight stops ",-1 + easy look at last 3 yrs annual income data: ,1 +NAN Spring loaded (ascending triangle) SI strong here. 20.00 now key. Others I like: AX DDD (MACD) VMW ,1 +Watch NKD here. Selling volume has been picking up and it's now below its 20 day moving average. Candle still needs to close.,-1 +"NFX 10days ago gave you 10 short then orange dot buy called for 10 up ,DONE ! easy as streaming ",1 +Smart traders taking your money! GPN,-1 +well no complaints at this point regarding the 185.72 bid in NFX :),1 +"AMZN daily,I have added arrows to buy signals each day target still 263+ no doubt will get there. ",1 +"BYD triggered, 8.10 stop, 8.25 1st tgt",1 +markets at the highs of the day. spy ms still chopping around. ridiculous.,-1 +KCG back in at 3.8 :) ,1 +"BYD next tgt 8.35, not sure if it has the mojo, 815 stop",1 +"BAC Big Boy, Buy Big Block under... on 2 ;-)",1 +NFX uggh! the one put (May 2013) I had might get wiped out - to exit of double down?,-1 +"ANAC is toast, no volume, free fall from here. Nice run while it lasted, time to close some gaps.",-1 +MSFT - A Spanish group sues Microsoft to the European nion,-1 +AAP I bought 431.79 on March 14th. The spx was 1563 that day and it's now 1563. I'm +6.88% and you guys are bearish? come on man!,1 +"Those were pretty looking breakouts on MA and V. I was skeptical last week, but I'm on board now. et's see where they land.",1 +NVDA remains trapped between the 50SMA and the 200SMA. Slow sto trying to recover & cross over. ,1 +ANAC come on up to me so I can short you more,-1 +"AMZN - Bearish Divergence, H&S, and 10EMA looking to possibly cross 21EMA. Might have to wait for SPY to top first",-1 +"AMZN Bearish Divergence, H&S, and 10EMA looking to possibly cross 21EMA. Might have to wait for SPY to top first",-1 +MA MAJO BEAISH DIVEGENCE(NOW CONFIMED ON MACD-AS WE AS SI). DECEASING VOME.,-1 +8 Notable 52wk HIGHS By Desc % Price Delta [EOD20130326] KS CBI OII APC FT BEN AW YN ,1 +AMK a bear flag to keep an eye on for anyone interested in a short ,-1 +"Shorting GM and TSA once again. TSA At the high end short term over bought, channel continuation or right shoulder falling H&S...",-1 +V total animal #VISA AXP MA who needs cash? #deleverage deleveraging! XF ,1 +G same pattern as HIMX developed at 4.00 will start buying a position for the next move up - this one is not done by any means,1 +AIG - on watch for tomorrow. ,1 +PFE break out.. Pay attention to rising wedge. ,-1 +BID -puts were active yesterday going out to Jan ,-1 +AAP 458 PM good start for the bear :),-1 +FAN worse and worse in premarket trading even if it's on low volume,-1 +MNK long above 3.50,1 +ooks like Cliffs is falling off a cliff right now. Geronimo!!!! CF,-1 +MSFT - The news of the new Microsoft Windows Blue ,-1 +GID like it over the high,1 +AN is at least gonna sink to 7.60.,-1 +A close above 197 on NFX and it gets into the next orbit that can take it to around 225 eventually.,1 +"if AAP runs up before earnings it will drop on disapointment or even a small miss, if we stay below 490 it will POP",1 +"GEVO nice start on ok volume, looking for entry",1 +"GID working, 46.50 1st tgt",1 +Short CF and MMM,-1 +"OAS, perfect opportunity to the buy the dip on this name. NG higher",1 +"BBY trying some short here, high of day stop",-1 +"GID reached my 1st tgt, 46.75 nxt",1 +"OAS wants to climb, this dip is a gift",1 +"CHTP nice bounce off 2, looking for followthrough here",1 +"GID still acting well, 46.20 stop on rest",1 +AAP below 557 has led to downside follow thru. i have 452 as my 1st support,-1 +"FIO barely red, this stock due for one of it's famous rips higher, keep an eye, I bought some yesterday",1 +i'm amazed that ms is holding up in this tape. thought for sure once it hit below 22 this morning it would tank. wrong again.,-1 +DV time to move South. More picks at ,-1 +emember: ASTM need to raise money soon. At this point things are getting difficult. everse Split here too?,-1 +"GID taking more off on this pop here, just dont like the volume, leaving last piece for a move to 47ish",1 +Failing on a 30-minute AAP #Apple NDX QQQ fake-out on daily ,-1 +"GOOG short, 804.20 stop on rest",-1 +SCHW - this 17.20 level is a 50% pullback from Feb. low - we added a pretty decent chunk here - looks scary - buy fear,1 +"MNKD flagging nicely, like it over 3.39",1 +GOOG tightening stop on rest - 803.2,-1 +"GEVO 1st tgt 2.30, 220 stop",1 +"ES_F ule of thumb is that former momo names need 3 years to reset from top to the next bottom, former popped junk like NFX best short",-1 +AMK a nice short below 3.99 ,-1 +JCOM - new all-time highs after consolidating its earnings gap for a month or so ,1 +KS looks ugly to me. A close below 106 and its headed below 100.,-1 +"MNX Bullish pattern, confirming: (break out mode) Also like here: NAN SCA GDOT VMW PAY ",1 +AAP 10 SMA about cross above 50 SMA; hasn't been above since October. ,1 +"EPS 1st tgt 7.45-50 if it can bounce here, possible extension to 8 later",1 +JCC long overnight 1.78 -1.80,1 +"The pattern in DNDN reminds of HGSI, everyone threw in the towel & then they received a nice takeover bid with huge premium out of nowhere",1 +"FIO, someone needs to dig up the Wizard of Woz & put him on CNBC again. He always gets the stock running. Bought stock yesterday",1 +"EPS hit my 1st tgt, 7.65-70 next",1 +SHOT AO 38.99,-1 +"C should pop of this level, stop under lows if wrong",1 +"EPS still think there is a better than 50% chance it tags 8, but moving stop on rest to 7.35",1 +"NG NG_F finally taking off here, KWK XCO SD all these stocks are lagging the move in Natural Gas here, think these have a 10% up move",1 +"NG Increasing natural gas prices not exactly great for Cheniere, even if they are just a toll gate. owers the arbitrage potential...",-1 +BAC WFC in the hole finally.,-1 +AAP this thing going for 450,-1 +MCP new 52-week low here. eminds me of coal stocks ACI AN CF WT BT JCC,-1 +"GOOG 801ish 1st tgt, 803.20 stop",-1 +GTAT - breakout entry above 3.03 ,1 +HG is hovering near all-time highs ,1 +NFX weekly 190 puts in play,-1 +Darn it we missed BSFT short.,-1 +EPS made a quick 10 min trade 7.52-7.73. looks like might of jumped out too early might pass 8.00,1 +GS whoop that was it the 38.25 fib line.,-1 +GNW expecting this consolidation flag to resolve soon: ,1 +"CF Shifting on the 15 minute intraday, suspect to trade OWE - careful shorting lows, backs and fills. Disclosure: Short CF",-1 +M breakout gap held - 60 min. ong 1/2 position post EPS. Back in J calls w/ profit preEPS ,1 +CF trying to bounce here 191.50ish 1st tgt,1 +CF taking some off here close to 19150,1 +"AMZN long I have posted for days hits target today for nice 11+ gain, just sharing what it simple ",1 +"VTX ..working a flag just above downtrend line breakout, looks higher ",1 +AAP has made no attempt to fight this sell off,-1 +ONG CF here 18.30.,1 +"CF still in a flag here, not sure how much mojo it has, but hoping for a move to 192 or so from here",1 +"CF finally, looking for 141.80-90 next tgt",1 +GEVO taking half off 2.29,1 +"GS I think the odds on play is probably for higher prices, in due time. ",1 +On a technical basis NVDA is ready to break its 200SMA. Some technicals are turning up here. ,1 +BAC Thursday will Close Around 12.50 IMO (Opex),1 +"HTZ great move to new highs out of that triangle, very strong ",1 +"PKG three back to back strong days, good volume too, very nice move ",1 +added to my AAP long,1 +"TGT, searching for shorts, took a small put pos. for a quick trade, just to scratch that itch. ",-1 +HOS Out of the triangle! from ,1 +"AMK broke untested support line of flag (can be adj), but holding prior retracement low (no pstn) ",-1 +HEK Cup and handle formation just dying to pop!,1 +When we drop expecting a 8-10% correction SPX ES_F SPY QQQ IWM NDX AAP,-1 +user: When we drop expecting a 8-10% correction SPX ES_F SPY QQQ IWM NDX AAP,-1 +"CX is a good short here at 87.30. P/E too high, hitting upper trendline ",-1 +otten aapl spy,-1 +CO had this on the list for break of 7.00 and risk was too much so no buy man I missed a good one - low volume deterrent caused the miss,1 +JCP 38.24% short float,1 +XONE beat the expectations tomorrow will be a 3D day DDD SSYS,1 +ONG Setups: CF SPT DDD CZ AMI APA AXN ANIK CVT ,1 +SHOT Setups: AAP GOOG BBY ,-1 +"EXPE not looking too good after breaking the uptrend, watch your fib retracements on the way down ",-1 +"CEN just giving everybody more buying opp IMHO, magnet rip to 100 on deck ",1 +IBM cant wait for test of 205 then 200 it;s coming who u fooling,-1 +"ock star Direct TV DTV continues to power higher, now up 14.3% since March 11 in the long term portfolio! ",1 +Should I short PXD at the open for a BearishBuck?,-1 +user Time and time again revenues slow down for hot stocks like lulu and they bend over to hide the real cause.,-1 +Thinking NAV short. osing money and borrowing more.,-1 +CM insider sells 1M worth of stock every week ,-1 +"This been good to us since Feb DECK now waking up again, your on #DECK #DECKES ",1 +NKD looking distressed. Anticipating a gap down in the coming days. Closed off of it's today & up on declining up volume again.,-1 + thinking out loud. 50 mva sub 200 mva- done. Bottoming tails at 61.60 providing obvious stop. Catalyst higher? 29% short interest.,1 +of some of the most watched biotechs AMGN looks to have the most room to go higher. CEG VX AGN BIIB look very close to stall speed.,1 +COST looking to go higher.,1 +MWIV looking to go higher.,1 +oh GID poised to go higher. almost forgot this one.,1 +Watching these a little more closely (again) after today's action: BID DECK COST Others: MNX VMW NAN TXH ,1 +"no position for me, my boss took his 1st in position in a long time (short BBY) so maybe contrarian thesis here i am short GME tomorrow",-1 +Could this false breakout on BAC take us down to 11 ? ,-1 +NVDA has started to bounce & broke out from a falling wedge closing above resistance 12.6 level ,1 +TSO Keep this small Cup with Handle on your watch list. Breakout watch over 60 on volume. ,1 +ADM Volume is picking up again. Next buy when clears 33.13 on volume. ,1 +GPN Stock price finally broke out one of the most important resistances in the short term at 6.17 ,1 +"user benrab no position ever, no payment ever, just trying to explain the fraud that is likely zagg. Deny it at you're own risk.",-1 +"Trying to finish a post on zagg that, if it doesn't move you to sell everything, proves you are in complete denial and/or over your head.",-1 +MOS long ,1 +"OC long, todays ultra small range, inside & following yest hammer, has my attention...lets watch ",1 +"VITC long, higher lows with highs stuck at 20 & 50SMA zone, c if it clears & prints a .30 candle ",1 +"My SHOTS, various strats, AXDX CMCO DGIT D ECYT EPIQ GDD GMAN ICGE IDIX MXW OME PETS ECN SCMP SGI SIMO SNFCA",-1 +"HZNP first step 3,5",1 +o-Hi Setups: MNKD DVAX ANAD ATM AZK BEE DANG GEVO HN MTO PG PPC SVM SAT ,1 +New ong entry - IBM Big Blue Flashes Green - ,1 +GOOG will add to this short position when breaks 3/18 lows on volume (winning trade) ,-1 +It's fair to say trendfollowers who where short PX at the close yesterday will be having a very uncomfortable day today.,1 +Will short 300 shares of PXD at the open for a #BearishBuck.,-1 +DN looking for a move over 10.60,1 +"Hit stops, out of AAP longs from yesterday. Falling knife??",-1 +"AAP there it goes, peeling some here",1 +HAO like it on a pop over 6 w vol,1 +"ZNGA Short Week, elease of eal Money Gaming in K on April 1st after expiration of FB Contract. Should be a nice gap up next week. 4.00",1 +PX taking some off here 15.95,1 +GOOG AAP short positions for days paying off nicely 30+ gians VIDEO ,-1 +DN trying to push through 10.60,1 +"SPW Still climbing after yesterday's gains. I love buying panic, cheap shares.",1 +SGN time to book some profits. More selections at ,-1 +AMK breaking below yest's lows & below prior infliction pt low. Illiquid stock ,-1 +"MTG.. got a little long yesterday, like the orderly pullback/consol. after the big rip,target 6 ",1 +"SWI good follow-through to yesterday's bounce from support, ideally would like volume on upside now ",1 +EAT is hungry for all-time highs today.,1 +keep an eye on CAI. we are long from 3.95 and it is setting up well for earnings on 4/2.,1 +"HTZ another break to new highs with follow-thru, nothing bearish in any of these, follow the trend ",1 +"S continues to work well, big breakout, retest, and follow-through, and all on good volume ",1 +"DECK all on deck as the shorts scramble to cover - pop, pop boom!! uckly they don't wear ggs in Cyprus",1 +HEK still waiting for the breakout above 4. 10ema is support down at 4.2.,1 +SEV from yest post/entry out 100% +.20,1 +JB IDTI lookn for a trade,1 +good stuff for TSA here ,1 +OC XX also watchn for a long,1 +user: CEN nice orderly channel. setting up for higher prices IMO. volume confirmation of course. ,1 +CSOD Expands Presence in Public Sector to Drive Continued Momentum ,1 +OWEED STOP IN FCX to 33.12.,-1 +TSO on the move. Breakout watch over 60 on volume.,1 +VNG getting more 2.80 thats bottom,1 +"GOOG puts worked today, and so did CEG calls (V options +100% this week)",1 +NN looking quite bearish at the moment.,-1 +NG bearish action today looking like a top as nat gas jumps.,-1 +SCHW - we added more to the long today,1 +"SGMO current 1st target is 10.03, and second is 10.32. Darn it.",1 +AIG in 38.50 w Put target around 37.90,-1 +GOOG ?Qu? esperas para caer de una vez?,-1 +"GOOG Dont you see what is AAP doing? Fall Fall, damn it....",-1 +AAP big time drop today on a day when market is up SPY,-1 +"GOOG in the 795 puts for .55, AAP is Crashing!",-1 +GOOG Slipping!,-1 +"GOOG The leaders move first and then the index follow, and not the other way around...",-1 +GOOG New OD!,-1 +GOOG and AAP they want out for April earnings?,-1 +AAP Support at 442ish and then gap fill below. ,-1 +VVS pop with volume,1 +user: AAP trying to bottom soon. It may take 1-2 wks with a target low of 430-440. ,1 +Watch APC under 88.,-1 +APC weeeee,-1 +"GOOG both FB and AAP down almost 2%, trap door coming for the GOOG!",-1 +"DE putting in a bearish engulfing so far, probably needs to test the 200 day ma ",-1 +"user: GOOG next stop 750 area ?