Correlation Dashboard (#1171)

* Added interval

* cleaned code

* Updated labels

* Finish correlation

* Ran black

* Theo changes

* Updated pre-commit

* Uncommented line

* Uncommented line

* Fixed pylint

* James' fix

.pre-commit-config.yaml

@@ -30,6 +30,14 @@ repos:
       - id: mypy
         args: ['--ignore-missing-imports', '--exclude=/setup\.py$']
         additional_dependencies: [types-all]
+
+  - repo: https://github.com/roy-ht/pre-commit-jupyter
+    rev: v1.2.1
+    hooks:
+      - id: jupyter-notebook-cleanup
+        args:
+          - --remove-kernel-metadata
+          - --pin-patterns
   - repo: local
     hooks:
        - id: pylint

gamestonk_terminal/cryptocurrency/pycoingecko_helpers.py

@@ -90,7 +90,6 @@ def _retry_session(
         connect=retries,
         status_forcelist=[500, 502, 503, 504],
         backoff_factor=backoff_factor,
-        method_whitelist=False,
     )
     adapter = HTTPAdapter(max_retries=retry)
     session.mount(url, adapter)

gamestonk_terminal/jupyter/dashboards/correlation.ipynb

@@ -0,0 +1,191 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e9ad60bc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "from datetime import datetime, timedelta\n",
+    "import ipywidgets as widgets\n",
+    "import plotly.graph_objs as go\n",
+    "import yfinance as yf\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "from IPython.display import display\n",
+    "last_tickers = \"\"\n",
+    "last_interval = \"id\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "f8c2f65c",
+   "metadata": {
+    "tags": [
+     "parameters"
+    ]
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "b04756fa0e644b34bf4362a4489091eb",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "VBox(children=(HTML(value='<h1>Correlation Analysis Dashboard</h1>'), HBox(children=(VBox(children=(Textarea(v…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def view_chart(data, start, end, interval, tickers):\n",
+    "    global last_tickers, df, last_interval\n",
+    "    # set_interval_opts(interval_widget,start,end)\n",
+    "    if tickers and tickers[-1] == \",\":\n",
+    "        if tickers != last_tickers or interval != last_interval:\n",
+    "            if interval in [\"1d\", \"5d\", \"1wk\", \"1mo\", \"3mo\"]:\n",
+    "                df = yf.download(\n",
+    "                    tickers, period=\"max\", interval=interval, progress=False\n",
+    "                )\n",
+    "            else:\n",
+    "                df = yf.download(\n",
+    "                    tickers, start=start, end=end, interval=interval, progress=False\n",
+    "                )\n",
+    "            last_tickers = tickers\n",
+    "\n",
+    "        start_n = datetime(start.year, start.month, start.day)\n",
+    "        end_n = datetime(end.year, end.month, end.day)\n",
+    "\n",
+    "        df = df[data]\n",
+    "\n",
+    "        if not isinstance(df, pd.Series):\n",
+    "            if interval in [\"1d\", \"5d\", \"1wk\", \"1mo\", \"3mo\"]:\n",
+    "                result = df.loc[(df.index >= start_n) & (df.index <= end_n)].corr()\n",
+    "            else:\n",
+    "                result = df.corr()\n",
+    "\n",
+    "            base = [\n",
+    "                [\n",
+    "                    \"black\" if x == 1 else \"lightgreen\" if x > 0 else \"lightpink\"\n",
+    "                    for x in result[y].tolist()\n",
+    "                ]\n",
+    "                for y in result.columns\n",
+    "            ]\n",
+    "            base = [[\"lightgray\" for _ in range(result.shape[0])]] + base\n",
+    "            result = result.reset_index()\n",
+    "            result.rename(columns={\"index\": \"\"}, inplace=True)\n",
+    "\n",
+    "            fig = go.Figure(\n",
+    "                data=[\n",
+    "                    go.Table(\n",
+    "                        header=dict(\n",
+    "                            values=list(result.columns),\n",
+    "                            fill_color=\"lightgray\",\n",
+    "                            font=dict(color=\"black\"),\n",
+    "                            align=\"left\",\n",
+    "                        ),\n",
+    "                        cells=dict(\n",
+    "                            values=[result[x] for x in result.columns],\n",
+    "                            fill_color=base,\n",
+    "                            format=[\"\"] + [\".2f\" for _ in range(len(df.columns) - 1)],\n",
+    "                            font=dict(color=\"black\"),\n",
+    "                            align=\"left\",\n",
+    "                        ),\n",
+    "                    )\n",
+    "                ]\n",
+    "            )\n",
+    "            if os.environ.get(\"SERVER_SOFTWARE\", \"jupyter\").startswith(\"voila\"):\n",
+    "                fig.show(config={\"showTips\": False}, renderer=\"notebook\")\n",
+    "            else:\n",
+    "                fig.show(config={\"showTips\": False})\n",
+    "\n",
+    "\n",
+    "w_auto = widgets.Layout(width=\"auto\")\n",
+    "data_opts = [\"Open\", \"Close\", \"High\", \"Low\", \"Volume\"]\n",
+    "data_widget = widgets.Dropdown(options=data_opts, value=\"Close\", layout=w_auto)\n",
+    "\n",
+    "base_date = (datetime.today() - timedelta(days=365)).date()\n",
+    "start_widget = widgets.DatePicker(value=base_date, layout=w_auto)\n",
+    "end_widget = widgets.DatePicker(value=datetime.today().date(), layout=w_auto)\n",
+    "interval_opts = [\n",
+    "    \"1m\",\n",
+    "    \"2m\",\n",
+    "    \"5m\",\n",
+    "    \"15m\",\n",
+    "    \"30m\",\n",
+    "    \"60m\",\n",
+    "    \"90m\",\n",
+    "    \"1h\",\n",
+    "    \"1d\",\n",
+    "    \"5d\",\n",
+    "    \"1wk\",\n",
+    "    \"1mo\",\n",
+    "    \"3mo\",\n",
+    "]\n",
+    "interval_widget = widgets.Dropdown(options=interval_opts, value=\"1d\", layout=w_auto)\n",
+    "tickers_widget = widgets.Textarea(value=\"TSLA,AAPL,\", layout=w_auto)\n",
+    "\n",
+    "data_box = widgets.VBox([tickers_widget, data_widget])\n",
+    "date_box = widgets.VBox([start_widget, end_widget, interval_widget])\n",
+    "controls = widgets.HBox([data_box, date_box], layout=widgets.Layout(width=\"60%\"))\n",
+    "\n",
+    "stocks_view = widgets.interactive_output(\n",
+    "    view_chart,\n",
+    "    {\n",
+    "        \"data\": data_widget,\n",
+    "        \"start\": start_widget,\n",
+    "        \"end\": end_widget,\n",
+    "        \"interval\": interval_widget,\n",
+    "        \"tickers\": tickers_widget,\n",
+    "    },\n",
+    ")\n",
+    "\n",
+    "title_html = \"<h1>Correlation Analysis Dashboard</h1>\"\n",
+    "warning_html = (\n",
+    "    '<p style=\"color:red\"=>You MUST use a comma after EVERY stock you type in.</p>'\n",
+    ")\n",
+    "app_contents = [\n",
+    "    widgets.HTML(title_html),\n",
+    "    controls,\n",
+    "    widgets.HTML(warning_html),\n",
+    "    stocks_view,\n",
+    "]\n",
+    "app = widgets.VBox(app_contents)\n",
+    "display(app)"
+   ]
+  }
+ ],
+ "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": "3.9.7"
+  },
+  "metadata": {
+   "interpreter": {
+    "hash": "e896a00ead8b521528d79ac9ef24990696f2b751eb283ab8e0d078c9c4971ffc"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

