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-rw-r--r--examples/loadHistoricalPriceData.ipynb1713
1 files changed, 24 insertions, 1689 deletions
diff --git a/examples/loadHistoricalPriceData.ipynb b/examples/loadHistoricalPriceData.ipynb
index 08f361e8dcd..f82ae2c4647 100644
--- a/examples/loadHistoricalPriceData.ipynb
+++ b/examples/loadHistoricalPriceData.ipynb
@@ -14,7 +14,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -50,82 +50,9 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<div>\n",
- "<style scoped>\n",
- " .dataframe tbody tr th:only-of-type {\n",
- " vertical-align: middle;\n",
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- " .dataframe tbody tr th {\n",
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- " .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>open</th>\n",
- " <th>high</th>\n",
- " <th>low</th>\n",
- " <th>close</th>\n",
- " <th>volume</th>\n",
- " <th>dividends</th>\n",
- " <th>stock splits</th>\n",
- " <th>capital gains</th>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>date</th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>2022-11-22</th>\n",
- " <td>396.63</td>\n",
- " <td>400.07</td>\n",
- " <td>395.15</td>\n",
- " <td>399.9</td>\n",
- " <td>60429000</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " open high low close volume dividends stock splits \\\n",
- "date \n",
- "2022-11-22 396.63 400.07 395.15 399.9 60429000 0.0 0.0 \n",
- "\n",
- " capital gains \n",
- "date \n",
- "2022-11-22 0.0 "
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"df_daily = obb.equity.price.historical(symbol = \"spy\", provider=\"yfinance\")\n",
"df_daily.to_df().head(1)\n"
@@ -141,82 +68,9 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<div>\n",
- "<style scoped>\n",
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- "</style>\n",
- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr style=\"text-align: right;\">\n",
- " <th></th>\n",
- " <th>open</th>\n",
- " <th>high</th>\n",
- " <th>low</th>\n",
- " <th>close</th>\n",
- " <th>volume</th>\n",
- " <th>dividends</th>\n",
- " <th>stock splits</th>\n",
- " <th>capital gains</th>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>date</th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>1993-01-29</th>\n",
- " <td>43.97</td>\n",
- " <td>43.97</td>\n",
- " <td>43.75</td>\n",
- " <td>43.94</td>\n",
- " <td>1003200</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " open high low close volume dividends stock splits \\\n",
- "date \n",
- "1993-01-29 43.97 43.97 43.75 43.94 1003200 0.0 0.0 \n",
- "\n",
- " capital gains \n",
- "date \n",
- "1993-01-29 0.0 "
- ]
- },
- "execution_count": 3,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"df_daily = obb.equity.price.historical(symbol = \"spy\", start_date = \"1990-01-01\", provider=\"yfinance\").to_df()\n",
"df_daily.head(1)\n"
@@ -241,95 +95,9 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
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- " <th>volume</th>\n",
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- " <tbody>\n",
- " <tr>\n",
- " <th>2023-10-01</th>\n",
- " <td>426.62</td>\n",
- " <td>438.14</td>\n",
- " <td>409.21</td>\n",
- " <td>418.20</td>\n",
- " <td>1999149700</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2023-11-01</th>\n",
- " <td>419.20</td>\n",
- " <td>456.38</td>\n",
- " <td>418.65</td>\n",
- " <td>455.02</td>\n",
- " <td>1161239576</td>\n",
- " <td>0.0</td>\n",
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- " <td>0.0</td>\n",
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- ],
- "text/plain": [
- " open high low close volume dividends \\\n",
- "date \n",
- "2023-10-01 426.62 438.14 409.21 418.20 1999149700 0.0 \n",
- "2023-11-01 419.20 456.38 418.65 455.02 1161239576 0.0 \n",
- "\n",
- " stock splits capital gains \n",
- "date \n",
- "2023-10-01 0.0 0.0 \n",
- "2023-11-01 0.0 0.0 "
- ]
- },
- "execution_count": 4,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"df_monthly = obb.equity.price.historical(\"spy\", start_date=\"1990-01-01\", interval=\"1M\", provider=\"yfinance\").to_df()\n",