~~First has a date with the 50 SMA - EMA, if it goes below that then you?ll be right",-1 +MA daily had red dot but will confirm it with cross of PWmo2 white. ,-1 + we all know what happens to broken momo plays right?,-1 +AAP trying short here,-1 +bought some SAAS on breakout with volume,1 +NVDA looks super coiled and nice,1 +VNG Just bought this on a whim at 2.83 this AM... Wow. What a pick. ZNGA same thing will happen... hold on longs.,1 +any news here? EBAY,1 +VNG was so nice so quick almost too quick but not fast enough nailed 3.10+ sells still holding some looks great -everyone will love it now,1 +"Green Weekly Triangle on JB,.....Scaling p on ong Position ",1 +"I will short CAT under 86.65., I also like CAM short.",-1 +VNG took some offt table from 2.75 longs today at 3.20 - still holding big part overnight too,1 +APP on a tear. Great short-squeeze play.,1 +AAP please fasten yor seatbelts and enjoy the ride....,-1 +AAP... you're going to have a tradable bounce on the heels of this post-triangle breakdown.,1 +"sky rockets in flight, afternoon delight EBAY",1 +"BBY It was interesting to hear on CNBC that there are big companies interested in this company, including Microsoft, Amazon,.. AMZN MSFT",1 +"user I'm an analyst, after/while I analyze zagg, I know for a fact it is a dog with fleas. I know much more than you, trust me.",-1 +AFFY iftoff Short squeeze?,1 +EBAY Management should be fired on that comment alone. What were you waiting for knuckleheads,1 +"AFFY 30 just two months ago, intrinsic value in the IP and 400M in back tax losses.",1 +DDD shows support at 30 good buy along with XONE PCP PB DASTY ONVO CIMT which mentioned yesterday was nice entry 3D imaging=Future,1 +AAP China intensifies attacks on Apple ,-1 +"AFFY looking for a double like PX here, 75% shrs shorted just like PX.",1 +On the other hand u have AMZN who is takg the baseball bat approach to building the moat They have no fear doing that Invest Jeff Invest!,1 +ONVO I think we're all waiting for a little dip DDD was a nice entry yesterday OC Apr 20 call options a few days ago at 32 strike,1 +Why are more people not talking about this China News??? Big Deal Imo! AAP China intensifies attacks on Apple ,-1 +BBY Downgraded by GS... SE,-1 +AEG and DECK if anyone can find shares. Good Shorts imo.,-1 +AAP (daily) Three Black Crows and 50 (ema) teaming up** ,-1 +Milwaukee's CAT to lay off 300 employees in So. Mke branch ,-1 +user: user: AAP (daily) Three Black Crows and 50 (ema) teaming up** ,-1 +AAP Full Stoch analysis yesterday ,-1 +"S hmmm, I dunno, I think this has some upside, what do you think? ",1 +"CXW this stock is so underowned and played, nice breakout setting up here ",1 +AFFY un to DOBE continues,1 +Major game consoles now stream 6 month old games at heavily reduced price.There won't be any need for physical used games anymore. GME to 0,-1 +VMI GOOG punch below bottom BB. both are ridiculously oversold imo.,1 +BAC is like watching a plant grow ;-) But my DO.to position is up 2.75% today !!! :),1 +AAP China news will Catch Fire this weekend just watch!,-1 +VNG going to more hod's this is great so long under 3.00 thanks for following,1 +DECK just like magic.,-1 +BAC OPEX in Work !!! ,1 +oh APC....,-1 +Full Analysis Blog Post from yesterday Watch That 50! (EMA) - AAP ,-1 +VNG I bought at 2.78 then went to bathroom just like any normal day came back and at 3.27 - what a poop lol,1 +"CSN,....Descending Triangle Formation, please check any adding on position open, Akstergi ....... ",-1 +"user check my post about CSN, it is for you",-1 +"ast wave of gaming consoles was released Nov '05 - Nov '06, look at GME price that year and the year after",1 +"GM, DA and TSA shorts all did well today in an up market. Tell's me these were good choices to short.",-1 +MS long very close to my stop of 21.50. Not looking good on this one. ooking back I broke my long-side rule of solid earnings delivery.,-1 +Winners today in my long term portfolio: SP XV MGK BO COH IBM EWH ,1 +"V looking extended here, could pull back 15 - 20 dollars. Strong company though, too dangerous for me to short me thinks.",-1 +AAP ..final shakeout before earnings? long and using tight stop of 437 or its toast ,1 +"user NOV went up nicely this week, no doubt. Not the only story in the market...no reason to be here...move on. Pick another stock.",-1 +NVDA confirmed my previous analyse & broke decisively above its 200SMA. Bullish setup ,1 +AD Next buy point would be on the day it blows through 1.95 on heavy volume. ,1 +ASTX Daily technical indicators are bullish. Breakout watch over 4.58 ,1 +VNG allied hard Friday w volume.If it clears back over 3.43 50SMA may have some good upside ,1 +ooks ready to make new highs. 9&20 SMAs are both rising w S trading above them. Breakout over 6.22 ,1 +With strong cash position/margins improving/ 0 debt & new devices being launched BBY is definitely a takeover candidate CSCO AMZN INTC,1 +"My Fox Business appearance yesterday. Still bullish NFX, GMC, CST. ",1 +KWK This deal gives Quicksilver ample liquidity for expanded production going into 2H 2013 & early 2014.This is a 4-5 stock trading ~ 2,1 +VNG let this V run up next week to the mid 4's or higher. I will sell & jump back in when falls the next few weeks. Been in this too,1 +Identified this topping pattern wks ago( ) Here is the AAP / GOOG update ,-1 +Next week a nice pull back to 438 on AAP and 787 on GOOG could really set the QQQ up for it's run over 70.,1 +SBX As long as the 50EMA holds on a closing basis at 55.89 I remain bullish. ,1 +MSFT broke out of a major resistance Thursday and may be headed higher from here. ,1 +INTC ooks ready to move higher from here. Buy point is at 22.02 (200EMA). Bullish setup. ,1 +QCOM could test the recent highs if it breaks resistance at 67.2 on strong volume ,1 +STZ Nice Bullish flag. Buy point is as the stock breaks over 47.82 ,1 +PM best setup if market can hold 100 roll ,1 +"VOCS example on 5min, using COSE below 20ema NOT low for your stop, not traded but good for +.15 ",1 +Food Sector as always doing extremely well: PZZA DPZ JACK MCD CAKE,1 +"Judging from past 3yrs, expecting 10-k to be snuck in tonight or on Monday for JOSB. The suspense is killing me.",-1 +How much did ZAGG pay Matt Barkley for this BS interview/endorsement???? via user,-1 +"AMZN to buy book focused social network Goodreads (16M users, 23M reviews, 30K book clubs) for est 150M",1 +JCP actually looks decent with stop under recent low and possible retest of resist line ,1 +Sizemore on Fox: Cashing in on the Echo Boomers - Sizemore Insights ABT MJN BBBY KMB,1 +"Groupon evisited: New Mission, New eporting Issues ? Grumpy Old Accountants GPN ",-1 +"ANIK long 14.59 / .61, nice consolidation period, waiting for its day, past resist 15.27, 15.52 ",1 + - any day now. When it gets below 61.60. ,-1 +JPM - not looking pretty here. ,-1 + Weekly.Barely hanging onto double support area.Possible break this week after last week's rest ,-1 +"All things gambling looking pretty good here with March Madness, MGM VS WYNN",1 +IBM - above 215.90 there are some clear blue skies.... Also big part of DJIA making news highs. ,1 +"JOSB 50% off on almost everything. Funny, they cited increased promotions as a big reason why gross margins were down...",-1 +BCM Attempt #4!! hopefully it will make it this time!!CNBC/Analysts or some catalyst will help!! ,1 +ADSK daily lined watching this one over 41.60 might continue ,1 +BODY breakout on weekly over 20 and resistance trend line h/t user ,1 +DE considering buying some put options...,-1 +Happy Easter! SHOT Setups: CS ISG CF AN NKD OW MOH MTZ BI ,-1 +CAT may try to jump on the boat with some Put options here as well...,-1 +JCC this will turn and be the darling agian up very big - I am OADING up down here - mark my words 1.75 - will re share at 2.15++ target,1 +"If AAP goes to over 451, I will go short. Still weak stock.",-1 +MMM looks ready to break out. ooking to go long on minor weakness (105.50). ,1 +AMZN - Closed over volume support inside of the descending channel and tested 50% retrace. ,1 +BBT coiled up after finding support at 50/200 sma's after stress test results. eports on 4/18 ,1 +"JCP In oscillating range, oscillators say over-sold, bounced on volume at pivot point, contracted B-Bands, i see a test of 16.50.",1 +"U.S. crude prices are on track to hit a new 18-year low Friday, putting the energy market on course for another bru… https://t.co/SYdekYg2aD",-1 +Megabanks enjoy certain advantages in this weeks markets which the oil patch definitely doesn’t. https://t.co/jui3VoKr7Y,1 +"Heard on the Street: U.S. stock bulls should take a careful look at China, where the post-coronavirus rebound has b… https://t.co/Ct9zPe4ZGG",-1 +China’s burgeoning market for bonds backed by mortgages and car loans is facing its first major test https://t.co/ywHrzgBm6r,-1 +Selling your home to a computer was supposed to be the future. But that was before the coronavirus pandemic. https://t.co/3EK1wJSvFs,-1 +A surge of Saudi crude is expected to worsen a U.S. supply glut as drillers and refiners cut output and storage spa… https://t.co/44Ndex9Qpz,1 +"RT @JChengWSJ: Coronavirus is making U.S.-China decoupling more likely, U.S. companies in China say, disrupting supply chains and straining…",-1 +RT @kosakunarioka: India’s RBI Takes Additional Steps to Support Economy https://t.co/XKnJ8zW5yz via @WSJ,1 +RT @joannechiuhk: Markets power ahead even as statistics showed China’s economy contracted 6.8% from a year earlier in the first quarter ht…,1 +"RT @JChengWSJ: @QiLiyan @TByGraceZhu Update: China's official first-quarter GDP was -6.8% from last year, the first decline since records b…",-1 +"China’s restrictions strand face masks, coronavirus test kits and other critical products bound for the U.S., State… https://t.co/2jAdokQBJj",1 +Shoemakers churning out masks. Auto giants manufacturing ventilators. This is how the private sector goes to battle… https://t.co/0OBG94I1yC,-1 +"The Daily Shot: U.S. Crude Oil Trading Below $20, Near 18-Year Lows https://t.co/UBEtSOlk18",-1 +"Another 5.2 million Americans filed for unemployment benefits last week, bringing the total seeking aid in a month… https://t.co/Aw9VhuWFUk",-1 +Google will be “recalibrating” its focus and pace of investments in areas like data centers and machines—the compon… https://t.co/rl7UUQfOhg,1 +Another week of very high jobless claims means that April’s U.S. unemployment report could touch levels not seen in… https://t.co/VGcKC94O9c,-1 +"Abbott Laboratories has what it takes to ride out the coronavirus crisis, not just because it happens to make three… https://t.co/buR8yptRsU",1 +"The White House has a low opinion of the World Health Organization, but restricting alcohol sales is an idea that d… https://t.co/gstcKFnLN9",-1 +"France, Belgium, Greece, Austria and Spain are among countries whose regulators have barred bets on stocks sliding… https://t.co/POWpZjLAaN",-1 +Debate over when to reopen the economy has left the impression that economists are at odds against epidemiologists—… https://t.co/a0nEveBVqW,-1 +"RT @brian_mcgill: Where the $250 billion small business loans went, per 1,000 small businesses +https://t.co/jNuBmekelQ https://t.co/fk8gYOd…",1 +The forces fueling 2020’s oil bust https://t.co/28JP5GfWLR,-1 +"Global oil demand will drop by 6.8 million barrels a day in 2020, with the sharpest contraction coming in April ami… https://t.co/uqvTCl0bqm",-1 +Canadian bankers expect a bond boom https://t.co/YR90HrnovU,1 +RT @Birdyword: South Korean election results could revive efforts to wrestle control of major companies from the families that have control…,1 +RT @bysarahkrouse: Story on Verizon's purchase of conferencing platform BlueJeans here: https://t.co/CfZo9K1Zoa,1 +Heard on the Street: Digital business models and health care are places to hide in a pandemic-induced recession. Eu… https://t.co/ijgQm4OFZS,1 +"Officials expect another surge as applications processed for newly-eligible gig-economy workers, self-employed https://t.co/FZZRxqmYl4",1 +RT @AmrithRamkumar: A big disconnect—Stocks have rebounded even with investors hoarding gold and large swaths of the economy still frozen:…,-1 +"Heard on the Street: Investors are betting on IAC’s remodel, but just how quickly can the whole thing be fixed? https://t.co/COJsGVy9pH",1 +"RT @lizrhoffman: Morgan Stanley profits down 30%, the least bad of big banks. But warns it might not meet those financial targets that its…",-1 +"Morgan Stanley’s results fell just shy of projections by analysts, who had revised their estimates downward as the… https://t.co/vGv8FsK57t",-1 +"Stock prices suggest a short recession with a swift rebound in corporate profits, while gains in havens signal worr… https://t.co/yN9DOmq8J0",1 +Online banking experienced delays as the federal government began depositing stimulus payments https://t.co/LLzl7NyfdL,1 +The first major national election of the coronavirus era offers new avenues to reform Korea Inc. https://t.co/OkGnUj3AY2,1 +Investors are anticipating new-home construction data and a Fed survey on manufacturing conditions https://t.co/KeFDcsHLTG,1 +BlackRock’s first-quarter profit fell 23% https://t.co/YLdaUS5Rbx,-1 +"RT @Birdyword: South Korea's Moon Jae-in and Japan's Shinzo Abe aren't exactly good mates. But with a parliamentary majority, Moon now has…",-1 +RT @newley: Indian startup Oyo Hotels & Homes is planning to move some employees off its payroll and onto the rolls of its biggest investor…,-1 +RT @kosakunarioka: Philippines Central Bank Cuts Key Rates as Covid-19 Disrupts Economy https://t.co/loqglU7hZC via @WSJ,1 +"RT @joannechiuhk: Major banks declined Thursday, after a big drop overnight in U.S. Treasury yields https://t.co/9ExvSxmsdw via @WSJ",-1 +"RT @greg_ip: Epidemiologists and economists aren't at odds. One measures the benefit of social distancing, the other costs. Their results s…",-1 +RT @DaveCBenoit: The banking system is not built for everyone in the whole country wondering if they got a government check on the same day…,-1 +Health insurance stocks should hold up fairly well during the Covid-19 crisis. Other parts of the health system won… https://t.co/GqkLCYg3Ai,-1 +Indian startup Oyo Hotels & Homes is planning to move some employees off its payroll and onto the rolls of its bigg… https://t.co/vsCd711RHe,-1 +Executives at firms like Goldman Sachs and JPMorgan had to balance the opportunity for trading profits with the saf… https://t.co/WSU305BtPw,1 +Wall Street by the charts: the dispersion in GDP forecasts has hit a record amid economic uncertainty https://t.co/ROGJ6Vl4d7,-1 +Apple’s new iPhone SE offers a cheaper entry into the ecosystem that the company needs to grow. https://t.co/1uB2tpY4ng,1 +"Many of the millions of restaurant, hotel and store workers who lost jobs because of coronavirus shutdowns are ente… https://t.co/eXaAYcplfq",-1 +"Heard on the Street: Wall Street got a big lift from capital-markets businesses in the first quarter, helping cushi… https://t.co/w8lQO17EPr",1 +"Retail sales fell 8.7% in March, the biggest month-over-month decline since the records began in 1992.https://t.co/IMsh5t8Ksh",-1 +"Historically bad U.S. retail and industrial data for March mean April will be worse, digging a deep hole for the ec… https://t.co/1ymzmELEyR",-1 +RT @djtgallagher: A cheap iPhone still has its place for Apple - especially now. For @WSJheard - https://t.co/zvZQDMlPNW,1 +"Heard on the Street: Bailout is probably the best aid package that airline investors could hope for, but it doesn’t… https://t.co/SSXOdZWbr0",1 +Saudi Arabia Markets Dollar Bond to Plug Spending Gap https://t.co/Qcidt8s2lq,1 +"Occidental Petroleum, which has sought to conserve cash as oil prices plunge, opts to pay Buffett’s dividend in sha… https://t.co/PlhH0dWEoR",1 +"RT @ychernova: U.S. startups raised $34.2B in Q1, up 10% over Q4, per Pitchbook. But the situation changed. ""There will be a marked drop-of…",-1 +RT @jonsindreu: The U.S. airline aid packageis probably the best that investors could hope for. But the fact that carriers will already be…,1 +RT @AmrithRamkumar: Just a staggering increase in oil inventories recently. @sarahtoy17 explains why the trend could push some prices below…,-1 +Heard on the Street: The earnings hit for S&P 500 companies will likely be much bigger than they are guessing https://t.co/Wesotl6Rwc,-1 +RT @PaulPage: The 8.7% drop in U.S. retail sales in March was the largest on record. https://t.co/y03aCdeqAG via @WSJ,-1 +"Citigroup increased its loan loss provision, money for loans it now thinks can go bad, by $4.92 billion, https://t.co/s7oVQHaFq7",-1 +Dollar rallies as concerns about the economic impact of the coronavirus and the lack of a global policy response fu… https://t.co/urSIlVFS74,-1 +"RT @lizrhoffman: “We were on a good roll through January and February,” Goldman CFO Stephen Scherr tells me. “Then came March.” + +Updated w…",-1 +RT @sarahtoy17: The coronavirus pandemic is turning oil markets upside down. https://t.co/SKuxRyyP3Y,-1 +RT @jdlahart: Don’t Trust the ‘E’ in the Stock Market’s P/E Ratio - my latest https://t.co/HxtMOwshmo,-1 +"RT @aosipovich: Scoop! Wall Street ""task force"" with BLK, Citadel Securities, MS and other firms eyes changes to US circuit-breaker rules a…",1 +Heard on the Street: Can’t get your hands on a Nintendo console to play Animal Crossing: New Horizons? You could al… https://t.co/l24tlufi8A,1 +"Paradoxically, the Fed’s success holds the key for further rallies in the price of gold https://t.co/lNHQOmqIac",1 +"RT @lizrhoffman: Goldman's profit down 46% on a wave of expected loan defaults, though its old Wall Street businesses held up well. https:/…",-1 +"RT @josephttwallace: Glutted Oil Markets’ Next Worry: Subzero Prices -- great article by @sarahtoy17 + https://t.co/8v5PfdJlDX via @WSJ",-1 +"RT @WSJheard: Can’t get your hands on a Nintendo console to play the new version of ""Animal Crossing""? You could always buy Nintendo stock…",1 +"Heard on the Street: Luxury, liquor and sunglasses brands in airports will suffer from falling traveler numbers https://t.co/bW38B0LTjZ",-1 +"In areas where tanker-ship storage for oil isn’t readily available, producers could need to go to extremes to get r… https://t.co/secHR2Pscn",-1 +Emerging markets have rushed to tap a flood of easy money from investors in recent years. That is likely to put bon… https://t.co/x5XbcAmKth,1 +"The bank, the second largest in the U.S. by assets, reported revenue of $22.77 billion, down from $23 billion a yea… https://t.co/Vsgar9u1uV",-1 +Global oil demand is expected to fall by a record 9.3 million barrels a day this year as government-implemented loc… https://t.co/tC7XZi5Fcp,-1 +Global stocks fell as investors await key data on U.S. retail sales and manufacturing. https://t.co/UAw0HdXFKI,-1 +"Glencore, Teck, First Quantum and other miners, find some mines under siege by protesters accusing them of bringing… https://t.co/cS7tPLPgc6",-1 +"RT @Birdyword: Ironically, the surge in the price of gold is largely because the market expects the Fed's recent measures to be successful.