gamestonk_terminal/jupyter/dashboards/dashboards_controller.py

@@ -1,6 +1,7 @@
 """Dashboards Module"""
 __docformat__ = "numpy"
 
+import os
 import argparse
 import subprocess
 from typing import List
@@ -21,9 +22,7 @@ from gamestonk_terminal.menu import session
 class DashboardsController(BaseController):
     """Dashboards Controller class"""
 
-    CHOICES_COMMANDS = [
-        "stocks",
-    ]
+    CHOICES_COMMANDS = ["stocks", "correlation"]
 
     def __init__(self, queue: List[str] = None):
         """Constructor"""
@@ -37,49 +36,62 @@ class DashboardsController(BaseController):
         """Print help"""
         help_str = """
    stocks        interactive dashboard with ticker information
+   correlation   interactive dashboard with correlation information
         """
         print(help_str)
 
     def call_stocks(self, other_args: List[str]):
         """Process stocks command"""
-        parser = argparse.ArgumentParser(
-            add_help=False,
-            formatter_class=argparse.ArgumentDefaultsHelpFormatter,
-            prog="stocks",
-            description="""Shows an interactive stock dashboard""",
-        )
-        parser.add_argument(
-            "-j",
-            "--jupyter",
-            action="store_true",
-            default=False,
-            dest="jupyter",
-            help="Shows dashboard in jupyter-lab.",
+        create_call(other_args, "stocks", "stocks")
+
+    def call_correlation(self, other_args: List[str]):
+        """Process correlation command"""
+        create_call(other_args, "correlation", "correlation")
+
+
+def create_call(other_args: List[str], name: str, filename: str = None) -> None:
+    filename = filename if filename else name
+
+    parser = argparse.ArgumentParser(
+        add_help=False,
+        formatter_class=argparse.ArgumentDefaultsHelpFormatter,
+        prog=name,
+        description="""Shows correlations between stocks""",
+    )
+    parser.add_argument(
+        "-j",
+        "--jupyter",
+        action="store_true",
+        default=False,
+        dest="jupyter",
+        help="Shows dashboard in jupyter-lab.",
+    )
+
+    ns_parser = parse_known_args_and_warn(
+        parser, other_args, EXPORT_ONLY_RAW_DATA_ALLOWED
+    )
+
+    if ns_parser:
+        cmd = "jupyter-lab" if ns_parser.jupyter else "voila"
+        file = os.path.join(
+            os.path.abspath(os.path.dirname(__file__)), f"{filename}.ipynb"
         )
 
