+
+ 
+
The first financial terminal that is free and fully open source. With over 600 commands, the terminal has access to equity, options, crypto, forex, macro economy, fixed income, alternative datasets, and more.
diff --git a/examples/README.md b/examples/README.md
index 7b40940b06e..9c3be4b3283 100644
--- a/examples/README.md
+++ b/examples/README.md
@@ -4,6 +4,15 @@ This folder is a collection of example notebooks that demonstrate some of the wa
## Table of Contents
+### googleColab
+
+This notebook installs the OpenBB Platform in a Google Colab environment with examples for:
+
+- Logging into OpenBB Hub
+- Setting the output preference
+- Fetching options and company fundamentals data
+- Creating bar chart visualizations
+
### findSymbols
This notebook provides an introduction to discovering, finding, and searching ticker symbols.
@@ -30,7 +39,6 @@ This set of examples introduces financial statements in the OpenBB Platform and
- Financial attributes
- Ratios and other metrics
-
### copperToGoldRatio
This notebook explains how to calculate and plot the Copper-to-Gold ratio.
diff --git a/examples/googleColab.ipynb b/examples/googleColab.ipynb
new file mode 100644
index 00000000000..8bc0c17f6d4
--- /dev/null
+++ b/examples/googleColab.ipynb
@@ -0,0 +1,2125 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "provenance": []
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ },
+ "widgets": {
+ "application/vnd.jupyter.widget-state+json": {
+ "fc6a4747cea243f4bac6a19c43264fec": {
+ "model_module": "@jupyter-widgets/controls",
+ "model_name": "DropdownModel",
+ "model_module_version": "1.5.0",
+ "state": {
+ "_dom_classes": [],
+ "_model_module": "@jupyter-widgets/controls",
+ "_model_module_version": "1.5.0",
+ "_model_name": "DropdownModel",
+ "_options_labels": [
+ "Total Open Interest",
+ "Call Open Interest",
+ "Put Open Interest",
+ "Total Volume",
+ "Call Volume",
+ "Put Volume"
+ ],
+ "_view_count": null,
+ "_view_module": "@jupyter-widgets/controls",
+ "_view_module_version": "1.5.0",
+ "_view_name": "DropdownView",
+ "description": "",
+ "description_tooltip": null,
+ "disabled": false,
+ "index": 0,
+ "layout": "IPY_MODEL_bf10b4a3831f4e6595398f2d62a0f7b2",
+ "style": "IPY_MODEL_6095af63918f4075a891fc950c9790d3"
+ }
+ },
+ "bf10b4a3831f4e6595398f2d62a0f7b2": {
+ "model_module": "@jupyter-widgets/base",
+ "model_name": "LayoutModel",
+ "model_module_version": "1.2.0",
+ "state": {
+ "_model_module": "@jupyter-widgets/base",
+ "_model_module_version": "1.2.0",
+ "_model_name": "LayoutModel",
+ "_view_count": null,
+ "_view_module": "@jupyter-widgets/base",
+ "_view_module_version": "1.2.0",
+ "_view_name": "LayoutView",
+ "align_content": null,
+ "align_items": null,
+ "align_self": null,
+ "border": null,
+ "bottom": null,
+ "display": null,
+ "flex": null,
+ "flex_flow": null,
+ "grid_area": null,
+ "grid_auto_columns": null,
+ "grid_auto_flow": null,
+ "grid_auto_rows": null,
+ "grid_column": null,
+ "grid_gap": null,
+ "grid_row": null,
+ "grid_template_areas": null,
+ "grid_template_columns": null,
+ "grid_template_rows": null,
+ "height": null,
+ "justify_content": null,
+ "justify_items": null,
+ "left": null,
+ "margin": null,
+ "max_height": null,
+ "max_width": null,
+ "min_height": null,
+ "min_width": null,
+ "object_fit": null,
+ "object_position": null,
+ "order": null,