…",1 +RT @CGrantWSJ: $JNJ CFO Joe Wolk tells me he wasn't 100% sure until last week that the company would be giving 2020 guidance today. Their a…,1 +"RT @joannechiuhk: The economy has almost certainly entered a recession affecting most of the world, with a severity unmatched by anything e…",-1 +RT @Trefor1: Renault is shutting its main China business. And it probably won't be the only struggling foreign auto maker to wave the white…,-1 +"RT @joannechiuhk: The banks for years rode consumer spending and borrowing to big profits. Now, they are preparing to struggle alongside th…",-1 +"For many small investors, their inability to cash out shares in nontraded REITs couldn’t come at a worse time. https://t.co/D1JJFO554f",-1 +KKR waves a flag of caution over damage to its business and investments from the pandemic https://t.co/nJBHczoJLQ,-1 +Saudi Crown Prince Mohammed bin Salman’s Public Investment Fund is pressing forward with buyout of U.K. Premier Lea… https://t.co/gaL1jay0hG,1 +"Chinese businesses are bouncing back, but the pandemic has depressed economic activity and consumer demand in key W… https://t.co/6N34UNNHPF",1 +Clearlake Capital has raised more than $7 billion for new flagship fund https://t.co/9vgKDP5ufP,1 +Lockdowns and travel curbs are delaying the work of compliance monitors who prefer to see first-hand if companies a… https://t.co/VYoWx2PhCR,1 +The Daily Shot: Freight Recession Deepens https://t.co/wMIRh7rXRa,-1 +Coronavirus is forcing companies to either postpone their annual meetings or take them virtual—a first for many exe… https://t.co/RwutyBuDxh,-1 +Biotechnology-focused venture capitalists are finding ways to continue forming new drug startups despite restrictio… https://t.co/DTBYJvl8z3,1 +"Mall and shopping-center owners are compiling a blacklist of large, usually financially stable tenants that haven’t… https://t.co/qgBnOqRKdg",-1 +"The economy has almost certainly entered a recession affecting most of the world, with a severity unmatched by anyt… https://t.co/57j70HPwXG",-1 +Distinguishing wants and needs in labeling which products are “essential” is tricky https://t.co/4nkl7acGsD,-1 +Sales of Listerine mouthwash have been surprisingly strong during the lockdowns. https://t.co/Fu3q2YAa0F,1 +Community lenders are having a tough time getting a piece of the $350 billion set aside under the SBA’s Paycheck Pr… https://t.co/ayl6imT2D7,-1 +"The banks for years rode consumer spending and borrowing to big profits. Now, they are preparing to struggle alongs… https://t.co/sJ5Ykau6Id",-1 +"While bank shares stumbled, the rest of the stock market took off today. Dow up 2.4%, Nasdaq up 4%: https://t.co/crzdvYix6F",-1 +"‘Amid coronavirus-related upheaval to the car industry, we believe Tesla increasingly has a leg up vs. other automa… https://t.co/EshF0EYkwx",1 +Heard on the Street: Johnson & Johnson announced a dividend increase Tuesday—a bold statement in this economic envi… https://t.co/x29S85yW4l,1 +JPMorgan Chase and Wells Fargo have set aside billions of dollars to cope with the coronavirus fallout. That may be… https://t.co/4Qjo91tGth,1 +"A half-trillion-euro plan to cushion Europe from the coronavirus didn’t include common debt issuance, a negative fo… https://t.co/wEXnM8S7A6",-1 +"The mining industry, a bellwether for the globalized economy, has been hit by protests at mines world-wide… https://t.co/T3hnmdDpBA",-1 +"“Since humans started using oil, we have never seen anything like this.” The world’s thirst for oil is suddenly no… https://t.co/fMsg0XTP7b",-1 +"Heard on the Street: Norwegian Air could succeed in its last-ditch effort to survive the coronavirus crisis, but wi… https://t.co/mURLpUzK46",1 +Oil prices are down about 65% this year. https://t.co/uB1V7H67xQ,-1 +The fund will provide financing to companies hit by the novel coronavirus pandemic. https://t.co/ED60IoCCDv,1 +"The Fed temporarily lifted restrictions on Wells Fargo’s growth, allowing the troubled bank to make more loans duri… https://t.co/9wEccwNQ28",1 +Heard on the Street: The plunging value of the portfolio companies in SoftBank’s $100 billion Vision Fund accounts… https://t.co/j82EgEAjzR,1 +Heard on the Street: Food deliverers such as Grubhub are dependent on the health of ailing restaurants https://t.co/BD1k2lqC8N,-1 +Heard on the Street: Don’t be fooled by improving Chinese exports https://t.co/0q5v6bc5Wl,1 +"JPMorgan Chase reported earnings, making it the first major U.S. bank to show how the spreading coronavirus has aff… https://t.co/FctuUBKRLJ",-1 +RT @miriamgottfried: Scoop: General Atlantic is teaming up with veteran credit investor Tripp Smith to raise a fund that will provide finan…,1 +Stock markets around the world rose on optimism that economic activity may improve resume in the near future https://t.co/iSORRoQWtL,1 +RT @joannechiuhk: SoftBank Expects Nearly $17 Billion Loss on Tech-Focused Vision Fund https://t.co/6UDu1Ovy30 via @WSJ,-1 +"RT @NickTimiraos: Businesses, not governments, have a huge say in how economies reopen after the pandemic recedes https://t.co/wfRNRsokN4",1 +There are arguments for American banks both to suspend and to keep their dividend payouts. But the degree of credit… https://t.co/a30vacnv70,1 +"RT @PatFitzgerald23: The XFL was in the middle of a promising reboot season before canceling its games because of coronavirus, now Vince Mc…",-1 +"Citing improved money-market conditions, the bank said it would soon ease back on operations designed to add short-… https://t.co/GACHU03nOM",1 +Market research firms IDC and Gartner both reported a large and surprising drop in first-quarter PC sales on Monday https://t.co/3G9gnZn3IW,-1 +"The 30-year Treasury yield settled at 1.392%, its highest close since March 26. https://t.co/K6eY3hJOOs",1 +"RT @djtgallagher: WFH was going to be a very short-lived boost for PC sales, but even that didn't happen. Now, a major recession ahead wil…",-1 +Beating the sports betting slump https://t.co/Mt4W89Clvd,-1 +"Increasingly desperate small businesses are seeking help wherever they can find it, filing claims totaling potentia… https://t.co/RcPVd0wfgV",1 +‘The Mooch’ is facing one of his biggest tests as SkyBridge struggles with the poor performance of its hedge-fund m… https://t.co/FffRTBcKg7,-1 +"GE is exposed in many ways to the economic downdraft of Covid-19, and Fitch’s downgrade is probably too mild and ov… https://t.co/mJFvX3wJCI",-1 +"With thousands of flights grounded, U.S. airlines are burning through cash. Selling miles to their credit-card part… https://t.co/i9dDmyJCDF",-1 +"Despite the market’s recent bounce off its late March lows, many investors who rely on technical analysis remain sk… https://t.co/FW863PWKbb",1 +Heard on the Street: Microsoft uses both intimidation and imitation against Zoom https://t.co/8R24awIr5H,-1 +Match Group could be a relatively stable suitor for jaded investors looking to get back in the game https://t.co/WgX4JCl6iW,1 +The loss will help push SoftBank into some of the worst results in the company’s 39-year history https://t.co/XbYyDRNm1W,1 +Oil prices waver amid skepticism that global supply cuts will be enough to offset plunging fuel demand https://t.co/3mUbz3m42d,-1 +How Coronavirus Spread Through Corporate America https://t.co/hyy2tYTAGN,-1 +Coronavirus cases rise in the U.S. as officials weigh when to restart the economy https://t.co/swFM9pg2eH,-1 +A sharp drop in fuel consumption caused by the coronavirus pandemic and exacerbated by a feud between the world’s l… https://t.co/19EeJFLdB6,-1 +What the cuts in oil output can do is prevent an even worse collapse in spot prices and surge in inventories—Heard… https://t.co/FIMMkYUWB5,-1 +"Buyout volume, already sluggish before the virus, has come to a virtual standstill, and any hope of selling investm… https://t.co/ptKObwMktW",-1 +"Blackstone is investing $2 billion in Alnylam, giving the Massachusetts biotech company the cash it needs to bring… https://t.co/godFFsB1mr",1 +"U.S. stock futures edge lower amid thin trading volumes, while oil falters as a multinational agreement to cut crud… https://t.co/tdXIfNJWRY",1 +Streetwise: Scars from the coronavirus pandemic will persist for a generation of investors and future managers https://t.co/168sGkB8qH,-1 +“We haven’t really seen markets reflect the full extent of the damage that coronavirus is having to corporate profi… https://t.co/jTM2Mpi1jr,-1 +The Fed’s new programs to support the economy through the coronavirus crisis illustrate the sweeping influence the… https://t.co/z0KHVlteeE,1 +“We haven’t really seen markets reflect the full extent of the damage that coronavirus is having to corporate profi… https://t.co/d7h2syLa7G,-1 +One of the youngest CEOs in the U.S. oil patch wants Texas to mandate lower production as the coronavirus hits crud… https://t.co/57b5b5D2z7,-1 +"Heard on the Street: There is enough food to go around. But there is a shortage of transport capacity, agricultural… https://t.co/XEpYBXoIPb",1 +"Heard on the Street: Funeral providers would seem to have a reliable revenue stream in the Covid-19 pandemic, but t… https://t.co/5Ob6x5azoE",-1 +The largest U.S. banks begin to report earnings this week. Don’t expect much. https://t.co/42MSkGu6h4,-1 +Millions of Americans are entering old age saddled with mortgages. The burden will likely get heavier as the corona… https://t.co/RDr8qfeRMv,-1 +Denny’s Franchisee Dawn Lafreeda has had to close most of her restaurants and furlough staff; ‘It’s heartbreaking’ https://t.co/oqTkpajAav,-1 +The Federal Reserve previously made up doomsday scenarios to gauge whether banks could withstand a crisis https://t.co/L7rPbeid1S,1 +Here are seven major companies whose stocks moved on the week’s news https://t.co/5muUunVRzT,-1 +"Even as a loan program for small businesses weakened by the coronavirus pandemic expands, the first applicants stil… https://t.co/loiAEnfegp",-1 +"Months into the coronavirus outbreak, investors are still making returns off World Bank “pandemic bonds” and poor c… https://t.co/bYP89HWJEx",1 +"The cannabis sector must stay short of cash, but not too short, for property company IIP to maintain its edge durin… https://t.co/BQKvuhBJIX",1 +The new federal loans and a program available for bonds issued by companies that recently lost their investment-gra… https://t.co/buu9r5cr58,1 +"While the first quarter was horrible for almost any stock fund, some environmental, social and governance-oriented… https://t.co/vyJYbIYAOy",1 +"Lazard and Evercore will help Boeing analyze government aid and potential funding from the private market, people f… https://t.co/V3qPRWUfgJ",1 +Bond-Market Volatility Flashes Green Light for Stocks https://t.co/OiIxTmqCUu,1 +"The role of oil-world peacemaker is an unusual one for Mr. Trump, who has been a longstanding critic of cartel-base… https://t.co/y4aHnPJneF",1 +Floating-rate funds have taken on water lately. @jasonzweigwsj explains why these funds have taken such a big hit i… https://t.co/LW6e1tbklK,-1 +Mexico’s president said the country will reduce its crude oil production as part of an agreement with OPEC and othe… https://t.co/iI05phgxdG,1 +The big decline in oil prices has hit all three of the men’s power bases at a moment when the coronavirus threatens… https://t.co/zggVnn9sht,-1 +"The latest stock rally reflects optimism about the end of the economic paralysis, but investors have little perspec… https://t.co/6UTWZhiT6U",1 +"RT @GunjanJS: NEW: Bridgewater’s giant options bet helps limit losses + +Trade that would pay out if the stock market declined before late M…",1 +Answers to questions from Wall Street Journal readers about how the temporary suspension of required minimum distri… https://t.co/bXF5nAtUbB,1 +"Is this the key to help restart an economy in the pandemic? Unlike many insurers world-wide, Chinese insurers are p… https://t.co/ZMenP8OCVy",1 +Fed Chairman Jerome Powell says central bank ‘watching carefully’ as firms brace for wave of missed mortgage paymen… https://t.co/huqWnS7D7t,-1 +Record-setting jobless claims and dire economic forecasts are giving fresh urgency to the debate over how rapidly c… https://t.co/JEB4TnPtdt,-1 +The pay boost for Blackrock CEO Larry Fink reflects a year where the world’s largest money manager took in record i… https://t.co/zuF7N9EUs5,1 +A bet that would pay out if the stock market declined before late March has made billions for the world’s largest h… https://t.co/GppXJn8Twr,1 +"As job losses ricochet across the U.S., Europe is conducting an unprecedented experiment in navigating the economic… https://t.co/5MhMo45HbG",-1 +Debt could hobble the post-coronavirus recovery. “Priority number one is going to be to pay down debt. We are not e… https://t.co/PutguQqbk8,-1 +Hedge funds are told they shouldn’t be taking aid if their management fees aren’t significantly impacted by the cor… https://t.co/A1vkeuP3KZ,-1 +LongTail Alpha funds capitalized on the markets’ reaction to the new coronavirus pandemic. https://t.co/hJaXfAmwhn,1 +"Even if the worst of the pandemic is over next month, job losses could be prolonged and their damaging effect even… https://t.co/VtoXsQO5D1",-1 +Heard on the Street: Central bank swap lines have prevented a global liquidity crisis. They could also pave the way… https://t.co/IfObCU0jcZ,1 +"The pandemic sends a flood of new subscribers to Disney+, offsetting some of the company’s other shutdown problems. https://t.co/mxbkBV225r",-1 +Morgan Stanley CEO James Gorman is the most senior Wall Street executive known to have been infected with Covid-19 https://t.co/NerWgqdgec,-1 +Prices for debt from companies including Ford jump on the Fed’s plans to buy new and existing bonds from so-called… https://t.co/lETbtyeyv2,1 +"Failure to complete the deal would be a blow to BP, which already has the highest debt levels among the major oil c… https://t.co/W9NDe5BuxE",-1 +U.K. foreign-exchange company paid about $2.3 million in bitcoin to cybercriminals months before its business began… https://t.co/ijJdf2DCJv,-1 +Russia and Saudis have agreed in principle to cut output https://t.co/1YbHOec5P5,-1 +"RT @djtgallagher: Disney can't pack people into theme parks, cruises and movie theaters for a while. Luckily, it's stream is now a cheap op…",-1 +"RT @jonsindreu: In my column today, I argue that central-bank swap lines should be used to finance Emerging Markets' balances of payments,…",1 +"RT @akaneotani: Something that seems unbelievable: despite another record jump in jobless claims, the U.S. stock market is on course for it…",-1 +RT @jdlahart: This Jobs Crisis Will Leave a Mark - my latest. I really did not want to learn how to spell “hysteresis” again. https://t.co/…,-1 +RT @kenbrown12: 2020 was supposed to be the year everything came together for Airbnb.The coronavirus has made that next to impossible. http…,-1 +Oil prices rise on expectations that major producers will agree to slash output https://t.co/mgUyo8yCuL,-1 +"RT @PaulJDavies: I mean, just jaw-dropping >> As job losses ricochet across the U.S., Europe is conducting an unprecedented experiment in n…",-1 +RT @JChengWSJ: @Kubota_Yoko Some U.S. companies are still plowing fresh investment dollars into China. Walmart said Wednesday it would inve…,1 +"RT @WSJheard: After two accounting scandals in less than a week, the Chinese growth story is becoming a tougher sell on Wall Street, says @…",-1 +RT @jasonzweigwsj: Latest round of emergency facilities expands the Federal Reserve’s footprint into credit markets it has previously avoid…,-1 +"Switzerland’s two largest banks, UBS and Credit Suisse, will pay 2019 dividends in two installments as banks across… https://t.co/sVFFlrvKi5",-1 +Heard on the Street: Consumers are craving some delivery options more than others amid the pandemic. https://t.co/7ysA9tMcq0,-1 +"Overheard: Disasters come and go. Human nature, unfortunately, stays the same. https://t.co/8gLiFoVa48",-1 +Heard on the Street: Germany’s biggest lender is a long way from profitability https://t.co/urm519LkSw,-1 +"When you pay with plastic, merchants have to pay up to banks. Soon, some small businesses