Files
mordor-backup/jupyterlab/.ipynb_checkpoints/MA-checkpoint.ipynb
T
2025-12-12 15:53:31 +00:00

275 lines
73 KiB
Plaintext
Raw Blame History

This file contains ambiguous Unicode characters
This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.
{
"cells": [
{
"cell_type": "code",
"execution_count": 6,
"id": "2e1a6590-9be9-45d4-838d-5d51d14822c6",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as pp\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "afbb2e31-3846-4587-9a45-661c36d9b97a",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Trade_date</th>\n",
" <th>SPY</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>19/04/2004</td>\n",
" <td>81.1842</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>20/04/2004</td>\n",
" <td>79.8219</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>21/04/2004</td>\n",
" <td>80.3569</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>22/04/2004</td>\n",
" <td>81.4837</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>23/04/2004</td>\n",
" <td>81.5622</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4269</th>\n",
" <td>05/04/2021</td>\n",
" <td>406.3600</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4270</th>\n",
" <td>06/04/2021</td>\n",
" <td>406.1200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4271</th>\n",
" <td>07/04/2021</td>\n",
" <td>406.5900</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4272</th>\n",
" <td>08/04/2021</td>\n",
" <td>408.5200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4273</th>\n",
" <td>09/04/2021</td>\n",
" <td>411.4900</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>4274 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" Trade_date SPY\n",
"0 19/04/2004 81.1842\n",
"1 20/04/2004 79.8219\n",
"2 21/04/2004 80.3569\n",
"3 22/04/2004 81.4837\n",
"4 23/04/2004 81.5622\n",
"... ... ...\n",
"4269 05/04/2021 406.3600\n",
"4270 06/04/2021 406.1200\n",
"4271 07/04/2021 406.5900\n",
"4272 08/04/2021 408.5200\n",
"4273 09/04/2021 411.4900\n",
"\n",
"[4274 rows x 2 columns]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"TSLA = pd.read_csv(\"TSLA.csv\", parse_dates=True)\n",
"SPY = pd.read_csv(\"SPYdata.csv\", parse_dates=True)\n",
"SPY"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "10ec8f3d-8ccc-4462-9b05-b71af93f3a82",
"metadata": {},
"outputs": [],
"source": [
"TSLAac = TSLA[\"Adj Close\"]\n",
"TSLAd = TSLA[\"Date\"]\n",
"SPYac = SPY[\"SPY\"]\n",
"SPYd = SPY[\"Trade_date\"]\n",
"ac = SPYac\n",
"d = SPYd"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "d13ed6c5-45fc-4f69-9418-b6c59d07efc6",
"metadata": {},
"outputs": [],
"source": [
"# Source - https://stackoverflow.com/a\n",
"# Posted by yatu, modified by community. See post 'Timeline' for change history\n",
"# Retrieved 2025-11-24, License - CC BY-SA 4.0\n",
"\n",
"def moving_average(y, w):\n",
" return np.convolve(y, np.ones(w), 'valid') / w"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "9b28896f-b253-4bea-a0a4-a61235c59c57",
"metadata": {},
"outputs": [],
"source": [
"one = moving_average(ac, 1)\n",
"five = moving_average(ac, 5)\n",
"ten = moving_average(ac, 10)\n",
"fifty = moving_average(ac, 50)\n",
"onehundred = moving_average(ac, 100)\n",
"twohundred = moving_average(ac, 200)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "1ccde690-6ad7-44e1-844a-f5631e8c5fe7",
"metadata": {},
"outputs": [],
"source": [
"def date_match(x, w):\n",
" dates = []\n",
" for i in range(w-1, len(x), 1):\n",
" y = x[i]\n",
" dates.append(y)\n",
" return dates"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "b8b9deda-b65d-41c2-b07a-461b98be36af",
"metadata": {},
"outputs": [],
"source": [
"oneD = date_match(d, 1)\n",
"fiveD = date_match(d, 5)\n",
"tenD = date_match(d, 10)\n",
"fiftyD = date_match(d, 50)\n",
"onehundredD = date_match(d, 100)\n",
"twohundredD = date_match(d, 200)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "2823441e-7047-40d1-be1f-9a79401a0354",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = 100\n",
"pp.plot(d[-x:], ac[-x:], label=\"Raw\")\n",
"#pp.plot(oneD[-x:],one[-x:], label=\"1 Day MA\")\n",
"#pp.plot(fiveD[-x:], five[-x:], label=\"5 Day MA\")\n",
"pp.plot(tenD[-x:], ten[-x:], label=\"10 Day MA\")\n",
"pp.plot(fiftyD[-x:], fifty[-x:], label=\"50 Day MA\")\n",
"pp.plot(onehundredD[-x:], onehundred[-x:], label=\"100 Day MA\")\n",
"#pp.plot(twohundredD[-x:], twohundred[-x:], label=\"200 Day MA\")\n",
"#pp.title(f\"SPY Value with MAs\")\n",
"pp.xlabel(f\"{x} Days\")\n",
"pp.ylabel(\"Value (USD)\")\n",
"pp.legend()\n",
"pp.xticks([])\n",
"pp.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4dd2122a-1ee2-47b7-9284-2abe8f8be1ad",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.13",
"language": "python",
"name": "python313"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.13.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}