+ "overflow": null,
+ "overflow_x": null,
+ "overflow_y": null,
+ "padding": null,
+ "right": null,
+ "top": null,
+ "visibility": null,
+ "width": null
+ }
+ },
+ "6095af63918f4075a891fc950c9790d3": {
+ "model_module": "@jupyter-widgets/controls",
+ "model_name": "DescriptionStyleModel",
+ "model_module_version": "1.5.0",
+ "state": {
+ "_model_module": "@jupyter-widgets/controls",
+ "_model_module_version": "1.5.0",
+ "_model_name": "DescriptionStyleModel",
+ "_view_count": null,
+ "_view_module": "@jupyter-widgets/base",
+ "_view_module_version": "1.2.0",
+ "_view_name": "StyleView",
+ "description_width": ""
+ }
+ }
+ }
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# Installing the OpenBB Platform in Google Colab\n",
+ "\n",
+ "This notebook will install the OpenBB Platform, fetch some data and prepare it for display as a bar chart.\n",
+ "\n",
+ "Sign up for a free account here: https://my.openbb.co"
+ ],
+ "metadata": {
+ "id": "xIOXTKkqBReO"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "xvU65bhqKNns"
+ },
+ "outputs": [],
+ "source": [
+ "# Install the OpenBB Platform with all available extensions.\n",
+ "# Messages indicating package version conflicts at the end of installation can be safely ignored.\n",
+ "\n",
+ "!pip install openbb[all]\n",
+ "\n",
+ "# There is also a nightly distribution available, openbb-nightly"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Before running this cell, restart the runtime by selecting, \"Restart runtime\", from the \"Runtime\" menu.\n",
+ "\n",
+ "# Import statements - for many scenarios, the only import needed will be `from openbb import obb`\n",
+ "from typing import Literal\n",
+ "from IPython.display import display\n",
+ "from IPython.display import clear_output\n",
+ "import ipywidgets as widgets\n",
+ "import pandas as pd\n",
+ "import pandas_ta as ta\n",
+ "from datetime import datetime\n",
+ "from plotly import graph_objects as go\n",
+ "\n",
+ "from openbb import obb"
+ ],
+ "metadata": {
+ "id": "_69FIu9YKRhI"
+ },
+ "execution_count": 98,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Login to OpenBB Hub to retrieve stored API keys.\n",
+ "# https://my.openbb.co/app/platform/pat\n",
+ "# https://my.openbb.co/app/platform/api-keys\n",
+ "\n",
+ "obb.account.login(pat=\"replace with your PAT\")\n",
+ "\n",
+ "# This is not required"
+ ],
+ "metadata": {
+ "id": "1OLsZHDYMBSS"
+ },
+ "execution_count": 3,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Verify that the credentials from Hub were loaded successfully.\n",
+ "\n",
+ "obb.user.credentials"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "gJ7FwTC6MTzv",
+ "outputId": "b9d4e888-7f3f-4756-b1a4-ae438e61c2b5"
+ },
+ "execution_count": 4,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "Credentials\n",
+ "\n",
+ "alpha_vantage_api_key: **********\n",
+ "benzinga_api_key: None\n",
+ "biztoc_api_key: None\n",
+ "fmp_api_key: **********\n",
+ "fred_api_key: **********\n",
+ "intrinio_api_key: **********\n",
+ "nasdaq_api_key: **********\n",
+ "polygon_api_key: **********\n",
+ "tiingo_token: None\n",
+ "tradingeconomics_api_key: None"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 4
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Set the output preference, if desired. The examples below use Pandas DataFrames.\n",
+ "\n",