could have to pay more. https://t.co/KcmN6jBj8j",-1 +Heard on the Street: Two accounting scandals are set to turn the spotlight back on corporate-governance problems of… https://t.co/q88bstB18d,1 +"Global stocks waver, while oil markets are buoyed by optimism that major crude producers including Russia may agree… https://t.co/PBDpkHgMcQ",1 +RT @PaulJDavies: Interesting timing>> Saudi Arabia’s sovereign-wealth fund has amassed stakes worth roughly $1 billion in four major Europe…,1 +2020 was supposed to be the year everything came together for Airbnb.The coronavirus has made that next to impossib… https://t.co/8bRrQvoRaz,-1 +Dow gains more than 770 points on hopes the economy will recover from coronavirus https://t.co/LoiMexyjZI,1 +President Trump gives a green light for Americans to make money in outer space. https://t.co/KWX3qAFbsA,1 +Trying to extend hundreds-of-billions of dollars of small-business credit through U.S. banks is like putting a roun… https://t.co/6CMGxbfnL5,-1 +"Wells Fargo has faced restrictions on its balance sheet growth for more than two years, the result of widespread co… https://t.co/QBnn2nDL2u",-1 +"Oil futures have rallied over the past week, lifted by hopes that the U.S. will join other producers in cutting pro… https://t.co/ZDIIL2DEbT",1 +Some retail chains fight for survival amid coronavirus https://t.co/x24GWiBmVb,1 +"U.S. statistical agencies are struggling to measure the economy during the coronavirus pandemic, with lockdowns and… https://t.co/iGobI7faYh",-1 +Investors in LSE-listed funds enjoyed solid returns for years but as the airline industry is pummeled by coronaviru… https://t.co/CjFvFYzxYw,1 +The coronavirus selloff has left fund managers nursing losses and local economies without a key source of financing https://t.co/xngaeSXiHH,-1 +Mainland Chinese investors have been buying Hong Kong-listed technology and bank stocks. The latter bet looks harde… https://t.co/Wo6JblQNvH,-1 +Italian government bond yields rose as Europe’s finance ministers failed to agree on a collective response to the e… https://t.co/Fi7sNJh76H,-1 +Mark Spitznagel’s Universa Investments made a crazy return offering a hedging strategy that serves as an insurance… https://t.co/nRi494kcxJ,1 +"Heard on the Street: For the next several months, consumer-price index data won’t reflect the drastic change in con… https://t.co/LFTtCQDgnb",-1 +New industry data provide the first hard look at how many Americans are struggling to make rent during the coronavi… https://t.co/jnD95fmOz6,-1 +Social media upstart Pinterest is showing that its ad business isn’t as disposable as some feared https://t.co/Ypeqi7tboL,-1 +"RT @Spencerjakab: Please ignore the “I saw the coronavirus coming, here’s what’s next” stuff and read my latest for ⁦@WSJheard⁩ instead htt…",1 +The Federal Reserve is limited in its efforts to revive the $4 trillion market for municipal securities. https://t.co/ymRweWcRXc,-1 +U.S. stock futures waver between gains and losses after a roller-coaster session on Wall Street… https://t.co/IkypxyNG6B,-1 +"RT @Birdyword: We're about to start getting inflation readings for March. The data will be volatile, and because it's based on a normal-era…",1 +Medical-product companies with female directors recall products with high severity issues 35% faster than those wit… https://t.co/598vPxQkdo,1 +"The coronavirus pandemic may, like the Great Depression, foster structural government policy change that outlasts t… https://t.co/nKY300dksw",-1 +"Many small businesses in the U.S. were vulnerable even before the coronavirus crisis hit, a New York Fed report sho… https://t.co/5Tx0aSTkWq",-1 +"U.S. economy is in a contraction, says Larry Kudlow, adding that it could reopen in four to eight weeks https://t.co/tgwRWgau7k",1 +"Riskier investments, including junk bonds and nongovernment-backed mortgages, are being left behind as markets atte… https://t.co/8uiVDNWl5b",-1 +"Office owners with long-term, stable leases hoped their buildings would become a haven for skittish investors when… https://t.co/t7FIR9436X",1 +While market strain triggered by the coronavirus pandemic has eased since the Federal Reserve’s historic interventi… https://t.co/AyvldKn33r,-1 +U.S. stocks are staging a remarkable two-day rally. But many analysts are calling the recent run a rally within a b… https://t.co/dR44js6oyO,1 +Investors hope Thursday’s OPEC+ meeting will signal an end to the Saudi-Russian oil-price war https://t.co/2dXum2tlfY,1 +SEC’s Clayton Says Companies Should Disclose Need for Bailout Funds https://t.co/R9S3scRwv4,-1 +"Qatar began marketing U.S. dollar-denominated bonds, the first Persian Gulf state to tap the debt markets since the… https://t.co/UknSZl5wZv",1 +"Indonesia sold $4.3 billion of bonds, including one it won’t pay off for 50 years https://t.co/YsELWjzMli",1 +"Business usually picks up in the spring, when warmer weather kicks off seasonal work. But the novel coronavirus cri… https://t.co/eJ7clEuR1l",-1 +"RT @BenEisen: A gap is forming between market haves and have nots. Riskier investments, including junk bonds and nongovernment-backed mortg…",-1 +"For years hospitals and large physician practices had a steady, predictable stream of sales and profits. The corona… https://t.co/PXcUx8bi7Y",1 +"RT @djtgallagher: Samsung - like Micron and Nvidia - is getting a nice WFH boost from data center demand. Pain may be coming later, @jackyc…",1 +Switzerland has lost its long-held position as the economy with the world’s lowest borrowing costs https://t.co/HScx73HvxY,-1 +While market strain triggered by the coronavirus pandemic has eased since the Federal Reserve’s historic interventi… https://t.co/H5iCiGtUtn,-1 +Heard on the Street: Social distancing has been good for Samsung so far. But its prospects depend on the global eco… https://t.co/yfEXvfksXR,1 +Heard on the Street: Fiat Chrysler-Peugeot is one of many big mergers now offering investors the prospect of huge b… https://t.co/X0cPiXHduu,1 +"RT @WSJheard: Social distancing has been good for Samsung so far, but that could change as the economy turns down, says @jackycwong +https:/…",1 +RT @Spencerjakab: Some hot auto deals - not for drivers but brave investors - by Heard on the Street Europe editor ⁦@StephenWilmot⁩ https:…,1 +"RT @jdlahart: Spring usually brings a huge pickup in economic activity, but the novel coronavirus crisis is cutting that short. My latest h…",-1 +"Citi’s head of mergers and acquisitions for Europe, Middle East and Africa is self-isolating in the English country… https://t.co/v8CjkZE5q7",1 +"Riskier investments, including junk bonds and nongovernment-backed mortgages, are being left behind as markets atte… https://t.co/h67Ztr552b",-1 +Global markets extended gains amid early signs that lockdowns could be helping stem the coronavirus pandemic https://t.co/c7hNLeLevn,1 +RT @JamesGlynnWSJ: Glynn’s Take: RBA Not Sugarcoating Second-Quarter Slump #rba #ausbiz #ausecon https://t.co/tIrw2j0hoF,-1 +"RT @WSJheard: Merger arbitrage has gone from being a game of small, fairly certain gains to one of potentially huge, highly speculative one…",1 +RT @R_Wall: Popular commercial-jet models have shed between 5% and 15% of their market value compared with the start of the year...they cou…,1 +"RT @JChengWSJ: In hindsight, Wall Street probably shouldn't have let Luckin Coffee's chairman have more or less unfettered access to half a…",-1 +RT @estherfung: Some Landlords Say Only 25% of Retail Tenants Paid April Rent https://t.co/1JuE0xG1AH via @WSJ,1 +"While the new $350 billion Paycheck Protection Program is aimed at businesses with 500 or fewer employees, big rest… https://t.co/F3O0m3u3J8",-1 +"With consumers worried about keeping their homes, a car dealer is spurring sales by making their mortgage payments. https://t.co/8OwvlffCHM",-1 +"Egg prices soar, forcing supermarkets and farmers to scramble https://t.co/jvxxygK2ER",-1 +"RT @srussolillo: A beautiful story from @tepingchen: + +Coronavirus forces Rosa Mendoza to shift from waitressing to feeding the needy. And…",1 +The development comes as the Chinese coffee chain’s share price has plunged after Luckin said much of its 2019 sale… https://t.co/aGtRWrRjk2,-1 +"A look at the short-term relief available to small businesses, so they can sustain their operations and keep their… https://t.co/fJEefW9EnW",1 +"Well-wishes: Mr. Hotze’s caps, hot-sellers online, read: ‘Make Oil $80/bbl Again.’ https://t.co/GyT54ta8Kx",-1 +The stricken Bank of Jinzhou will unload $21 billion of assets to the central bank for less than a third of their r… https://t.co/xGuCP9lBlH,1 +The SEC issued suspension orders for dental supplier No Borders Inc. and apparel maker Sandy Steele Unlimited Inc.… https://t.co/eb0ZFlNgjl,-1 +Prompts include showing investors the potential tax liability of a trade and the potential cost in terms of lost re… https://t.co/02HjAdaHgm,-1 +"Allstate said it would dispatch more than $600 million in shelter-in-place payback checks, https://t.co/OF3AyFHVkI",1 +The Dow has rallied 6% today as investors react to early signs that lockdowns in the U.S. and Europe may be helping… https://t.co/W7UUwREpdJ,-1 +"So many funds use ESG in their names now, regulators are looking hard at whether the products live up to their bill… https://t.co/KY2KEM9e1S",1 +One assumption to avoid: overestimating the duration of the market retrenchment https://t.co/xhEt9gDXki,1 +"Applications for participation in the Fed’s Commercial Paper Funding Facility must be submitted by Thursday, the Ne… https://t.co/j0cSiptJDj",1 +“You are playing with fire when you are investing in something that will have three times the volatility of the S&P… https://t.co/nUjx4fHTcR,1 +Saudi Arabia and others in OPEC are working to convince oil producers there will be little space left to store thei… https://t.co/bJytfI2ytW,1 +The Fed and Treasury Department are planning to launch a program to buy loans that financial firms make through the… https://t.co/DUUAXs3yzq,1 +Berkshire Hathaway’s financing of Occidental Petroleum’s Anadarko deal could see it own a large chunk of the compan… https://t.co/lDO85FI6hz,1 +"James Dinsmore attributes Bancroft Fund’s unusually strong 2019 to falling rates, judicious use of leverage and a m… https://t.co/BBrBuvoWD9",-1 +"Not everyone panics in the stock market, but a professor has figured out what some do https://t.co/kKCDfT6Bko",1 +RT @PaulPage: The False Choice Between Lockdowns and the Economy: Countries without lockdowns are in economic free-fall too https://t.co/U…,-1 +"RT @telisdemos: Luckin Coffee chairman had a half-billion dollar margin loan, global banks stand to lost $100m https://t.co/HdwRjLaCP8",-1 +A reason you don’t panic with your 401(k) when stocks plunge: The Dow is up 13% from its low https://t.co/DBPMUsCOF3,1 +Heard on the Street: Beijing has been more restrained with monetary policy in the coronavirus crisis than Washingto… https://t.co/DKPQAqjEki,1 +"After Lehman declared bankruptcy in 2008, a group of market-timing services recommended extensive short positions i… https://t.co/AhzlyhnZfg",-1 +Every target-date fund isn’t the same. That became clear in the market rout. https://t.co/XBaICwIj7Z,1 +"Congress has offered to delay the implementation of new loan-accounting rules for U.S. banks, but banks have good r… https://t.co/6mKibJZ6d0",-1 +The big banks’ decision to focus on existing customers could hurt smaller and minority-owned businesses that are le… https://t.co/abZxgFnH4z,-1 +What are professional money managers doing to limit the damage to portfolios? Here’s what a few had to say https://t.co/9xInrdyZJU,1 +Coronavirus pandemic has made videoconferencing upstart Zoom a household name https://t.co/2ufj74gwkL,1 +Car insurer American Family is handing out $200 million in refunds as Americans drive less and have fewer accidents… https://t.co/a0X6iJ3ppS,1 +JPMorgan CEO Writes in Shareholder Letter: Expecting ‘a Bad Recession’ https://t.co/Xli9jXZdz8,-1 +"Oil prices fell Monday, paring some of their recent rebound after a virtual summit for producers to discuss supply… https://t.co/2RHm8CWP5G",-1 +Inflows with a capital I: The S&P 500 fund took in $11 billion in March https://t.co/kTk0dimVl4,-1 +"In this market, gaining 12.8% for the 12 months makes you the top stock-fund manager https://t.co/aVQ9SiucK7",1 +"RT @kenbrown12: Kept at home by the coronavirus, many Chinese fall behind on their debts. Consumer debt has risen a lot in the past few yea…",-1 +"RT @djtgallagher: Zoom is now a household name, which also puts its problems under a microscope. For @WSJheard - https://t.co/sQx0aPProo",-1 +"Bonds haven’t been much of a haven lately, so what now? Here’s what some advisers say bond investors should be doin… https://t.co/bePOby82D2",-1 +The gold-silver ratio has had a big run-up in recent weeks. Some traders see an opportunity. https://t.co/7Xu6leolLs,1 +"Most new bond sales are still coming from well-established companies with higher credit ratings, reflecting a conse… https://t.co/TXM1QAgeHD",1 +"RT @WSJheard: China has been more restrained with monetary policy in the coronavirus crisis than the U.S. or Europe, but that is probably a…",-1 +"Heard on the Street: Aircraft values have plummeted since the start of the Covid-19 crisis, but likely have much fu… https://t.co/CzcZD5rV0c",-1 +People who had the guts to invest in stocks during the panic in March 2009 were rewarded for years https://t.co/uwdyW3oWaK,1 +Heard on the Street: Countries without lockdowns are in a state of economic free fall too https://t.co/vOsllfe3G0,-1 +RT @jasonzweigwsj: Heard on the Street: Countries without lockdowns are in a state of economic free fall too https://t.co/Aram6sjZU1 via @W…,-1 +“Bond funds still make sense.” Negative rates won’t change that https://t.co/UjfPulPfYg,-1 +Global markets rise following fresh signals that lockdowns in the U.S. and Europe are helping slow the coronavirus… https://t.co/JZby0qx2Yd,1 +Are investors selling gold to cover margin calls? Some say that may explain a recent drop in gold prices https://t.co/dCL6G3hzfB,-1 +Many hedge-fund managers are hanging in during the market rout; but it’s not a good time to be in emerging markets https://t.co/EbJOdclnEv,-1 +"Saudi Arabia has delayed pricing its crude for May delivery, a cease-fire in a price war that has contributed to a… https://t.co/MXR4xmIlYK",-1 +RT @Birdyword: Lockdowns solve coordination problems: The alternative to enforcement could be millions independently trying to avoid infect…,1 +At least a quarter of the U.S. economy has gone offline due to the widespread shutdowns of business due to coronavi… https://t.co/PF3gG4Nqu1,-1 +"Many companies have suspended share-repurchase plans, removing a crucial pillar of support for the stock market dur… https://t.co/Ixi9QcssF9",-1 +"Wells Fargo curtailed its program for making large loans this week, one of the most pronounced signs yet of how the… https://t.co/y3nEawJpNy",1 +Investors want massive cuts to global oil supply as an initial measure to address the ballooning coronavirus crisis https://t.co/D3DmKTYKRM,-1 +"Kept at home by the coronavirus, many Chinese fall behind on their debts https://t.co/QMNpSF4abe",-1 +"RT @greg_ip: Virus-related shutdowns have reduced GDP by 29%, with 1/10th of that attributable to 3 counties: L.A., NY (Manhattan) and Cook…",-1 +"The Month Coronavirus Felled American Business, #longreads https://t.co/IVxakomknb via @WSJGraphics",-1 +"Supply-chain finance has become popular in recent years, but there are concerns the slowdown could expose weak spot… https://t.co/qwiBA9i4pj",-1 +"As the coronavirus pandemic intensifies, adherents of the Financial Independence, Retire Early movement are doublin… https://t.co/klzYRO889R",-1 +Movie theater demand should eventually recover—if the chains can survive https://t.co/kZhV0EkOtp,1 +"Coronavirus reminds investors that stocks have a risk premium for a reason, writes @jmackin2 https://t.co/b5TqyWVhIj",-1 +Outbreak: How coronavirus swept through JPMorgan’s trading floor https://t.co/Gs9igG8sA1,-1 +Here are seven major companies whose stocks moved on the week’s news https://t.co/Ttv5qTV3ow,1 +"U.S. banks will likely be allowed to keep paying dividends, even as the coronavirus pandemic threatens to create a… https://t.co/aHnWwiCClV",-1 +Outbreak: How coronavirus swept through JPMorgan’s trading floor https://t.co/duMydNH3qy,-1 +The coronavirus pandemic has forced some difficult decisions for families and individuals. This