-        ns_parser = parse_known_args_and_warn(
-            parser, other_args, EXPORT_ONLY_RAW_DATA_ALLOWED
+        print(
+            f"Warning: this command will open a port on your computer to run a {cmd} server."
         )
+        response = input("Would you like us to run the server for you? y/n\n")
+        if response.lower() == "y":
 
-        if ns_parser:
-            cmd = "jupyter-lab" if ns_parser.jupyter else "voila"
-            file = "gamestonk_terminal/jupyter/dashboards/stocks.ipynb"
-
-            print(
-                f"Warning: this command will open a port on your computer to run a {cmd} server."
+            subprocess.Popen(
+                f"{cmd} {file}",
+                stdout=subprocess.PIPE,
+                stderr=subprocess.STDOUT,
+                shell=True,
             )
-            response = input("Would you like us to run the server for you? y/n\n")
-            if response.lower() == "y":
-
-                subprocess.Popen(
-                    f"{cmd} {file}",
-                    stdout=subprocess.PIPE,
-                    stderr=subprocess.STDOUT,
-                    shell=True,
-                )
-            else:
-                print(
-                    f"To run manually type: {cmd} {file}\ninto a terminal after"
-                    " entering the environment you use to run the terminal."
-                )
-        print("")
+        else:
+            print(
+                f"To run manually type: {cmd} {file}\ninto a terminal after"
+                " entering the environment you use to run the terminal."
+            )
+    print("")

gamestonk_terminal/jupyter/dashboards/stocks.ipynb

@@ -33,7 +33,6 @@
     "    / (x.rolling(y).mean()),\n",
     "}\n",
     "\n",
-    "\n",
     "def format_plotly(fig, calc, data, start, end):\n",
     "    fig.update_yaxes(title=None)\n",
     "    fig.update_xaxes(title=None)\n",
@@ -218,9 +217,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "",
    "language": "python",
-   "name": "python3"
+   "name": ""
   },
   "language_info": {
    "codemirror_mode": {

tests/gamestonk_terminal/stocks/options/cassettes/test_yfinance_model/test_get_closing[get_closing].yaml

@@ -5,7 +5,7 @@ interactions:
       Accept:
       - '*/*'
       Accept-Encoding:
-      - gzip, deflate
+      - gzip, deflate, br
       Connection:
       - keep-alive
     method: GET
@@ -13,146 +13,145 @@ interactions:
   response:
     body:
       string: !!binary |
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     headers:
       Age:
-      - '0'
+      - '2'
       Connection:
       - keep-alive
       Expect-CT:
@@ -176,21 +175,21 @@ interactions:
       content-type:
       - application/json;charset=utf-8
       date:
-      - Sat, 01 Jan 2022 14:44:37 GMT
+      - Wed, 12 Jan 2022 15:40:06 GMT
       server:
       - ATS
       vary:
       - Origin,Accept-Encoding
       x-envoy-decorator-operation:
-      - finance-chart-api--mtls-production-ir2.finance-k8s.svc.yahoo.local:4080/*
+      - finance-chart-api--mtls-production-gq1.finance-k8s.svc.yahoo.local:4080/*
       x-envoy-upstream-service-time:
-      - '18'
+      - '26'
       x-request-id:
-      - 4002ce24-6967-40c9-8cae-018a7bfcb3e6
+      - b4e0782e-e10c-4609-9674-0c29ae114b07
       x-yahoo-request-id:
-      - a973i5tgt0q6l
+      - 2jkpgatgtttim
       y-rid:
-      - a973i5tgt0q6l
+      - 2jkpgatgtttim
     status:
       code: 200
       message: OK

tests/gamestonk_terminal/stocks/options/cassettes/test_yfinance_model/test_get_closing[get_price].yaml