+ "obb.user.preferences.output_type = \"dataframe\""
+ ],
+ "metadata": {
+ "id": "27JtqRAQ2HTb"
+ },
+ "execution_count": 67,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Get Some Data\n",
+ "symbol = \"SPY\"\n",
+ "\n",
+ "options = obb.derivatives.options.chains(symbol, provider=\"cboe\")\n",
+ "\n",
+ "options"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 444
+ },
+ "id": "GWI_60zD3M3l",
+ "outputId": "47338fab-8ab5-467f-c26e-44148c848c63"
+ },
+ "execution_count": 88,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " contract_symbol expiration strike option_type volume open \\\n",
+ "0 SPY231130C00387000 2023-11-30 387.0 call 7.0 67.60 \n",
+ "1 SPY231130P00387000 2023-11-30 387.0 put 2.0 0.01 \n",
+ "2 SPY231130C00388000 2023-11-30 388.0 call 1.0 66.47 \n",
+ "3 SPY231130P00388000 2023-11-30 388.0 put 1.0 0.01 \n",
+ "4 SPY231130C00389000 2023-11-30 389.0 call 0.0 0.00 \n",
+ "... ... ... ... ... ... ... \n",
+ "8215 SPY260116P00670000 2026-01-16 670.0 put 0.0 0.00 \n",
+ "8216 SPY260116C00675000 2026-01-16 675.0 call 0.0 0.00 \n",
+ "8217 SPY260116P00675000 2026-01-16 675.0 put 0.0 0.00 \n",
+ "8218 SPY260116C00680000 2026-01-16 680.0 call 0.0 0.00 \n",
+ "8219 SPY260116P00680000 2026-01-16 680.0 put 0.0 0.00 \n",
+ "\n",
+ " open_interest high low implied_volatility ... last_trade_price \\\n",
+ "0 5.0 67.60 66.55 0.0000 ... 66.55 \n",
+ "1 290.0 0.01 0.01 0.0000 ... 0.01 \n",
+ "2 0.0 66.47 66.47 0.0000 ... 66.47 \n",
+ "3 1.0 0.01 0.01 0.0000 ... 0.01 \n",
+ "4 0.0 0.00 0.00 0.0000 ... 0.00 \n",
+ "... ... ... ... ... ... ... \n",
+ "8215 0.0 0.00 0.00 0.2367 ... 216.04 \n",
+ "8216 0.0 0.00 0.00 0.1387 ... 0.00 \n",
+ "8217 0.0 0.00 0.00 0.2385 ... 0.00 \n",
+ "8218 0.0 0.00 0.00 0.1411 ... 0.00 \n",
+ "8219 0.0 0.00 0.00 0.2432 ... 223.91 \n",
+ "\n",
+ " tick prev_close change change_percent rho \\\n",
+ "0 down 67.69 -1.135 -1.68 0.0003 \n",
+ "1 no_change 0.00 0.005 100.00 0.0000 \n",
+ "2 down 66.68 -0.210 -0.31 0.0003 \n",
+ "3 no_change 0.00 0.005 100.00 0.0000 \n",
+ "4 no_change 65.69 0.000 0.00 0.0003 \n",
+ "... ... ... ... ... ... \n",
+ "8215 down 215.44 0.000 0.00 -0.3427 \n",
+ "8216 no_change 2.50 0.000 0.00 0.4385 \n",
+ "8217 no_change 220.50 0.000 0.00 -0.3453 \n",
+ "8218 no_change 2.50 0.000 0.00 0.4078 \n",
+ "8219 down 225.50 0.000 0.00 -0.3478 \n",
+ "\n",
+ " last_trade_timestamp dte bid ask \n",
+ "0 2023-11-30 12:27:59 -1 67.77 70.67 \n",
+ "1 2023-11-30 09:30:12 -1 0.00 0.01 \n",
+ "2 2023-11-30 09:42:00 -1 67.56 68.77 \n",
+ "3 2023-11-30 10:16:04 -1 0.00 0.01 \n",
+ "4 NaT -1 65.77 68.67 \n",
+ "... ... ... ... ... \n",
+ "8215 2023-11-20 12:31:47 777 211.56 216.50 \n",
+ "8216 NaT 777 0.00 5.00 \n",
+ "8217 NaT 777 216.50 221.50 \n",
+ "8218 NaT 777 0.00 5.00 \n",
+ "8219 2023-11-27 14:07:53 777 221.50 226.50 \n",
+ "\n",
+ "[8220 rows x 27 columns]"
+ ],
+ "text/html": [
+ "\n",
+ " | \n", + " | contract_symbol | \n", + "expiration | \n", + "strike | \n", + "option_type | \n", + "volume | \n", + "open | \n", + "open_interest | \n", + "high | \n", + "low | \n", + "implied_volatility | \n", + "... | \n", + "last_trade_price | \n", + "tick | \n", + "prev_close | \n", + "change | \n", + "change_percent | \n", + "rho | \n", + "last_trade_timestamp | \n", + "dte | \n", + "bid | \n", + "ask | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "SPY231130C00387000 | \n", + "2023-11-30 | \n", + "387.0 | \n", + "call | \n", + "7.0 | \n", + "67.60 | \n", + "5.0 | \n", + "67.60 | \n", + "66.55 | \n", + "0.0000 | \n", + "... | \n", + "66.55 | \n", + "down | \n", + "67.69 | \n", + "-1.135 | \n", + "-1.68 | \n", + "0.0003 | \n", + "2023-11-30 12:27:59 | \n", + "-1 | \n", + "67.77 | \n", + "70.67 | \n", + "