series explores how… https://t.co/5AGI4pLUY6,-1 +Mortgage relief from the coronavirus crisis is off to a rocky start https://t.co/X7ls1xAE0l,1 +Investors on today's jobs number: ”I don’t think anybody’s surprised that it was a terrible month...We know it’s go… https://t.co/05YIheTICU,-1 +"If you fear you might lose your job, there are some proactive steps you can take to feel more secure about your fut… https://t.co/rhRCNZ6Inh",1 +What’s EFC on a college-aid letter? What about COA? Here’s what you need to know. https://t.co/SHFwDkX0e2,1 +"In a sign of receding tensions in international finance, the cost to borrow dollars against other currencies market… https://t.co/VAvMRmY3cR",-1 +American car-loan payment terms have never been so generous https://t.co/IkxqKz7B0L,1 +"Stunning as the drop in jobs in March was, it masked the true depth of the decline. And it is just the beginning. https://t.co/7pmmD1sLcy",-1 +Investors can survive a bear market the same way hikers survive an encounter with a bear: Remain calm and don’t mak… https://t.co/RLOCicZeGg,1 +Students and their families can request a financial-aid review if the economic fallout from the pandemic has hit th… https://t.co/PEKzZjwQ4U,1 +"Many merchants still ask customers to sign for card purchases, rankling shoppers who are nervous about the coronavi… https://t.co/jfSjiFtJHw",-1 +"Isopropyl-alcohol prices have more than tripled in the U.S. since March 10 and reached $3,160 a metric ton Tuesday,… https://t.co/O5EeZa1FVb",-1 +"RT @Spencerjakab: ""A lot of advice for surviving a falling stock market will sound familiar to backwoods hikers who’ve had grizzly encounte…",1 +The implosion of a Starbucks wannabe in China shows how expensive it can be to do reliable due diligence on faraway… https://t.co/lQQOc9vOCw,-1 +"RT @srussolillo: This is absolutely terrifying: Forecasting firm Oxford Economics projects that by May, the U.S. will have lost 27.9 millio…",-1 +"‘Recession blue-chips’ led the way in another turbulent week in markets, with Regeneron Pharmaceuticals, Gilead Sci… https://t.co/tmLGIg70nr",-1 +RT @miriamgottfried: SEC’s Clayton Signals Sympathy for Pleas of Private Equity-Backed Firms @davidamichaels https://t.co/JlOD0h6DP7,1 +The Federal Reserve has succeeded in flooding the market with cash. The challenge now is convincing everyone to use… https://t.co/he0xmItlGq,1 +"If your mortgage is federally backed, lenders are supposed to allow forbearance for those experiencing a financial… https://t.co/68EObPMqVO",1 +The March jobs report shows the start of a collapse that could shed all the U.S. jobs added by employers in the pas… https://t.co/pCJLsr1UJS,-1 +Is there a tax break hiding in your home office? https://t.co/xfCOlsTKYm,-1 +"Trying to get a break on mortgage payments? Servicers are supposed to help during the coronavirus pandemic, but jus… https://t.co/V8IXQuFxCa",1 +Property Bets Lose Curb Appeal in the Age of Coronavirus https://t.co/Tm7wZjfBJf,-1 +China’s ownership cap for foreign shareholders in securities and fund-management firms was scrapped as of April 1 https://t.co/tzGywGy2ys,-1 +"RT @WSJheard: The saga over Starbucks' Chinese challenger Luckin may give investors the caffeine crash they needed, says @jackycwong +https:…",1 +Altria’s fraught investment in e-cigarette company Juul Labs will take even longer to redeem following a challenge… https://t.co/AN7j1yYOe9,-1 +"Stock markets around the world fell, as oil continued its rebound and fresh data showed the unprecedented impact th… https://t.co/VSLulC2WL1",-1 +"RT @JChengWSJ: For the second time in less than a month, China’s central bank will free up more cash for banks to lend, part of Beijing's e…",1 +RT @minzengwsj: The record unemployment claims reported Thursday are unlikely to show up in Friday’s key jobs report. Here is why. https:/…,-1 +"RT @srussolillo: “A company wouldn’t admit to something this bad unless it has to"": Luckin, Starbucks' biggest rival in China, says employe…",-1 +The government raised the interest rate it will pay lenders under an emergency loan program to make it more appeali… https://t.co/LMvOPHTA6q,1 +"With a single tweet Thursday, President Trump accomplished what decades of wars, coups, terrorist attacks and OPEC… https://t.co/NySXLTP4uU",-1 +The U.S.’s national medical stockpile has sent out nearly half of its ventilators—an amount that pales in compariso… https://t.co/fexQEHpg4n,1 +American Century Investments’ new U.S. exchange-traded funds are aimed at reviving investors’ interest in stock-pic… https://t.co/4m5r9Be2Yz,1 +"Prizes for Powerball will drop significantly and rise more slowly after the next jackpot, making the coming days an… https://t.co/T1rUSuPUS8",-1 +This columnist got slammed like you did during the market’s coronavirus rout. But he didn’t give in https://t.co/gtwco9JLIC,-1 +"Japanese technology group SoftBank terminates $3 billion offer for shares in office-space provider WeWork, deprivin… https://t.co/HaZxjV1KU7",-1 +The leading bond-market investment benchmark’s outperformance against the S&P 500 underscores the extent of the rec… https://t.co/qtSRIAg0pm,1 +"About 6% of the U.S. labor force has filed for jobless benefits in the last two weeks, up from 0.3% at the end of F… https://t.co/iDmK8birwA",-1 +Main crude-oil benchmarks just spiked more than 20% in the biggest one-day jump on record https://t.co/8LKMfJjiXu,1 +"RT @srussolillo: This is a really great chart and, perhaps, a hint of good news: How the market reacted 12 months after some of the biggest…",1 +Saudi Arabia signaled a reversal of its oil-war against Russia after U.S. President Trump sought help to rebalance… https://t.co/C99xvPvJaA,1 +Not even drugstore chains can tell investors what the future looks like. Investors of all sorts should take notice. https://t.co/lnIboF2atR,-1 +"JPMorgan Chase Chief Executive James Dimon returned to work this week, a month after undergoing emergency heart sur… https://t.co/N92vM0lYPh",1 +"U.S. corporate bonds suffer negative ratings moves, while analysts say more may be coming https://t.co/w35t7jJkwY",-1 +"Weekly jobless claims, which were once again far worse than expected, are the most important economic data series f… https://t.co/Rahxhfd0n8",-1 +RT @WSJheard: Heard on the Street's @jackycwong on Luckin back in January https://t.co/hD7FB2pln6 $LK,1 +"RT @AmrithRamkumar: Just unreal moves in oil right now after Trump touts supply cuts. Brent rose as much as 47%. Now up 30%: +https://t.co/s…",-1 +"RT @kenbrown12: The stock market is gyrating wildly, but despite spending millions of dollars regulators can’t always get accurate and time…",-1 +Heard on the Street: Investors are right to be nervous about the insurance sector https://t.co/YnMR7Aorrt,-1 +RT @ScottMAustin: This is such a shocking jobless claims chart https://t.co/2CoZDmWcob https://t.co/05wwSY5ms7,-1 +"Shares in big oil companies climb as President Trump says the Russia-Saudi price dispute could soon be resolved, an… https://t.co/AAg81QqaU7",1 +Claims for unemployment benefits surged again last week amid a drastic downshift in the labor market caused by the… https://t.co/QCnvOQU28Z,-1 +"For once, the odds aren’t in casinos’ favor https://t.co/tyA0Z3iZIf",-1 +RT @davidhodari: Oil jumps on hopes for an end to the price war between Saudi Arabia and Russia and the possibility of action from the Whit…,1 +"China is tiptoeing, not roaring, back. Hopes for a speedy recovery in the West once the epidemic peaks may also be… https://t.co/euKX0mMDJr",1 +"The stock market is gyrating wildly, but despite spending millions of dollars regulators can’t always get accurate… https://t.co/uF95YpKp1N",-1 +"The coronavirus pandemic is not only costing Trump properties over $1 million a day in lost revenue, but also compl… https://t.co/L7t8ljy70p",-1 +Hedge fund manager Chris Hansen started getting worried about the coronavirus in January. Now he’s up 36%. https://t.co/HO2K3h4RQm,-1 +A market-wide breakdown exposed vulnerability in the nearly $4 trillion municipal-bond market https://t.co/Wy3sjqt4Mo,-1 +Oil jumps on hopes for an end to the price war between Saudi Arabia and Russia and the possibility of action from t… https://t.co/x8Wn3hQew4,1 +U.S. stock futures recover ground while oil prices surge on hopes of an end to the Saudi Arabia-Russia price war https://t.co/NH2BwPhtsh,1 +"RT @nate_taplin: China is tiptoeing, not roaring, back. Hopes for a speedy recovery in the West once the epidemic peaks may also be misplac…",1 +"RT @PaulJDavies: U.S. stocks dropped >4% yesterday, but Treasurys rose more normally as they did. Today so far European stocks are up a bit…",-1 +RT @kosakunarioka: SoftBank Group Abandons Tender Offer for Up to $3 Billion of WeWork Shares https://t.co/KdplPZNs8q via @WSJ,-1 +RT @lizrhoffman: The first 3 Wall Street banks have been hired by the federal government to sort through the corona-aid muck. They’re not w…,1 +RT @minzengwsj: WSJ: Boeing is expected to begin offering early retirement and buyout packages to its workforce as the plane maker comes to…,1 +"RT @NHendersonWSJ: The Fed is settling into its role as the world's central bank, again. Allowing foreign central banks to access the Fed’s…",1 +"RT @joannechiuhk: The Federal Trade Commission is suing tobacco company Altria to unwind its $12.8 billion investment in Juul, accusing the…",-1 +Check out today's Journal podcast on how corporate debt may be the next coronavirus financial crisis https://t.co/OmWrLIc6JN,-1 +"The surging popularity also has given rise to a new form of online harassment, known as Zoombombing, where online t… https://t.co/3ixDcO6kuG",-1 +The Federal Reserve on Wednesday said it was temporarily taking steps to ease an obscure capital requirement for la… https://t.co/VwBpv6hEvD,1 +"Whiting, one of top drillers in North Dakota’s Bakken region, is the first sizable fracker to succumb to the curren…",-1 +The Dow industrials just wrapped up their sixth worst quarter on record. The second quarter didn't start much bette… https://t.co/6sdYhPCjHi,-1 +A European fund imposes a levy on shareholders trying to exit the fund https://t.co/ipARaR7IO2,-1 +The federal government is sending out money. Here are all the details https://t.co/ikrtCmd3FX https://t.co/ikrtCmd3FX,1 +"April will only be harder for manufacturers, with more states and localities stepping up efforts to halt the spread… https://t.co/750HMWQFmd",-1 +Exclusive: A top Occidental Petroleum executive has been forced out of the company as it deals with the repercussio… https://t.co/1YFkN3FoQg,-1 +One of the enduring changes from the pandemic could be a major reassessment of the complex global supply chains for… https://t.co/kWL9GcJQdS,-1 +"Sen. Kelly Loeffler and her husband, New York Stock Exchange Chairman Jeffrey Sprecher, purchased and sold about $1… https://t.co/ouqUJZPDFD",1 +British American Tobacco is an awkward fit among the pharmaceutical and biotech firms seeking a new coronavirus vac… https://t.co/JVwnfFRJeu,1 +"RT @paulwsj: When 40,000 Italian fans gathered for the biggest soccer match of their lives, none had heard of social distancing. Two weeks…",-1 +The de-facto OPEC leader lifted production above 12 million barrels a day. https://t.co/y7xEkGhnB3,1 +"RT @DrewFitzGerald: And then there were 3: AT&T, Verizon and T-Mobile https://t.co/YbaAavirhx",1 +"Saudi Arabia is ramping up its oil output, boosting production capacity and hiring new tankers to fight its price w… https://t.co/OlZlB84kj8",1 +"Many companies are looking to suspend, delay or shrink their contributions to employees’ 401(k) accounts to conserv… https://t.co/9HMd1DpFvF",-1 +RT @AndrewScurria: 1st large oil-and-gas bankruptcy stemming from coronavirus/Saudi-Russia price war. Whiting Petroleum files for chapter 1…,-1 +"Markets have entered a calmer stretch, but investors warn prices for stocks and corporate debt could still fall muc… https://t.co/AJmgfLPtDj",1 +"RT @margotpatrick: It's a no to Coronabonds, says @jonsindreu - Proponents of coronabonds risk repeating the eurozone’s original sin: finan…",-1 +A public-health disaster of this magnitude always has more than one cause https://t.co/gU2nyqb4uC,-1 +"Heard on the Street: Allowing foreign central banks to access the Fed’s repo facilities is effectively cost-free, b… https://t.co/KDeHcUVL3C",-1 +Heard on the Street: Booming sales at supermarkets as well as e-commerce companies such as Amazon will be partially… https://t.co/gzMXZ98KKT,1 +"Investors are abandoning the market for loans in which the government doesn’t shoulder the risk, starving the lende… https://t.co/7T7mzIVhss",-1 +"For investors, the alternative to becoming an epidemiologist is to assume the worst and find investments that can r… https://t.co/Z5RaeEVzeP",-1 +"BlackRock, the world’s largest money manager, is among the foreign companies that have submitted applications to en… https://t.co/ZHasH2elqA",-1 +Global stocks fall after President Trump issues a new warning on the spread of coronavirus in the U.S. https://t.co/a7Igw0nEFQ,-1 +"RT @jonsindreu: Now is not the time for ""coronabonds:"" The ECB gives crisis-struck Southern Europe all the flexibility it needs to fight Co…",-1 +"RT @Birdyword: The US dollar is the world's unchallenged reserve currency, and the Fed is the world's de facto central bank. During the cur…",-1 +RT @TByGraceZhu: China scrambles to keep biggest graduating class in years occupied in coronavirus-hit economy https://t.co/o4PbJnRG4A via…,1 +"RT @JChengWSJ: China's manufacturing rebound is real, but it's far from back to normal. ""The recovery path ahead of us is going to be slow…",1 +RT @JamesGlynnWSJ: Glynn’s Take: Scope Now for Optimism in Australia #auspol #ausbiz #ausecon https://t.co/aiQFiSFGL1,1 +Operator of traffic cameras is in trouble as fewer people get tickets https://t.co/cWrhr5sy4z,-1 +"The coronavirus pandemic may or may not have saved HP from the clutches of Xerox. Either way, the PC and printer gi… https://t.co/j9VwY8VwpM",1 +Doctors and nurses are coming out of retirement to help with the coronavirus crisis even though many are in a vulne… https://t.co/OZT9vPBd11,1 +The senior housing industry was facing financial pressures from a supply glut even before the coronavirus pandemic… https://t.co/aurTQcP9jg,-1 +"Standard Chartered must pay £20.47 million for violating sanctions imposed by the EU on Russia, U.K. authorities sa… https://t.co/cLbqzZioYh",-1 +"Mortgage REITs have one of the riskiest business models in real estate: they issue high-yield loans, and finance th… https://t.co/JyXdfWSrT6",-1 +Coronavirus pandemic prompts Xerox to walk away from its more than $30 billion takeover bid for HP https://t.co/qEdB9KEo4J,-1 +The Dow falls 410 points to end a period marred by coronavirus https://t.co/v4PutP9tYc,-1 +Labor Secretary Eugene Scalia: Federal government will this week release funds from a coronavirus stimulus package… https://t.co/8lGOxvj5He,1 +Investors are showing more appetite for the junk-bond market https://t.co/RHRIXkxgTN,1 +"With the coronavirus pandemic bringing shelter-in-place orders, the real-estate industry has been compelled to find… https://t.co/80sxYZhiQL",-1 +RT @lizrhoffman: This is an absolutely wild chart. The Fed grew its balance sheet by almost *$1 trillion* in the last two weeks. Twice as f…,-1 +President Trump called for infrastructure investment to be a part of a fourth congressional coronavirus relief pack… https://t.co/E90MhctkTm,1 +Calm before the storm: the U.S. housing market was set for a strong year before the coronavirus pandemic https://t.co/2q3JRWc0dR,-1 +RT @ScottMAustin: Read this great story by @DanaMattioli and @SebasAHerrera about how Amazon didn't have a pandemic plan and is now straini…,-1 +Walmart to check worker temperatures amid coronavirus crisis https://t.co/4uUurciDGy,1 +"With Saudi Arabia preparing to flood oil markets, countries including Iraq and Venezuela are cutting spending even… https://t.co/ssMonuktKI",-1 +"Overwhelming demand, mass absences and a restive workforce. Amazon struggles with its coronavirus response. https://t.co/IepzajuiU0",-1 +Wind and solar farms are attractive to investors looking for safety in volatile markets. But building new renewable… https://t.co/2fqFexxjpj,1 +"Government May Act Out Of Fear, Hold Back In COVID Fight: Rajiv Bajaj +https://t.co/hJ0dxsJ0cR",-1 +"Sensex ends 986 points higher, Nifty reclaims 9,250 as markets extend gains to second day; financial stocks jump… https://t.co/l4iADS3BXL",1 +"RBI's