@@ -5,7 +5,7 @@ interactions:
       Accept:
       - '*/*'
       Accept-Encoding:
-      - gzip, deflate
+      - gzip, deflate, br
       Connection:
       - keep-alive
     method: GET
@@ -13,32 +13,31 @@ interactions:
   response:
     body:
       string: !!binary |
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+        3ByPXwHZdVl1dQwAAA==
     headers:
       Age:
-      - '0'
+      - '3'
       Connection:
       - keep-alive
       Expect-CT:
@@ -58,25 +57,25 @@ interactions:
       content-encoding:
       - gzip
       content-length:
-      - '1267'
+      - '1210'
       content-type:
       - application/json;charset=utf-8
       date:
-      - Sat, 01 Jan 2022 14:44:33 GMT
+      - Wed, 12 Jan 2022 15:40:00 GMT
       server:
       - ATS
       vary:
       - Origin,Accept-Encoding
       x-envoy-decorator-operation:
-      - finance-chart-api--mtls-production-ir2.finance-k8s.svc.yahoo.local:4080/*
+      - finance-chart-api--mtls-production-gq1.finance-k8s.svc.yahoo.local:4080/*
       x-envoy-upstream-service-time:
-      - '15'
+      - '24'
       x-request-id:
-      - a4bc0078-c5e6-4abc-b1cd-1169e43b008c
+      - a4b261c5-9cd8-4683-81b6-c1770cf9a579
       x-yahoo-request-id:
-      - cqdqe4tgt0q6h
+      - 8fi36o9gtttig
       y-rid:
-      - cqdqe4tgt0q6h
+      - 8fi36o9gtttig
     status:
       code: 200
       message: OK

tests/gamestonk_terminal/stocks/options/cassettes/test_yfinance_model/test_get_closing[option_expirations].yaml

@@ -5,7 +5,7 @@ interactions:
       Accept:
       - '*/*'
       Accept-Encoding:
-      - gzip, deflate
+      - gzip, deflate, br
       Connection:
       - keep-alive
     method: GET
@@ -13,62 +13,61 @@ interactions:
   response:
     body:
       string: !!binary |
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+        AAA=
     headers:
       Age:
-      - '0'
+      - '3'
       Connection:
       - keep-alive
       Expect-CT:
@@ -92,21 +91,21 @@ interactions:
       content-type:
       - application/json;charset=utf-8
       date:
-      - Sat, 01 Jan 2022 14:44:33 GMT
+      - Wed, 12 Jan 2022 15:39:59 GMT
       server:
       - ATS
       vary:
       - Origin,Accept-Encoding
       x-envoy-decorator-operation:
-      - finance-quote-api--mtls-production-ir2.finance-k8s.svc.yahoo.local:4080/*
+      - finance-quote-api--mtls-production-gq1.finance-k8s.svc.yahoo.local:4080/*
       x-envoy-upstream-service-time:
-      - '14'
+      - '27'
       x-request-id:
-      - 007090e9-055b-417b-8134-11d7dc20c78b
+      - c98fa6a6-0783-4719-a20d-c95574403c36
       x-yahoo-request-id:
-      - 6et8759gt0q6h
+      - eek8v81gtttif
       y-rid:
-      - 6et8759gt0q6h
+      - eek8v81gtttif
     status:
       code: 200
       message: OK

tests/gamestonk_terminal/stocks/options/csv/test_yfinance_model/test_get_closing[get_closing].csv

@@ -1,97 +1,91 @@
 Date,Close
-2021-01-04,77.43214416503906
-2021-01-05,78.27772521972656
-2021-01-06,78.38224029541016
-2021-01-07,78.8382797241211
-2021-01-08,78.94277954101562
-2021-01-11,78.20172119140625
-2021-01-12,77.02360534667969
+2021-01-12,77.02361297607422
 2021-01-13,77.15662384033203
 2021-01-14,77.12812042236328
 2021-01-15,76.90010070800781
 2021-01-19,77.81217956542969
-2021-01-20,77.62216186523438
-2021-01-21,77.27063751220703
-2021-01-22,76.65308380126953
+2021-01-20,77.62215423583984
+2021-01-21,77.2706298828125
+2021-01-22,76.653076171875
 2021-01-25,77.2801284790039
 2021-01-26,77.89768981933594
 2021-01-27,75.81700134277344
-2021-01-28,77.2231216430664
-2021-01-29,75.67449188232422
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@@ -103,19 +97,19 @@ Date,Close
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@@ -251,3 +245,11 @@ Date,Close
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tests/gamestonk_terminal/stocks/options/json/test_yfinance_model/test_get_closing[get_price].json

@@ -1 +1 @@
-95.0
+100.95500183105469

tests/gamestonk_terminal/stocks/options/json/test_yfinance_model/test_get_closing[option_expirations].json

@@ -1 +1 @@
-["2022-01-07", "2022-01-14", "2022-01-21", "2022-01-28", "2022-02-04", "2022-02-18", "2022-03-18", "2022-06-17", "2023-01-20", "2024-01-19"]
+["2022-01-14", "2022-01-21", "2022-01-28", "2022-02-04", "2022-02-11", "2022-02-18", "2022-02-25", "2022-03-18", "2022-06-17", "2023-01-20", "2024-01-19"]