| 1 | \n", + "SPY231130P00387000 | \n", + "2023-11-30 | \n", + "387.0 | \n", + "put | \n", + "2.0 | \n", + "0.01 | \n", + "290.0 | \n", + "0.01 | \n", + "0.01 | \n", + "0.0000 | \n", + "... | \n", + "0.01 | \n", + "no_change | \n", + "0.00 | \n", + "0.005 | \n", + "100.00 | \n", + "0.0000 | \n", + "2023-11-30 09:30:12 | \n", + "-1 | \n", + "0.00 | \n", + "0.01 | \n", + "
| 2 | \n", + "SPY231130C00388000 | \n", + "2023-11-30 | \n", + "388.0 | \n", + "call | \n", + "1.0 | \n", + "66.47 | \n", + "0.0 | \n", + "66.47 | \n", + "66.47 | \n", + "0.0000 | \n", + "... | \n", + "66.47 | \n", + "down | \n", + "66.68 | \n", + "-0.210 | \n", + "-0.31 | \n", + "0.0003 | \n", + "2023-11-30 09:42:00 | \n", + "-1 | \n", + "67.56 | \n", + "68.77 | \n", + "
| 3 | \n", + "SPY231130P00388000 | \n", + "2023-11-30 | \n", + "388.0 | \n", + "put | \n", + "1.0 | \n", + "0.01 | \n", + "1.0 | \n", + "0.01 | \n", + "0.01 | \n", + "0.0000 | \n", + "... | \n", + "0.01 | \n", + "no_change | \n", + "0.00 | \n", + "0.005 | \n", + "100.00 | \n", + "0.0000 | \n", + "2023-11-30 10:16:04 | \n", + "-1 | \n", + "0.00 | \n", + "0.01 | \n", + "
| 4 | \n", + "SPY231130C00389000 | \n", + "2023-11-30 | \n", + "389.0 | \n", + "call | \n", + "0.0 | \n", + "0.00 | \n", + "0.0 | \n", + "0.00 | \n", + "0.00 | \n", + "0.0000 | \n", + "... | \n", + "0.00 | \n", + "no_change | \n", + "65.69 | \n", + "0.000 | \n", + "0.00 | \n", + "0.0003 | \n", + "NaT | \n", + "-1 | \n", + "65.77 | \n", + "68.67 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 8215 | \n", + "SPY260116P00670000 | \n", + "2026-01-16 | \n", + "670.0 | \n", + "put | \n", + "0.0 | \n", + "0.00 | \n", + "0.0 | \n", + "0.00 | \n", + "0.00 | \n", + "0.2367 | \n", + "... | \n", + "216.04 | \n", + "down | \n", + "215.44 | \n", + "0.000 | \n", + "0.00 | \n", + "-0.3427 | \n", + "2023-11-20 12:31:47 | \n", + "777 | \n", + "211.56 | \n", + "216.50 | \n", + "
| 8216 | \n", + "SPY260116C00675000 | \n", + "2026-01-16 | \n", + "675.0 | \n", + "call | \n", + "0.0 | \n", + "0.00 | \n", + "0.0 | \n", + "0.00 | \n", + "0.00 | \n", + "0.1387 | \n", + "... | \n", + "0.00 | \n", + "no_change | \n", + "2.50 | \n", + "0.000 | \n", + "0.00 | \n", + "0.4385 | \n", + "NaT | \n", + "777 | \n", + "0.00 | \n", + "5.00 | \n", + "
| 8217 | \n", + "SPY260116P00675000 | \n", + "2026-01-16 | \n", + "675.0 | \n", + "put | \n", + "0.0 | \n", + "0.00 | \n", + "0.0 | \n", + "0.00 | \n", + "0.00 | \n", + "0.2385 | \n", + "... | \n", + "0.00 | \n", + "no_change | \n", + "220.50 | \n", + "0.000 | \n", + "0.00 | \n", + "-0.3453 | \n", + "NaT | \n", + "777 | \n", + "216.50 | \n", + "221.50 | \n", + "
| 8218 | \n", + "SPY260116C00680000 | \n", + "2026-01-16 | \n", + "680.0 | \n", + "call | \n", + "0.0 | \n", + "0.00 | \n", + "0.0 | \n", + "0.00 | \n", + "0.00 | \n", + "0.1411 | \n", + "... | \n", + "0.00 | \n", + "no_change | \n", + "2.50 | \n", + "0.000 | \n", + "0.00 | \n", + "0.4078 | \n", + "NaT | \n", + "777 | \n", + "0.00 | \n", + "5.00 | \n", + "