New Measures To Support Financial Markets And Banks +https://t.co/X904Zq4r3F",1 +"RBI Sees Inflation Falling Below 4% As COVID-19 Outbreak Threatens Demand +https://t.co/UJC6biiehI",-1 +"RBI Cuts Key Rate To Boost Liquidity, Rs 50,000-Crore Push For Lenders +https://t.co/HG1fgOgbwO",1 +"Oh Brother! Coronavirus Calls Split Family Fortunes On Wall Street +https://t.co/9o7l9OrjmI",-1 +"Sensex Holds 500-Point Lead Led By Gains In Rate Sensitive Stocks +https://t.co/VkKu5ZDlwx",1 +"90-day NPA norm not applicable on moratorium granted on existing loans by banks, says RBI Governor",-1 +"Liquidity adjustment facility reverse repo rate reduced by 25 basis points to 3.75%, says RBI Governor",-1 +"Auction of targeted long-term repo operations worth Rs 25,000 crore to be conducted today, RBI Governor announces",1 +"RBI to conduct Targeted longer-term refinancing operations (TLTRO) 2.0 for Rs 50,000 crore, says Governor Shaktikanta Das",1 +"India is expected to post sharp turnaround in 2021-22, says RBI Governor quoting IMF projection",1 +"Injected liquidity to the tune of 3.2% of GDP between February 6 and March 27, 2020, RBI says",1 +"India among handful of countries projected to register positive growth rate amid the Covid-19 crisis, says RBI Governor",-1 +RBI has been proactively monitoring coronavirus situation very closely: Governor Shaktikanta Das amid COVID-19 crisis,1 +Reserve Bank of India has been very proactive and monitoring the situation closely: Governor Shaktikanta Das,1 +"RBI Governor Shaktikanta Das starts Press Conference, his second press briefing since the COVID-19 outbreak",1 +"Sensex opens over 1,050 points higher, Nifty starts day above 9,300 tracking positive global cues #Sensex #Nifty #MarketUpdates",1 +"Gap-Up Opening Likely For Sensex, Nifty Today +https://t.co/FTjaOdNnXV",1 +"Gold Demand Could Hit 3-Decade Low As COVID-19 Lockdown Hits Festivals, Weddings +https://t.co/0d9fAlSZWt",-1 +"Sensex Ends 223 Points Higher As Markets Break 2-Day Fall +https://t.co/M1eQAtRUVX",1 +"Sensex ends 223 points higher, Nifty at 8,993 as markets break 2-day fall; financial, energy, pharma stocks lead ga… https://t.co/oq4zRk8PkB",1 +"Merchandise Exports Shrink 35% In March, Steepest Decline Since 1991 +https://t.co/UR871jGaGz",-1 +"Government Announces Relief On Health, Auto Insurance Policies Due For Renewal During Lockdown +https://t.co/qgGepVryGH",1 +"Sensex opens 284 points lower, Nifty starts day near 8,850 as coronavirus fears linger in global markets #Sensex #Nifty #MarketUpdates",-1 +"March Exports Shrink, Outlook Grim As Coronavirus Hits Demand +https://t.co/jAFHsoxUfJ",-1 +"Growth May Slip Into Negative In Q1: Ex-RBI Governor C Rangarajan On Lockdown +https://t.co/FYfJoMbgSm",-1 +"Wipro March Quarter Profit Down Over 5% At Rs 2,326 Crore +https://t.co/yVOHG9z0pL",-1 +"Wipro profit at Rs 2,326 crore in January-March, drops over 5% from previous quarter",-1 +"Sensex, Nifty Extend Losses To Second Straight Day +https://t.co/fvhJCJDiV5",-1 +"Sensex closes 310 points lower, Nifty at 8,925 as markets extend losses to second straight day #Sensex #Nifty #MarketUpdates",-1 +"Rupee Slides 17 Paise To Hit All-Time Low Of 76.44 Against US Dollar +https://t.co/1qge6kMP0q",-1 +"Crude Oil Hits 18-Year Low Amid Coronavirus-Fuelled Demand Slump +https://t.co/fvsloy6ewl",-1 +"Sensex Slumps Over 1,000 Points From Day's High; Banks Under Pressure +https://t.co/klEnpzbE0I",-1 +"Sensex Slumps Over 700 Points From Day's High; Banks Under Pressure +https://t.co/klEnpzbE0I",-1 +"Wholesale Inflation Eases To 1% in March +https://t.co/mWg2yIUX38",-1 +"Wholesale inflation at 1% in March amid coronavirus crisis, as against 2.26% in previous month",-1 +"Sensex opens over 550 points higher, Nifty starts day near 9,200 tracking gains in global markets #Sensex #Nifty #MarketUpdates",1 +"Airline Revenues To Plunge 55% In 2020 On Coronavirus: Industry Body IATA +https://t.co/CNzXsVOelC",-1 +"Crude Oil Price Rises Over 1% On Hopes For Stockpile Purchases +https://t.co/wHp9AP22VE",1 +"Banks Issue Orders To Employees Over Branch Overcrowding: Report +https://t.co/Q0sd3deYdG",1 +"India Inc Stands By Lockdown Extension Call; Seeks Stimulus Package To Rebuild Economy +https://t.co/pPSa2aGqZ3",-1 +"India To Grow At 1.9% This Year, Global Growth To Shrink By 3%, Forecasts IMF +https://t.co/urepSnT2VY",-1 +"Government-Run Gold Bond Scheme To Fetch 2.5% Interest. Important Dates, How To Invest And Other Details +https://t.co/RsEcoxK54T",1 +"Amazon To Add 75,000 More Jobs Amid Coronavirus Pandemic +https://t.co/nIWBVxFEmi",1 +"Retail Inflation Could Slow Further Going Ahead: Experts +https://t.co/s2HZHX9U0q",1 +"India's 2019-20 Fuel Demand Growth Worst In Over Two Decades +https://t.co/YfTp4gWwLS",-1 +"Consumer Inflation Eases To 5.91% In March, Lowest In 4 Months +https://t.co/FCtgc2ux51",-1 +"Consumer Inflation Hits 4-Month Low Of 5.91% In March +https://t.co/FCtgc2ux51",-1 +"Consumer inflation eases to 5.91% in March, lowest in 4 months",1 +"Operations At Three Ports Run By Adani Ports Disrupted: Report +https://t.co/qTdcN7pTyb",-1 +"Coronavirus Crisis: Domestic Passenger Vehicle Sales Down 51% In March, Says Industry Body SIAM +https://t.co/ftR5ijOVCu",-1 +"Sensex Falls Over 500 Points; Reliance Industries, HDFC Bank Top Drags +https://t.co/Pj1zRQMFhK",-1 +"Crude Prices To Continue To Fall In Coming Weeks, Historic Deal Insufficient: Goldman Sachs +https://t.co/tSM4X3B6WW",-1 +"China Central Bank Raises Stake In HDFC To Over 1% +https://t.co/xSJqMprLWq",1 +"Rupee Edges Lower To 76.43 Against Dollar Amid Coronavirus Crisis +https://t.co/7UCEt57hpb",-1 +"Sensex Falls Over 200 Points, Nifty Slides Below 9,050 Amid Volatile Trade +https://t.co/ylhFKID7Mf",-1 +"Sensex falls over 200 points, Nifty below 9,050 in early trade tracking weakness in global markets amid coronavirus… https://t.co/di5z90Yfiz",-1 +"OPEC, Russia Approve Record Oil Supply Cut Amid Coronavirus Pandemic +https://t.co/3NEkw9qGfB",-1 +"People's Bank Of China Acquires 1% Stake In HDFC Amid Markets Downturn +https://t.co/9nwlOw70w1",1 +"World Bank Forecasts Worst Economic Slump In South Asia In 40 Years +https://t.co/oOD4jxwWe3",-1 +"US Consumer Prices Record Largest Drop In Five Years +https://t.co/SLzfbHMMFr",-1 +"Travel, Hospitality To Take Time To Recover Post Lockdown: Experts +https://t.co/iLkyXEeSNb",-1 +"ICICI Bank To Deploy Mobile ATM Vans In Noida, Other Districts In UP +https://t.co/BlDgnfeL6Y",1 +"US Jobless Claims Top 6 Million For Second Straight Week Amid Coronavirus +https://t.co/ezbj324eet",-1 +"Saudi Arabia, Russia Outline Record Supply Cut As Demand Crashes On COVID-19 +https://t.co/V1HHFM0Pus",-1 +"Factory Output Grows 4.5% In February, Beats Analysts' Expectations +https://t.co/8mNepboufG",1 +"World Faces Worst Economic Fallout Since Great Depression, Says IMF Chief +https://t.co/NgvXN1nf3c",-1 +"Sensex Closes 1,266 Points Higher, Nifty Reclaims 9,100 +https://t.co/rQ8IvLd7C4",1 +"Cognizant Withdraws 2020 Forecast On Coronavirus Uncertainty +https://t.co/okSuLypeuh",-1 +"Sensex ends 1,266 points higher, Nifty reclaims 9,100 as markets spike 4%; auto stocks jump #Sensex #Nifty #MarketUpdates",1 +"Coronavirus Has 'Drastically Altered' India Growth Outlook, Says RBI Amid Lockdown +https://t.co/WYWkoIzUKf",-1 +"Sensex jumps nearly 1,100 points, Nifty crosses 9,050 amid gains across sectors; Cipla, Tata Motors, Bajaj Auto up… https://t.co/iRfGp6EKlr",1 +"COVID-19 To Impact Economic Activity Directly Due To Lockdowns: RBI +https://t.co/o9a1NYqTiU",-1 +"Virus Crisis A Chance For India To Reform Its Economy, Say Some Experts +https://t.co/hFXZUG1INt",1 +"Rupee Edges Higher To 76.11 Against Dollar +https://t.co/qGDKsdasQq",-1 +"Consumer Inflation Likely Fell To Four-Month Low In March: Poll +https://t.co/VEzKWZInDZ",-1 +"Oil Demand Slumps 70% In India, 3rd-Biggest Buyer, Amid Lockdown +https://t.co/DG38aILF7m",-1 +"Tax Breaks, Incentives For COVID-19-Hit Small Businesses Likely Next Week +https://t.co/7u1asxLK6g",1 +"Sensex Opens Over 650 Points Higher, Nifty Above 8,950 +https://t.co/5MdFuBM9LU",1 +"Sensex opens over 650 points higher, Nifty starts day above 8,950 tracking gains in global markets #Sensex #Nifty #MarketUpdates",1 +"Sensex, Nifty Likely To Open Higher +https://t.co/shm8juDIOc",1 +"Rs 1 Lakh Crore Coronavirus Stimulus On Cards For Small Businesses: Report +https://t.co/ODzhWRt2Mm",-1 +"All Pending Income Tax Refunds Up To Rs 5 Lakh To Be Released Immediately +https://t.co/uZCLzpBCuf",1 +"OECD Says Leading Indicators Flag Biggest Monthly Drop On Record +https://t.co/kmZKV9e0ry",-1 +"Rupee Sinks Below 76 To New All-Time Low Against Dollar +https://t.co/MKu4TJiimQ",-1 +"Sensex Ends 173 Points Lower, Nifty Settles At 8,749 As Coronavirus Fears Linger +https://t.co/QGIFjWEwyH",-1 +"Sensex ends volatile session 173 points lower, Nifty settles at 8,749 as coronavirus fears persist #Sensex #Nifty #MarketUpdates",-1 +"SBI Cuts Interest Rates On Savings Deposits By 0.25% +https://t.co/y47p5F5V3F",-1 +"Sensex Plunges Over 1,600 Points From Day's High, Nifty Tests 8,800 +https://t.co/tgPYPCSnUo",-1 +"Latest On The Spread Of The Coronavirus Around The World +https://t.co/haDwbdVV1N",-1 +"Rupee Edges Lower To 75.85 Against Dollar +https://t.co/0RsHsNXVLm",-1 +"Sensex, Nifty Turn Positive Amid Choppy Trade As Coronavirus Fears Linger +https://t.co/HX0T49Fphj",1 +"Sensex Opens Over 350 Points Lower, Nifty Below 8,700 As Global Markets Lose Steam +https://t.co/2A2bsDngZ1",-1 +"Sensex opens over 350 points lower, Nifty starts day below 8,700 tracking weakness in global markets amid coronavir… https://t.co/csmNyu74WS",-1 +"Small Businesses Struggle To Pay Wages Amid Coronavirus Lockdown +https://t.co/dy4BoxDLZB",-1 +"SBI Slashes Lending Rates Across All Tenors By 0.35%, EMIs To Get Cheaper +https://t.co/ao9oL2fCo5",1 +"Sensex ends 2,476 points higher, Nifty reclaims 8,750 as markets bounce back 9% after 2-day fall #Sensex #Nifty #MarketUpdates",1 +"Hindustan Unilever Market Value Tops Rs 5 Lakh Crore For First Time +https://t.co/TzNyxgWcJM",1 +"State Governments Scramble For Funds As Coronavirus Takes Toll On Coffers +https://t.co/kzTFrVxHci",1 +"World's Biggest Lockdown Brings Trucks To A Standstill In India +https://t.co/gRHNn3Op4A",-1 +"Unemployment Rate Soars To 8.7%, Worst In 43 Months: Report +https://t.co/YkS0KF3qYU",-1 +"Employment Rate Hits All-Time Low In March, Says Think-Tank CMIE +https://t.co/YkS0KF3qYU",-1 +"Sensex, Nifty Open Higher Amid Gains In Global Markets +https://t.co/A5y2mB4ZS9",1 +"Sensex opens over 1,300 points higher near 28,900, Nifty starts day firm above 8,400 tracking rally in global marke… https://t.co/143R02HJ5J",1 +"IMF Encouraged By Recovery In China, But Pandemic Could Resurge +https://t.co/oC6fEINoG1",1 +"Markets Revise Trading Rules, Hours, Circuit Breakers As Volatility Surges: Key Facts +https://t.co/jQNHn3pOA5",1 +"March Gold Imports Hit 6-1/2-Year Low On Record Price: Report +https://t.co/icOxFWEfu1",-1 +"Gold Imports Slump 73% In March To Lowest In Over 6 Years: Report +https://t.co/FK0QiSOT9D",-1 +"Mukesh Ambani's Net Worth Drops To $48 Billion In 2 Months Amid Coronavirus Crisis +https://t.co/0TTjUMldfU",-1 +"India's Services Activity Hits 5-Month Low Amid Coronavirus Crisis: Survey +https://t.co/Urv0Rj5eyv",-1 +"Financial Markets Shut For Mahavir Jayanti Holiday +https://t.co/nMf0ueLc9e",-1 +"Air Deccan Ceases Operations, All Employees On ''Sabbatical Without Pay'' +https://t.co/4GVDLoOJ97",-1 +"FPIs Pull Out Record Rs 1.1 Lakh Crore In March Amidst Covid-19 Mayhem +https://t.co/d10LRVDU6R",-1 +"Anxiety-Driven Panic Could Impact Global Food Supply Chain: United Nations Arm +https://t.co/PqijTlLTU3",-1 +"Fitch Sees India GDP Growth In FY21 At 2%, Slowest Since Economic Reforms +https://t.co/nH9RGCKb8s",-1 +"US Employment Falls 701,000 In March Amid Coronavirus +https://t.co/GO1ZDIeJpi",-1 +"No Change In Basic Selling Price Of Petrol, Diesel: Indian Oil +https://t.co/3YIpSKvodo",1 +"Gold Prices Subdued On Firm Dollar Ahead Of US Data Amid Coronavirus Crisis +https://t.co/lCyGzdnX4u",-1 +"Sensex, Nifty Extend Losses To Second Day Amid Rising Coronavirus Cases +https://t.co/1Lk0ZkMhdS",-1 +"Sensex ends 674 points lower, Nifty gives up 8,100 as markets extend losses to second day #Sensex #Nifty #MarketUpdates",-1 +"Sensex, Nifty Stage Mild Recovery; FMCG, Pharma Shares Gain, Banks Fall +https://t.co/59GFTCCefW",1 +"India's Place In Global Markets Is At Stake In Virus Response +https://t.co/FiA4QADjBO",-1 +"Rupee Slips By 48 Paise To 76.08 Against Dollar Amid Coronavirus Scare +https://t.co/njXT0RFFwz",-1 +"Coronavirus-Induced Weakness In Rupee To Linger In Near Term: Poll +https://t.co/Oc1IPIbfVh",-1 +"Sensex Falls Over 400 Points, Nifty Below 8,150 As Markets Give Up Early Gains +https://t.co/zjBF4eSC3G",-1 +"Sensex falls over 400 points, Nifty drops below 8,150 as markets give up early gains; banking, auto stocks lead los… https://t.co/pjNiAyfyVl",-1 +"US Stock Markets End Over 2% Higher After Jump In Crude Oil Prices +https://t.co/p1K4bvHIso",1 +"Gold Price Spikes As US Joblessness Data Lifts Safe-Haven Demand +https://t.co/m8NswHy2Xs",1 +"British Airways In Talks With Union To Suspend Around 32,000 Staff: Report +https://t.co/DJyN10xAmM",-1 +"Air India Suspends Contracts Of Around 200 Pilots Amid COVID-19: Report +https://t.co/ruL87QaEfb",-1 +"Property Prices Face Steep Falls As Virus Freezes Market +https://t.co/TLjQdihN1n",-1 +"Factory Activity Growth Hits 4-Month Low Amid Coronavirus Crisis: Survey +https://t.co/zAVJljFHSw",-1 +"Coronavirus Impact: Hoteliers Stare At Worst Phase Since 2008 Financial Crisis +https://t.co/Gr1qM9k4Rp",-1 +"Financial Markets To Remain Shut Today For Ram Navami +https://t.co/TiF3O5veKe",-1 +"From Slowdown To Lockdown: Auto Makers See Steep Fall In March Sales +https://t.co/aRCyZy3wL0",-1 +"Many Airlines At Brink Of Bankruptcy, Need Government Support: Industry Body +https://t.co/ZJCcMFD3ei",-1 +"March GST Collection Falls To Rs 97,597 Crore Amid Coronavirus Outbreak +https://t.co/Ml07LgjgGu",-1 +"Sensex closes 1,203 points lower, Nifty gives up 8,300 amid coronavirus crisis; IT, financial stocks worst hit #Sensex #Nifty #MarketUpdates",-1 +"Borrowers Unlikely To Get Loan Moratorium Benefit As Banks Will Charge Interest Later +https://t.co/f8h7OXeKT3",1 +"Government Begins Fiscal Year Under Severe Strain Amid Biggest Lockdown +https://t.co/jskjXFmAQQ",-1 +"Maruti Suzuki March Sales Plunge Nearly 50% Amid Coronavirus Outbreak +https://t.co/05lZQly97H",-1 +"Coronavirus Lockdown May Hurt Government's Plan to Sell Record Bonds +https://t.co/9z8pfzuNG9",-1 +"Oil's Unparalleled Demand Crash Likely To Be Gamechanger For Industry +https://t.co/qa5tGhkWbU",-1 +"Sensex opens 37 points higher, Nifty at 8,584 as markets start day on a flat note amid weakness in global equities… https://t.co/p6N3W7Q7BN",1 +"Government To Borrow More Aggressively In April-September Than Expected +https://t.co/cBv5yI8Djb",-1 +"Airlines Face Refunding $35 Billion Of Unused Tickets: Aviation Body +https://t.co/pZw7IQkKva",-1 +"SpiceJet To Cut March Salary As Coronavirus Lockdown Hits Travel Demand +https://t.co/byFY7IpXm8",-1 +"March Sees India's Biggest Monthly Foreign Investor Rout Ever +https://t.co/qnpgKSvxt8",-1 +"Government To Borrow Rs 4.88 Lakh Crore In First Half Of Financial Year 2021 +https://t.co/hki09Epg5v",-1 +"Coronavirus Crisis: State-Run Banks Allow Borrowers 3-Month Delay In EMIs +https://t.co/0FQ1oEOp0y",-1 +"Core Sector Growth Up 5.5% In February, Highest In 11 Months +https://t.co/Zt5ULlq5F1",1 +"Nifty Suffers Worst March Since Inception As Coronavirus Rattle Investors +https://t.co/xk8b9WUU97",-1 +"Sensex ends 1,028 points higher, Nifty settles at 8,598 as markets rise nearly 4% on last day of financial year 201… https://t.co/OfBlLb5Thm",1 +"Sensex rises over 1,000 points, Nifty near 8,600; oil & gas, consumer goods, metal stocks lead gains #Sensex #Nifty #MarketUpdates",1 +"Government, RBI Try To Cushion An Economy In Slump Even Before COVID-19 +https://t.co/RqiEYHTYOV",-1 +"Rupee Edges Higher To 75.51 Against Dollar +https://t.co/W88Y89rySY",-1 +"Sensex Rises Over 850 Points, Nifty Touches 8,500 In Early Trade +https://t.co/02BN0859Cg",1 +"Sensex opens over 850 points higher near 29,300, Nifty starts day above 8,500 amid gains in global markets #Sensex #Nifty #MarketUpdates",1 +"Gap-Up Opening Likely For Sensex, Nifty Today +https://t.co/Z1801WorBC",1 +"Government May Slash Borrowing From Market In April Amid Lockdown: Report +https://t.co/3nN6Jqelh8",-1 +"Sensex Ends 1,375 Points Lower Amid Coronavirus Crisis +https://t.co/J8tBkkoNTe",-1 +"Sensex ends 1,375 points lower, extends losses to second day amid coronavirus crisis; Nifty slides below 8,300 #Sensex #Nifty #MarketUpdates",-1 +"Sun Pharma Says Halol Unit Issues Not Likely To Impact Business, Shares Edge Higher +https://t.co/AGSbRkFx8x",1 +"Coronavirus Crisis: IndiaNivesh Shuts Portfolio Management Business +https://t.co/uH00oBT4oc",-1 +"Sensex Falls Over 1,100 Points, Nifty Slips Below 8,350 Amid Coronavirus Crisis +https://t.co/aRUQxsZStO",-1 +"Sensex opens over 550 points lower, Nifty starts day below 8,400 amid weakness in global markets over coronavirus… https://t.co/DDOb3WKi5S",-1 +"Gap-Down Opening Likely For Sensex, Nifty Amid Coronavirus Crisis +https://t.co/AiFWj2Q5q0",-1 +"India To Be Grow Fastest Among G20 Economies Amid Corona Impact: Report +https://t.co/9dIIgHE3ub",1 +"Enough Stock Of Petrol, Diesel, LPG Available To Last Lockdown, Says Indian Oil +https://t.co/JnKrw5vY4Q",1 +"State-Run Power Producers Asked To Ensure Supply Amid Coronavirus Lockdown +https://t.co/x9Mc1e851m",1 +"World Already In Recession, Emerging Markets Need $2.5 Trillion: IMF's Kristalina Georgieva +https://t.co/gSLoFWTiBc",-1 +"Grocery Tycoon Kishore Biyani's Battle To Keep His Company Afloat +https://t.co/VDZbhnh1O7",-1 +"Vistara Calls For Mandatory Leave Without Pay For 3 Days For Senior Employees +https://t.co/EWaWzu721b",-1 +"Domestic Flights Suspension Extended Till April 14 Amid Coronavirus +https://t.co/a4V0v8gwvE",-1 +"Amazon, Flipkart Operations Being Disrupted Amid Lockdown: Report +https://t.co/2lk47RpCzv",-1 +"Sensex, Nifty End Mixed Despite RBI's Steep Reo Rate Cut +https://t.co/veT0PAZO5d",-1 +"Rupee Jumps To Return To 74 Levels Against Dollar After RBI Announcements +https://t.co/pCA3VolJsh",-1 +"Electricity Use Falls To Lowest In Five Months Due To Lockdown +https://t.co/rKxydbrP2o",1 +"IndusInd Bank Crashes 27% From Day's High As Trading Volume Spikes +https://t.co/holGm1K7mk",-1 +"RBI To Infuse Rs 3.74 Lakh Crore Liquidity Into Financial System +https://t.co/EpztDDsxUN",1 +"SpiceJet Expects A Surge In Demand As The Virus Is Contained +https://t.co/CPbPoDNBrt",-1 +"RBI Refrains From Giving Inflation Outlook; Says GDP Projections At Risk +https://t.co/pBme2cosfc",-1 +"RBI Surpassed Market Expectations: Experts On Surprise 0.75% Rate Cut +https://t.co/3gfU6trdg1",-1 +Indian banks are safe and there is no need to resort to panic withdrawals: RBI Governor Shaktikanta Das,1 +RBI has infused 2.7 lakh crore into the system since last February policy: RBI chief Shaktikanta Das,1 +Indian banking system safe and sound: Shaktikanta Das,1 +RBI will continue to be vigilant and take steps necessary to mitigate impact of coronavirus: Governor Shaktikanta Das,1 +"All banks, lending institutions may allow a three-month moratorium on all loans, says RBI chief Shaktikanta Das ami… https://t.co/FE1W5sbvm6",1 +Cash reserve ratio lowered to 3% from 4% for all banks for a period of one year: RBI Governor Shaktikanta Das,1 +RBI has reduced the Cash Reserve Ratio by 100 basis points.,-1 +RBI has cut the liquidity adjustment facility by 90 bps to 4%,1 +RBI has cut the reverse repo rate by 90 basis points to 4%,-1 +"RBI Cuts Rates To Tide Over ""Disruptive"" Impact of Coronavirus +https://t.co/QVJkBTlV30",-1 +RBI cuts repo rate to 4.4% from 5.15% after unscheduled Monetary Policy Committee meet,-1 +"Moody's Cuts India GDP Growth Forecast To 2.5% In 2020 +https://t.co/y3c2BPb1k0",-1 +Moody's cuts India's economic growth forecast to 2.5% in 2020 from 5.3%: Press Trust of India,-1 +"Sensex Jumps Over 1,150 Points, Nifty Touches 9,000 Ahead Of RBI Announcement +https://t.co/geY0uaRcKo",1 +"Sensex opens 801 points higher at 30,748, Nifty starts day above 8,900 amid gains in global markets #Sensex #Nifty #MarketUpdates",1 +"Sensex, Nifty Likely To Have A Positive Opening +https://t.co/BGz6STkkhU",1 +"Global Oil Refiners To Deepen Output Cuts As Coronavirus Destroys Demand +https://t.co/S4Q5pUQztl",-1 +"Yes Bank To Raise Up To Rs 5,000 Crore After Government-Led Rescue +https://t.co/BsMRmN26hM",1 +"US Offers $58 Billion Aid To Airlines As Governments Seek To Avert Bankruptcies +https://t.co/WkgaU0hnEx",1 +"Moody's Warns Of Downgrading Tata Motors +https://t.co/UvsiMcmoBZ",-1 +"""Banks, ATMs To Remain Open"": Nirmala Sitharaman Denies Report Lenders Plan To Shut Most Branches +https://t.co/Sj1Bakrw6N",1 +"Exchanges Cut Trading Hours For Commodity Trading Amid Coronavirus +https://t.co/lfcE3TnndZ",-1 +"Sensex, Nifty Surge For Third Straight Day Led By Banking Shares +https://t.co/jsKTQQdZiC",-1 +"Rs 1.7 Lakh-Crore Package For Migrant Workers, Poor: Finance Minister Nirmala Sitharaman +https://t.co/uCczEZKYI7",-1 +"Employees can withdraw 75% of employee provident fund or three month salary whichever is lower, move will benefit 4… https://t.co/AXRxRyd0L2",1 +Government of India will pay the employee provident fund contribution of employer and employee for the next three f… https://t.co/i4aj37aG0N,1 +"Women under Ujjwala Yojana will be given free LPG cylinders for next three months, move expected to benefit 8.3 cro… https://t.co/EUesc5YPgo",1 +"MNREGA wages will be increased from Rs 182 to Rs 202, resulting in total rise of Rs 2,000; to benefit 5 crore famil… https://t.co/oG3CsUSo1m",1 +"Move will directly benefit 8.69 crore farmers, says Finance Minister",1 +"Sensex up 1,445 points, Nifty surges 385 points to trade above 8,700 ahead of Finance Minister Nirmala Sitharaman's press conference",1 +"Banks Plan To Shut Down Most Branches During Lockdown: Report +https://t.co/HmMuH4mLx5",-1 +"When Will Coronavirus-Hit Global Markets Heal? 12 Charts To Monitor +https://t.co/GbETRsgDa5",-1 +"Sensex Surges Over 1,550 Points, Nifty Touches 8,700; Financial, IT Stocks Jump +https://t.co/2uzIGVXmRn",1 +"Sensex Opens Over 500 Points Higher, Nifty Starts Day Near 8,450 +https://t.co/2uzIGVXmRn",1 +"Sensex opens 538 points higher at 29,074, Nifty starts day above 8,450 amid gains in global markets #Sensex #Nifty #MarketUpdates",1 +"Sensex, Nifty Likely To Open Lower +https://t.co/C84VwwxTug",-1 +"Aviation Industry Stares At Loss Of Up To $3.6 Billion In Q1 Due To Travel Ban +https://t.co/puIlhqwcEn",-1 +"Flipkart Resumes Operations, Amazon In Talks With Government +https://t.co/w0XXuZgSRJ",1 +"Coronavirus Crisis: GoAir Decides To Reduce Pay Across Board +https://t.co/NF2zmMUHqd",-1 +"Sensex, Nifty Log Best Day Since 2009 On $2-Trillion US Stimulus Package +https://t.co/CY1Dxf8CRG",1 +"Government May Unveil Rs 1.5 Lakh Crore Package To Tackle Coronavirus Downturn: Report +https://t.co/mh4q6fVmJq",1 +"Sensex ends 1,862 points higher at 28,536, Nifty reclaims 8,300 as markets extend gains to second straight day #Sensex #Nifty #MarketUpdates",1 +"Sensex soars over 1,650 points, Nifty hits 8,250 amid broad-based buying; Axis Bank, ICICI Bank, Kotak Mahindra Bank jump 10%",-1 +"Sensex surges over 1,100 points, Nifty crosses 8,000 as markets rebound 4%; Reliance Industries, Maruti Suzuki up 9… https://t.co/XvYtNBO57J",1 +"Sensex up over 400 points, Nifty touches 7,900 as markets rise 1% amid volatile trade; auto stocks lead gains #Sensex #Nifty #MarketUpdates",1 +"Sensex, Nifty Recover Early Losses Amid Volatile Trade +https://t.co/zmnh0k2Wpk",1 +"Sensex opens 174 points lower at 26,500, Nifty starts day below 7,750 as India begins 21-day lockdown to fight coro… https://t.co/rD3psz8Cz2",-1 +"Coronavirus Crisis: Global Stocks Surge As Investors Place Hopes On US Stimulus +https://t.co/jnLmGJsPNh",1 +"Sensex, Nifty Likely To Open Lower After A Day's Breather +https://t.co/XETJTnWtyQ",-1 +"Monitoring Stock Market Volatility, Assures Nirmala Sitharaman +https://t.co/NRWKW4qut1",-1 +"Sensex Ends 693 Points Higher, Nifty Reclaims 7,800; Financial, IT Stocks Lead Gains +https://t.co/CCbHhIVfLJ",1 +"Sensex closes 693 points higher, Nifty at 7,801 as markets rebound after worst day; financial, IT stocks lead gains… https://t.co/PuTysS82Zw",1 +"Government Raises Insolvency Threshold To Rs 1 Crore To Help Small Firms +https://t.co/RE4sTuCoWt",1 +"May consider suspending Section 7, 9 and 10 of the Insolvency and Bankruptcy Code at a later stage, if the existing… https://t.co/dPsj9ZHHi5",-1 +For financial year 2019-20 if the independent directors of the company are not able to hold even one meeting then i… https://t.co/nMSyIHN8cn,-1 +"Sensex Surges 900 Points, Nifty Near 7,900 Amid Wild Swings Due To Volatility +https://t.co/QTV3IuebKt",1 +"Gold Jumps Over 1% As US Central Bank Ramps Up Support Measures +https://t.co/uc9oEel12q",1 +"Gap-Up Opening For Sensex, Nifty Amid Gains In Asian Markets +https://t.co/nBuylWqckb",1 +"Sensex opens 1,075 points higher at 27,056, Nifty starts day above 7,800 amid gains in Asian markets #Sensex #Nifty #MarketUpdates",1 +"Sensex, Nifty Likely To Open Higher After Worst Day Ever +https://t.co/3u7brRq2ek",1 +"Excise On Petrol, Diesel To Go Up By Rs 8/Litre To Fund Covid-19 Fight +https://t.co/wN2oIm0nZj",-1 +"Gold Futures Cool Off After Rising Over 1% Amid Coronavirus Panic +https://t.co/kAyrHZ1Zln",1 +"Sensex, Nifty Plunge 13% After A Day's Breather Amid Coronavirus Fears +https://t.co/yK4bK5uWlK",-1 +"Sensex ends 3,935 points lower, Nifty settles at 7,610 as markets take 13% hit after a day's breather amid coronavi… https://t.co/DZP6sUya4V",-1 +"SoftBank To Raise $41 Billion To Expand Share Buyback, Cut Debt +https://t.co/zOM9uhrFZz",1 +"Millions Of Jobs Threatened In Retail Sector As Coronavirus Hits Sales, Revenues +https://t.co/bm7FbO87IX",-1 +"Sensex plummets over 3,500 points, Nifty cracks below 7,750 as markets extend losses; financial stocks worst hit… https://t.co/QgnEyeLXte",-1 +"Sensex, Nifty Resume Trading After 45-Minute Halt As Coronavirus Batters World Markets +https://t.co/fgBVnHX2P6",-1 +"Sensex down 3,270 points at 26,646, Nifty near 7,800 as markets resume trading after 45-minute halt amid coronaviru… https://t.co/8CBbiXXFHn",-1 +"Rupee Drops Below 76 Mark Against Dollar Amid Coronavirus Crisis +https://t.co/CKANJR47UG",-1 +"Trading Halted For 45 Minutes As Sensex, Nifty Plunge 10% Amid Coronavirus Lockdowns +https://t.co/c3QaOG3Pfk",-1 +"Trading halted for 45 minutes as markets fall 10% on coronavirus jitters; Sensex down 2,992 points at 26,924, Nifty… https://t.co/uJVepH21Bu",-1 +"Sensex Plunges Over 2,700 Points, Nifty Hits 7,950 As Coronavirus-Led Lockdowns Hurt Global Markets: 10 Things To K… https://t.co/F2DQAD99A3",-1 +"Sensex opens 2,307 points lower at 27,609, Nifty at 7,946 as global stocks tumble amid more lockdowns on coronaviru… https://t.co/JZ9lOSqZ63",-1 +"Markets Likely To Open Sharply Lower +https://t.co/T1yYBu91ud",-1 +"Coronavirus Crisis: Global Stocks Crumble As More Countries Shut For Business +https://t.co/4sRc5bT90i",-1 +"Recovery Will Take A Long Time, Say Analysts After Markets Suffer 12% Weekly Loss +https://t.co/kdqXjzBEIc",-1 +"Hero, Fiat Shut Manufacturing Plants In View Of Coronavirus +https://t.co/0GkUqWaA0S",-1 +"Cabinet Approves Schemes To Boost Electronics Manufacturing +https://t.co/nWF2YDRBvH",1 +"Market Regulator Sebi Tightens Norms To Limit Volatility On Coronavirus +https://t.co/UcX5gayiBW",-1 +"As Coronavirus Derails Business, Banks Seek More Time For Bad Loan Classification +https://t.co/UwwupXgNyx",-1 +"Equity, Commodity Markets To Remain Open: Maharashtra Health Minister +https://t.co/ECcRy5RqMm",1 +"Sensex, Nifty Close Nearly 6% Higher After Four-Day Selloff +https://t.co/GW2Oi28KOq",1 +"Sensex ends 1,628 points higher at 29,916, Nifty reclaims 8,700 as markets gain nearly 6% after four-day selloff… https://t.co/6d9nbjZo5N",1 +"Sensex, Nifty Take Breather From Coronavirus-Fueled Selloff +https://t.co/CDJcBSP6JI",1 +"Sensex jumps over 750 points to cross 29,000 mark, Nifty touches 8,500; IT, energy stocks lead gains #Sensex #Nifty #MarketUpdates",1 +"Rupee Gains By 34 Paise To 74.78 Against Dollar +https://t.co/xZqS8syQJI",-1 +"Coronavirus Crisis: Fitch Lowers 2020-21 India Growth Forecast To 5.1% +https://t.co/EvQBt1DCZ8",-1 +"Sensex Rises Over 350 Points Amid Cautious Gains In Global Markets +https://t.co/UeXRpkzLFX",1 +"Sensex Opens 173 Points Higher Amid Cautious Gains In Global Markets +https://t.co/UeXRpkRn4x",1 +"Sensex opens 173 points higher at 28,461, Nifty at 8,284 as global markets post cautious gains amid coronavirus sca… https://t.co/qphiic53Gx",1 +"Wall Street Posts Cautious Gains After Steep Losses On Coronavirus +https://t.co/orRiqCQjeM",1 +"Sensex, Nifty Likely To Open Higher Amid Cautious Gains In Global Markets +https://t.co/GYBGZ7Nt46",1 +"Airline Industry Crisis Deepens As Coronavirus Pain Spreads +https://t.co/KoSTQD85pH",-1 +"Sensex, Nifty Extend Losses To Fourth Day In A Row Amid Coronavirus Scare +https://t.co/0ycaTIDnYQ",-1 +"Sensex ends 581 points lower, Nifty gives up 8,300 as markets extend losses to fourth day amid coronavirus scare… https://t.co/jlk5zc8pLS",-1 +"Gold Futures Rise To Hover Near Rs 39,800 Amid Coronavirus Fear +https://t.co/cZtPvSzATZ",1 +"Foreigners Turn Net Sellers Of Asian Bonds In February On Coronavirus Fears +https://t.co/aXHxvTUTb0",-1 +"Rupee Sheds 1% To Hit Record Low Of 74.99 Versus Dollar Amid Virus Fear: 10 Points +https://t.co/tQu0q8AV1C",-1 +"Gap-Down Opening For Sensex, Nifty As Coronavirus Continues To Batter Global Markets +https://t.co/yQ91f3XCNL",-1 +"Sensex opens 1,096 points lower at 27,773, Nifty at 8,063 as selloff in global markets continues on coronavirus sca… https://t.co/WlDRTfQF2R",-1 +"Sensex, Nifty Likely To Start Session Sharply Lower In Gap-Down Opening +https://t.co/rrH5C0GMs5",-1 +"RBI To Buy Government Bonds In Open Markets To Boost Liquidity +https://t.co/1Fly3Fg4D9",1 +"Banks Shelve Fundraising As Coronavirus Derails Markets: Report +https://t.co/xZdFkil2D2",-1 +"Sensex, Nifty Crash 15% In Three Trading Sessions On Coronavirus Fears +https://t.co/fp3yTuvQF6",-1 +"Gold Futures Drop Over 2% To Rs 39,354 Per 10 Grams +https://t.co/n7sMKLg41N",-1 +"Yes Bank Stock Set To Close Higher For Fourth Straight Session +https://t.co/g68PdWs9PN",1 +"Sensex, Nifty Turn Negative Amid Choppy Trade +https://t.co/LixWSV5w6b",-1 +"Sensex Opens 390 Points Higher, Nifty Starts Day At 9,088 As Global Markets Rebound +https://t.co/daKAxwn11K",1 +"Sensex opens 390 points higher at 30,969, Nifty at 9,088 as global markets rebound #Sensex #Nifty #MarketUpdates",1 +"US Shares Rebound 6% As Central Bank Boosts Liquidity To Fight Virus Effect +https://t.co/YJBOHsEma7",1 +"Sensex, Nifty Likely To Open On Positive Note Today +https://t.co/S9ZrtxeUpw",1 +"Global Stocks Shaky After Worst Crash Since 'Black Monday' +https://t.co/IXnhwIGm9p",-1 +"Will Not Sell Any Share In Yes Bank For Next 3 Years, Says SBI Chairman +https://t.co/X9JRhxWCrV",1 +"In past 3 days, more money came to Yes Bank compared to withdrawals as only one-third of customers withdrew Rs 50,0… https://t.co/sIaYn77tzE",1 +"Complete operational normalcy to be restored in Yes Bank from 6 pm on Wednesday, no worries about liquidity, says P… https://t.co/2w46VnhuNj",1 +"Sensex, Nifty Clock Cautious Gains As Coronavirus Pummels Global Markets +https://t.co/nEVgalMijs",1 +"Amazon To Hire 1,00,000 Workers As Online Orders Surge On Virus Worries +https://t.co/UsP4DVSWhD",1 +"Sensex Rises Over 400 Points, Nifty Touches 9,400 Amid Volatile Trade +https://t.co/VowCyqThcx",1 +"Sensex Falls Over 400 Points, Nifty Near 9,000 Amid Volatile Trade +https://t.co/VowCyqThcx",-1 +"Sensex opens 222 points higher, Nifty at 9,285; banking, metal, energy stocks lead gains #Sensex #Nifty #MarketUpdates",1 +"Crude Oil Price Jump By $1 A Barrel Amid Volatility +https://t.co/V3wZIlLidr",1 +"Coronavirus Scare: Amazon To Hire 1,00,000 Workers As Online Orders Surge +https://t.co/UsP4DVSWhD",1 +"Coronavirus Pandemic Can Affect Economic Activity In India: Shaktikanta Das +https://t.co/IFj95m4fIj https://t.co/1fPlFmTSoY",-1 +Coronavirus has affected global financial markets: RBI Governor Shaktikanta Das on pandemic,-1 +"Sensex ends 2,713 points lower, Nifty settles at 9,197 as markets drop 8% amid coronavirus scare #Sensex #Nifty #MarketUpdates",-1 +"Wholesale Inflation At 2.26% In February +https://t.co/3QxHfdjA7H",1 +Wholesale inflation eases to 2.26% in February from 3.1% in previous month,1 +"Weak Listing For SBI Cards; Shares Fall 12% At Debut +https://t.co/2P4SEFqZI3",-1 +"Sensex Falls