| 8219 | \n", + "SPY260116P00680000 | \n", + "2026-01-16 | \n", + "680.0 | \n", + "put | \n", + "0.0 | \n", + "0.00 | \n", + "0.0 | \n", + "0.00 | \n", + "0.00 | \n", + "0.2432 | \n", + "... | \n", + "223.91 | \n", + "down | \n", + "225.50 | \n", + "0.000 | \n", + "0.00 | \n", + "-0.3478 | \n", + "2023-11-27 14:07:53 | \n", + "777 | \n", + "221.50 | \n", + "226.50 | \n", + "
8220 rows × 27 columns
\n", + "| \n", + " | Total Open Interest | \n", + "Call Open Interest | \n", + "Put Open Interest | \n", + "Total Volume | \n", + "Call Volume | \n", + "Put Volume | \n", + "
|---|---|---|---|---|---|---|
| strike | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| 120.0 | \n", + "22821.0 | \n", + "74.0 | \n", + "22747.0 | \n", + "78.0 | \n", + "0.0 | \n", + "78.0 | \n", + "
| 130.0 | \n", + "1506.0 | \n", + "19.0 | \n", + "1487.0 | \n", + "61.0 | \n", + "0.0 | \n", + "61.0 | \n", + "
| 140.0 | \n", + "488.0 | \n", + "2.0 | \n", + "486.0 | \n", + "1.0 | \n", + "0.0 | \n", + "1.0 | \n", + "
| 150.0 | \n", + "72684.0 | \n", + "2072.0 | \n", + "70612.0 | \n", + "65.0 | \n", + "4.0 | \n", + "61.0 | \n", + "
| 155.0 | \n", + "12298.0 | \n", + "18.0 | \n", + "12280.0 | \n", + "21.0 | \n", + "1.0 | \n", + "20.0 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 700.0 | \n", + "24945.0 | \n", + "24835.0 | \n", + "110.0 | \n", + "2.0 | \n", + "2.0 | \n", + "0.0 | \n", + "
| 705.0 | \n", + "478.0 | \n", + "478.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
| 710.0 | \n", + "1511.0 | \n", + "1511.0 | \n", + "0.0 | \n", + "3.0 | \n", + "1.0 | \n", + "2.0 | \n", + "
| 715.0 | \n", + "981.0 | \n", + "981.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
| 720.0 | \n", + "102823.0 | \n", + "102821.0 | \n", + "2.0 | \n", + "36.0 | \n", + "36.0 | \n", + "0.0 | \n", + "
272 rows × 6 columns
\n", + "| \n", + " | symbol | \n", + "period | \n", + "current_ratio | \n", + "quick_ratio | \n", + "cash_ratio | \n", + "days_of_sales_outstanding | \n", + "days_of_inventory_outstanding | \n", + "operating_cycle | \n", + "days_of_payables_outstanding | \n", + "cash_conversion_cycle | \n", + "... | \n", + "price_earnings_ratio | \n", + "price_to_free_cash_flows_ratio | \n", + "price_to_operating_cash_flows_ratio | \n", + "price_cash_flow_ratio | \n", + "price_earnings_to_growth_ratio | \n", + "price_sales_ratio | \n", + "dividend_yield | \n", + "enterprise_value_multiple | \n", + "price_fair_value | \n", + "calendarYear | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| 1998-12-26 | \n", + "AAPL | \n", + "Q1 | \n", + "2.605795 | \n", + "2.352426 | \n", + "0.822776 | \n", + "48.052632 | \n", + "1.832248 | \n", + "49.884879 | \n", + "48.004886 | \n", + "1.879993 | \n", + "... | \n", + "8.732568 | \n", + "24.355053 | \n", + "23.808976 | \n", + "23.808976 | \n", + "0.203760 | \n", + "3.104913 | \n", + "0.000000 | \n", + "28.650009 | \n", + "2.760999 | \n", + "1999 | \n", + "
| 1999-03-27 | \n", + "AAPL | \n", + "Q2 | \n", + "2.650259 | \n", + "2.413212 | \n", + "0.879534 | \n", + "47.294118 | \n", + "1.437445 | \n", + "48.731562 | \n", + "63.167702 | \n", + "-14.436140 | \n", + "... | \n", + "8.397059 | \n", + "18.137648 | \n", + "16.856551 | \n", + "16.856551 | \n", + "-0.699755 | \n", + "2.963668 | \n", + "0.000000 | \n", + "62.597153 | \n", + "2.084787 | \n", + "1999 | \n", + "