Over 1,950 Points, Nifty Below 9,400 Amid Coronavirus Fears +https://t.co/RHwZ6W3bBX",-1 +"Sensex opens 1,000 points lower at 33,103, Nifty at 9,588 as coronavirus batters global markets #Sensex #Nifty #MarketUpdates",-1 +"Sensex, Nifty Likely To Open Sharply Lower Today; Yes Bank Shares In Focus +https://t.co/IvUq5azsrK",-1 +"Wall Street Jumps After Worst Day Since 1987 +https://t.co/TAaRrfaAx5",-1 +"February Trade Deficit At $9.85 Billion +https://t.co/kFpVciebDD",-1 +"Indian Stocks Rebound Sharply, But Suffer Worst Week Since 2009 +https://t.co/r5RNbKDRnL",-1 +"ICICI Bank To Invest Up To Rs 1,000 Crore In Crisis-Hit Yes Bank +https://t.co/aLpDGELNcX",1 +"4% Hike In Dearness Allowance For 48 Lakh Central Government Employees +https://t.co/mrz7hnaLCq",1 +"SBI to invest up to 49% equity in Yes Bank, other investors also being invited: Nirmala Sitharaman after Union Cabinet meeting",1 +"Sensex Closes 1,325 Points Higher After Hitting Lower Circuit +https://t.co/KG6FWK7kDW",1 +"Crude Oil Market Set For Record Surplus Amid Coronavirus-Led Demand Slump: Goldman Sachs +https://t.co/ZIy5kqur57",1 +"Sensex Recovers Over 5,000 Points From Day's Low As Trading Resumes After Halt +https://t.co/gzqnxsqw3j",1 +"Sensex soars over 1,600 points to reclaim 34,400 mark, Nifty crosses 10,000 as markets bounce back #Sensex #Nifty #MarketUpdates",1 +"""Sebi, Stock Exchanges Have Robust Risk Management Framework"": Read Regulator's Full Statement +https://t.co/MSawOL0lw8",1 +"Market Fall Significantly Lower Than Global Peers, Says Regulator Sebi +https://t.co/MIiLONrbbV",-1 +"Sensex, Nifty Trim Losses As Markets Resume Trading After 45-Minute Halt +https://t.co/R98oX7Bd5U",-1 +"Sensex rebounds 2,050 points from day’s low to touch 31,400, Nifty back above 9,000 as markets resume trading #Sensex #Nifty #MarketUpdates",1 +"Rupee Hits Record Low Of 74.50 Against Dollar Amid Coronavirus Scare +https://t.co/e86E0M8yQV",-1 +"Trading Stops For 45 Minutes As Markets Slide 10% Amid Global Selloff +https://t.co/I4qQQaYStv",-1 +"Sensex Opens 1,564 Points Lower, Nifty Starts Day At 9,108 +https://t.co/I4qQQaYStv",-1 +"Sensex opens 1,564 points lower at 31,214, Nifty starts day at 9,108 amid record fall in global markets over corona… https://t.co/mHWIZJWa8x",-1 +"Crude Oil Falls For Third Straight Day, Set For Worst Week Since 1991 +https://t.co/nuI9IPLpUb",-1 +"Worst Day For US Markets Since 1987 As Coronavirus Triggers Recession Fear +https://t.co/OnJPa6Pd3k",-1 +"Coronavirus Scare: Global Markets Suffer Record Meltdown As Global Virus Alarm Grows +https://t.co/dm2QDiuJZz",-1 +"Sensex, Nifty Set For Another Day Of Mayhem Amid Global Selloff, Coronavirus Fear +https://t.co/8mRLyuqWJu",-1 +"Wall Street Resumes Trading After 7% Slide Triggers Halt +https://t.co/iVYBmkQag7",1 +"US Markets Crash Again As Dow Plunges 1,700 Points In Early Trade +https://t.co/oLizZCixYO",-1 +"Tourist Industry Sees Crisis Looming From Coronavirus Visa Ban +https://t.co/lcOLAgUiTO",-1 +"Industrial Output Rises 2% In January +https://t.co/rmUQUI1HPd",1 +"Consumer Inflation Eases To 6.58% In February +https://t.co/LOjPNFJ30r",1 +"World Economy Powering Down Daily Makes Recession More Likely +https://t.co/1VOc7xbjQk",-1 +"Consumer Inflation At 6.58% In February +https://t.co/LOjPNFJ30r",1 +"Consumer inflation eases to 6.58% in February, from 7.59% in previous month",1 +"Indian Stocks Crash To Worst Day Since 2008 As Pandemic Fuels Growth Fears +https://t.co/IUUaVqggRI",-1 +"State Bank Of India To Buy Rs 7,250-Crore Yes Bank Shares +https://t.co/ch0ofBg0oS",1 +"Rupee Drops By 82 Paise To 74.50 Against Dollar As Coronavirus Spooks Markets +https://t.co/4Yx3iejiz1",-1 +"Nifty Slumps Below 10,000 As Markets Hit 30-Month Low Amid Global Selloff: 10 Things To Know +https://t.co/3mVYe3Xrco",-1 +"Sensex, Nifty Likely To Open Sharply Lower Amid Global Selloff Over Pandemic Coronavirus Fears +https://t.co/yrNK4EB5eO",-1 +"Coronavirus: Global Stocks Plunge After Donald Trump Announces Ban On Travel From Europe +https://t.co/GpNs8NZKTf",-1 +"Coronavirus Pandemic: Crude Oil Drops Nearly 4% As US Bans Travel From Europe +https://t.co/p2qQXuJRa2",-1 +"Sensex, Nifty End Volatile Session On A Flat Note +https://t.co/bCXcTD72dd",-1 +"Reliance Industries Surges 6%, Rebounds From Worst Fall In At Least 10 Years +https://t.co/cWKhXtJTgx",1 +"Sensex, Nifty Struggle To Stay Positive Amid Volatile Trade +https://t.co/0Jgj1Hwx50",-1 +"Sensex jumps over 300 points, Nifty touches 10,500 as markets recover early losses; Reliance Industries rises nearl… https://t.co/rY8iyzrRBW",1 +"Sensex Opens 166 Points Lower, Nifty Starts Day At 10,334; IT Stocks Worst Hit +https://t.co/DG7okJmK3K",-1 +"Sensex opens 166 points lower at 35,469, Nifty starts day below 10,350; IT stocks worst hit #Sensex #Nifty #MarketUpdates",-1 +"Sensex, Nifty Likely To Open Lower As Markets Resume Trading After Holiday +https://t.co/NwtpXVftK4",-1 +"Crude Oil Price Up Nearly 4%, Rises For Second Day Amid Hopes Of US Supply Cut +https://t.co/zXLzL7a8Th",1 +"Tata Steel Europe To Cut 1,250 Jobs In Turnaround Push +https://t.co/vmGe4aFWg1",-1 +"Foreign Investors Pull Out Rs 12,478 Crore From Stocks So Far In March, Set To Turn Net Sellers After 6 Months +https://t.co/Q9MOBwE8lc",-1 +"Foreigners Sell $9-Billion Asian Equities So Far In March Amid Coronavirus Fears +https://t.co/ABEBLoJ0FM",-1 +"Investors Lose Rs 6.84 Lakh Crore In Worst Day For Markets In Over Four Years +https://t.co/FpKijonvXE",-1 +"In the broader market, the 30-share BSE Sensex ended 986.11 points or 3.22 per cent higher at 31,588.72. + +https://t.co/yFad5E3LmN",1 +"#CoronavirusPandemic + +As bad as #China's economic dive is, the slump is even more perilous for the rest of #Asia.… https://t.co/PuRY8HSD1V",-1 +"#China #CoronavirusPandemic + +The economy was forced into a paralysis in late January as the epidemic that first st… https://t.co/hTTmHwr18k",-1 +"Reliance Industries raises Rs 8,500 crore using cheaper NCD funds; plans to replace high-cost rupee debt + +https://t.co/nopSBtIZqD",1 +"Goldman Sachs tells investors to go defensive amid share market slump, pick large-caps to beat virus +#sensex… https://t.co/QCVjebyKle",-1 +"#TCS #share price jumps 9% on no #layoffs, #dividend announcements; should you buy, sell or hold the stock https://t.co/ijDFJRDLOl",1 +"Industry body CII said #discoms are likely to suffer a net revenue loss of around Rs 30,000 crore + +https://t.co/8c6YJYJajL",-1 +"#Gold prices slip below Rs 46,000 as #investors book profits amid #coronavirus-led #recession fears https://t.co/fSylAJrUqv",-1 +Workers at Bajaj Auto have agreed to a 10% wage cut for the period between April 15 and till the lockdown is lifted. https://t.co/RgvrKPliNd,1 +"#Sharemarket LIVE: Sensex off day’s high, up 600 points, #Nifty tests 9,200, #TCS, private bank stocks lead +https://t.co/3xgtLroKUI",1 +"#Sensex, #Nifty climb off day's highs, still up 2%; Key factors driving D-Street higher today https://t.co/jVQcousFp6",1 diff --git a/stock_sentimental.ipynb b/stock_sentimental.ipynb new file mode 100644 index 0000000..746daff --- /dev/null +++ b/stock_sentimental.ipynb @@ -0,0 +1,389 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Text Sentiment\n", + "0 Kickers on my watchlist XIDE TIT SOQ PNK CPW B... 1\n", + "1 user: AAP MOVIE. 55% return for the FEA/GEED i... 1\n", + "2 user I'd be afraid to short AMZN - they are lo... 1\n", + "3 MNTA Over 12.00 1\n", + "4 OI Over 21.37 1\n", + "Text 0\n", + "Sentiment 0\n", + "dtype: int64\n", + "(4632, 34) (4632,)\n", + "(1159, 34) (1159,)\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from tensorflow.keras.preprocessing.text import Tokenizer\n", + "from tensorflow.keras.preprocessing.sequence import pad_sequences\n", + "\n", + "# Load dataset\n", + "data = pd.read_csv('Stock_data.csv')\n", + "\n", + "# Display first few rows of the dataset\n", + "print(data.head())\n", + "\n", + "# Check for missing values\n", + "print(data.isnull().sum())\n", + "\n", + "# Drop missing values if any\n", + "data = data.dropna()\n", + "\n", + "# Encode sentiment labels (assuming they are in a column named 'Sentiment')\n", + "le = LabelEncoder()\n", + "data['Sentiment'] = le.fit_transform(data['Sentiment'])\n", + "\n", + "# Split dataset into features and labels\n", + "X = data['Text']\n", + "y = data['Sentiment']\n", + "\n", + "# Split data into training and testing sets\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", + "\n", + "# Tokenization\n", + "tokenizer = Tokenizer(num_words=5000) # Consider top 5000 words\n", + "tokenizer.fit_on_texts(X_train)\n", + "\n", + "# Convert texts to sequences\n", + "X_train_seq = tokenizer.texts_to_sequences(X_train)\n", + "X_test_seq = tokenizer.texts_to_sequences(X_test)\n", + "\n", + "# Pad sequences to ensure uniform input size\n", + "max_length = max(len(x) for x in X_train_seq)\n", + "X_train_pad = pad_sequences(X_train_seq, maxlen=max_length, padding='post')\n", + "X_test_pad = pad_sequences(X_test_seq, maxlen=max_length, padding='post')\n", + "\n", + "# Display shapes of data\n", + "print(X_train_pad.shape, y_train.shape)\n", + "print(X_test_pad.shape, y_test.shape)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\sapni\\anaconda3\\lib\\site-packages\\keras\\src\\layers\\core\\embedding.py:90: UserWarning: Argument `input_length` is deprecated. Just remove it.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/html": [ + "
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+       "┃ Layer (type)                    ┃ Output Shape           ┃       Param # ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
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\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Embedding, LSTM, Dense, Dropout\n", + "\n", + "# Define LSTM model\n", + "model = Sequential()\n", + "model.add(Embedding(input_dim=5000, output_dim=128, input_length=max_length)) # Embedding layer\n", + "model.add(LSTM(128, return_sequences=True)) # LSTM layer\n", + "model.add(Dropout(0.5)) # Dropout to prevent overfitting\n", + "model.add(LSTM(64)) # Second LSTM layer\n", + "model.add(Dropout(0.5)) # Dropout\n", + "model.add(Dense(1, activation='sigmoid')) # Output layer for binary classification\n", + "\n", + "# Compile the model\n", + "model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n", + "\n", + "# Display model summary\n", + "model.summary()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "\u001b[1m58/58\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 67ms/step - accuracy: 0.6284 - loss: 0.6606 - val_accuracy: 0.6268 - val_loss: 0.6536\n", + "Epoch 2/10\n", + "\u001b[1m58/58\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 61ms/step - accuracy: 0.7146 - loss: 0.5622 - val_accuracy: 0.7745 - val_loss: 0.4920\n", + "Epoch 3/10\n", + "\u001b[1m58/58\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 75ms/step - accuracy: 0.8898 - loss: 0.3168 - val_accuracy: 0.7756 - val_loss: 0.4849\n", + "Epoch 4/10\n", + "\u001b[1m58/58\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 71ms/step - accuracy: 0.9278 - loss: 0.2154 - val_accuracy: 0.7433 - val_loss: 0.5643\n", + "Epoch 5/10\n", + "\u001b[1m58/58\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 71ms/step - accuracy: 0.9486 - loss: 0.1725 - val_accuracy: 0.7594 - val_loss: 0.6393\n", + "Epoch 6/10\n", + "\u001b[1m58/58\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 62ms/step - accuracy: 0.9671 - loss: 0.1213 - val_accuracy: 0.7530 - val_loss: 0.8493\n", + "Epoch 7/10\n", + "\u001b[1m58/58\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 62ms/step - accuracy: 0.9738 - loss: 0.0973 - val_accuracy: 0.7357 - val_loss: 1.0902\n", + "Epoch 8/10\n", + "\u001b[1m58/58\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 64ms/step - accuracy: 0.9737 - loss: 0.0950 - val_accuracy: 0.7357 - val_loss: 0.8958\n", + "Epoch 9/10\n", + "\u001b[1m58/58\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 68ms/step - accuracy: 0.9826 - loss: 0.0744 - val_accuracy: 0.7443 - val_loss: 0.9316\n", + "Epoch 10/10\n", + "\u001b[1m58/58\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 75ms/step - accuracy: 0.9851 - loss: 0.0689 - val_accuracy: 0.7303 - val_loss: 1.0088\n" + ] + } + ], + "source": [ + "# Train the model\n", + "history = model.fit(X_train_pad, y_train, epochs=10, batch_size=64, validation_split=0.2)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m37/37\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 12ms/step - accuracy: 0.7407 - loss: 0.9643\n", + "Test Accuracy: 74.63%\n" + ] + } + ], + "source": [ + "# Evaluate the model\n", + "loss, accuracy = model.evaluate(X_test_pad, y_test)\n", + "print(f'Test Accuracy: {accuracy * 100:.2f}%')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'tokenizer' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_10044\\3289756518.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 11\u001b[0m \u001b[1;31m# Example usage\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 12\u001b[0m \u001b[0mnew_text\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"The stock market is bad today.\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 13\u001b[1;33m \u001b[0mpredict_sentiment\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnew_text\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_10044\\3289756518.py\u001b[0m in \u001b[0;36mpredict_sentiment\u001b[1;34m(text)\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mpredict_sentiment\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtext\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0msequence\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtokenizer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtexts_to_sequences\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mtext\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[0mpadded\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpad_sequences\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msequence\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmaxlen\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmax_length\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpadding\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'post'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mprediction\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpadded\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;31m# Assuming binary classification: 0 for Negative, 1 for Positive\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'tokenizer' is not defined" + ] + } + ], + "source": [ + "def predict_sentiment(text):\n", + " sequence = tokenizer.texts_to_sequences([text])\n", + " padded = pad_sequences(sequence, maxlen=max_length, padding='post')\n", + " prediction = model.predict(padded)\n", + " # Assuming binary classification: 0 for Negative, 1 for Positive\n", + " if prediction[0] > 0.5:\n", + " print(\"Sentiment: Positive\")\n", + " else:\n", + " print(\"Sentiment: Negative\")\n", + "\n", + "# Example usage\n", + "new_text = \"The stock market is bad today.\"\n", + "predict_sentiment(new_text)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n" + ] + } + ], + "source": [ + "model.save('sentiment_model.h5')\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Text: \"The stock market is performing well today.\"\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n", + "Sentiment: Positive\n", + "Text: \"The stock market is performing bad today.\"\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n", + "Sentiment: Positive\n", + "Text: \"I'm very happy with the profits I've made.\"\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 59ms/step\n", + "Sentiment: Positive\n", + "Text: \"I'm disappointed with the losses this quarter.\"\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n", + "Sentiment: Negative\n", + "Text: \"It's a great time to invest in stocks!\"\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n", + "Sentiment: Positive\n" + ] + } + ], + "source": [ + "test_texts = [\n", + " \"The stock market is performing well today.\",\n", + " \"The stock market is performing bad today.\",\n", + " \"I'm very happy with the profits I've made.\",\n", + " \"I'm disappointed with the losses this quarter.\",\n", + " \"It's a great time to invest in stocks!\"\n", + " \n", + "]\n", + "\n", + "for text in test_texts:\n", + " print(f'Text: \"{text}\"')\n", + " predict_sentiment(text)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}