| 1999-06-26 | \n", + "AAPL | \n", + "Q3 | \n", + "2.792723 | \n", + "2.600390 | \n", + "1.152047 | \n", + "51.758665 | \n", + "0.557029 | \n", + "52.315694 | \n", + "63.023873 | \n", + "-10.708179 | \n", + "... | \n", + "7.484225 | \n", + "75.027047 | \n", + "69.058986 | \n", + "69.058986 | \n", + "0.178003 | \n", + "3.900636 | \n", + "0.000000 | \n", + "209.281398 | \n", + "2.046192 | \n", + "1999 | \n", + "
| 1999-09-25 | \n", + "AAPL | \n", + "Q4 | \n", + "2.766301 | \n", + "2.522272 | \n", + "0.856036 | \n", + "45.875749 | \n", + "1.890756 | \n", + "47.766505 | \n", + "76.764706 | \n", + "-28.998201 | \n", + "... | \n", + "23.552897 | \n", + "51.769733 | \n", + "47.970120 | \n", + "47.970120 | \n", + "-0.467319 | \n", + "7.827460 | \n", + "0.000000 | \n", + "70.913430 | \n", + "3.369035 | \n", + "1999 | \n", + "
| 2000-01-01 | \n", + "AAPL | \n", + "Q1 | \n", + "2.498219 | \n", + "2.316539 | \n", + "0.807125 | \n", + "34.263764 | \n", + "0.777650 | \n", + "35.041414 | \n", + "60.864055 | \n", + "-25.822641 | \n", + "... | \n", + "22.618570 | \n", + "49.423264 | \n", + "44.388186 | \n", + "44.388186 | \n", + "0.350588 | \n", + "7.066493 | \n", + "0.000000 | \n", + "58.063853 | \n", + "3.750973 | \n", + "2000 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 2022-09-24 | \n", + "AAPL | \n", + "Q4 | \n", + "0.879356 | \n", + "0.709408 | \n", + "0.153563 | \n", + "60.833315 | \n", + "8.551997 | \n", + "69.385312 | \n", + "110.859542 | \n", + "-41.474230 | \n", + "... | \n", + "29.094281 | \n", + "115.723695 | \n", + "99.948206 | \n", + "99.948206 | \n", + "3.879237 | \n", + "26.750498 | \n", + "0.001536 | \n", + "90.344514 | \n", + "47.589406 | \n", + "2022 | \n", + "
| 2022-12-31 | \n", + "AAPL | \n", + "Q1 | \n", + "0.938020 | \n", + "0.768724 | \n", + "0.149578 | \n", + "41.622138 | \n", + "9.185598 | \n", + "50.807736 | \n", + "78.007542 | \n", + "-27.199806 | \n", + "... | \n", + "17.208993 | \n", + "68.334817 | \n", + "60.724643 | \n", + "60.724643 | \n", + "0.369993 | \n", + "17.625873 | \n", + "0.001825 | \n", + "55.366190 | \n", + "36.401387 | \n", + "2023 | \n", + "
| 2023-04-01 | \n", + "AAPL | \n", + "Q2 | \n", + "0.940354 | \n", + "0.764281 | \n", + "0.205597 | \n", + "34.068392 | \n", + "12.738933 | \n", + "46.807325 | \n", + "73.118615 | \n", + "-26.311290 | \n", + "... | \n", + "26.938138 | \n", + "101.516990 | \n", + "91.152020 | \n", + "91.152020 | \n", + "-1.414252 | \n", + "27.450564 | \n", + "0.001402 | \n", + "86.117046 | \n", + "41.882005 | \n", + "2023 | \n", + "
| 2023-07-01 | \n", + "AAPL | \n", + "Q3 | \n", + "0.981563 | \n", + "0.813585 | \n", + "0.227331 | \n", + "43.115762 | \n", + "14.577604 | \n", + "57.693367 | \n", + "92.607747 | \n", + "-34.914381 | \n", + "... | \n", + "38.288645 | \n", + "125.370206 | \n", + "115.423282 | \n", + "115.423282 | \n", + "-2.253139 | \n", + "37.224668 | \n", + "0.001264 | \n", + "135.913479 | \n", + "50.517075 | \n", + "2023 | \n", + "
| 2023-09-30 | \n", + "AAPL | \n", + "Q4 | \n", + "0.988012 | \n", + "0.843312 | \n", + "0.206217 | \n", + "61.327069 | \n", + "11.611542 | \n", + "72.938611 | \n", + "114.833405 | \n", + "-41.894793 | \n", + "... | \n", + "29.085850 | \n", + "137.421101 | \n", + "123.658630 | \n", + "123.658630 | \n", + "1.846951 | \n", + "29.841774 | \n", + "0.001407 | \n", + "92.900618 | \n", + "42.975881 | \n", + "2023 | \n", + "
100 rows × 57 columns
\n", + "