"df_monthly.tail(2)\n"
@@ -346,162 +114,9 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": null,
"metadata": {},
- "outputs": [
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- " <th>low</th>\n",
- " <th>close</th>\n",
- " <th>volume</th>\n",
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- " <tr>\n",
- " <th>date</th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>1993-01-31</th>\n",
- " <td>43.97</td>\n",
- " <td>43.97</td>\n",
- " <td>43.75</td>\n",
- " <td>43.94</td>\n",
- " <td>1003200</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1993-02-28</th>\n",
- " <td>43.97</td>\n",
- " <td>45.12</td>\n",
- " <td>42.81</td>\n",
- " <td>44.41</td>\n",
- " <td>5417600</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1993-03-31</th>\n",
- " <td>44.56</td>\n",
- " <td>45.84</td>\n",
- " <td>44.22</td>\n",
- " <td>45.19</td>\n",
- " <td>3019200</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1993-04-30</th>\n",
- " <td>45.25</td>\n",
- " <td>45.25</td>\n",
- " <td>43.28</td>\n",
- " <td>44.03</td>\n",
- " <td>2697200</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1993-05-31</th>\n",
- " <td>44.09</td>\n",
- " <td>45.66</td>\n",
- " <td>43.84</td>\n",
- " <td>45.22</td>\n",
- " <td>1808000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>...</th>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2023-07-31</th>\n",
- " <td>442.92</td>\n",
- " <td>459.44</td>\n",
- " <td>437.06</td>\n",
- " <td>457.79</td>\n",
- " <td>1374632400</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2023-08-31</th>\n",
- " <td>456.27</td>\n",
- " <td>457.25</td>\n",
- " <td>433.01</td>\n",
- " <td>450.35</td>\n",
- " <td>1754764700</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2023-09-30</th>\n",
- " <td>453.17</td>\n",
- " <td>453.67</td>\n",
- " <td>422.29</td>\n",
- " <td>427.48</td>\n",
- " <td>1588673200</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2023-10-31</th>\n",
- " <td>426.62</td>\n",
- " <td>438.14</td>\n",
- " <td>409.21</td>\n",
- " <td>418.20</td>\n",
- " <td>1999149700</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2023-11-30</th>\n",
- " <td>419.20</td>\n",
- " <td>456.38</td>\n",
- " <td>418.65</td>\n",
- " <td>455.02</td>\n",
- " <td>1214703500</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "<p>371 rows × 5 columns</p>\n",
- "</div>"
- ],
- "text/plain": [
- " open high low close volume\n",
- "date \n",
- "1993-01-31 43.97 43.97 43.75 43.94 1003200\n",
- "1993-02-28 43.97 45.12 42.81 44.41 5417600\n",
- "1993-03-31 44.56 45.84 44.22 45.19 3019200\n",
- "1993-04-30 45.25 45.25 43.28 44.03 2697200\n",
- "1993-05-31 44.09 45.66 43.84 45.22 1808000\n",
- "... ... ... ... ... ...\n",
- "2023-07-31 442.92 459.44 437.06 457.79 1374632400\n",
- "2023-08-31 456.27 457.25 433.01 450.35 1754764700\n",
- "2023-09-30 453.17 453.67 422.29 427.48 1588673200\n",
- "2023-10-31 426.62 438.14 409.21 418.20 1999149700\n",
- "2023-11-30 419.20 456.38 418.65 455.02 1214703500\n",
- "\n",
- "[371 rows x 5 columns]"
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"(\n",
" df_daily[[\"open\", \"high\", \"low\", \"close\", \"volume\"]]\n",
@@ -522,104 +137,9 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "dict_keys(['one', 'five', 'fifteen', 'thirty', 'sixty', 'daily', 'weekly', 'monthly'])"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
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- " <th>high</th>\n",
- " <th>low</th>\n",
- " <th>close</th>\n",
- " <th>volume</th>\n",
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- " <th></th>\n",
- " <th></th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>2023-11-13</th>\n",
- " <td>439.23</td>\n",
- " <td>451.42</td>\n",
- " <td>438.42</td>\n",
- " <td>450.79</td>\n",
- " <td>376539600</td>\n",
- " <td>0.0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2023-11-20</th>\n",
- " <td>450.53</td>\n",
- " <td>456.38</td>\n",
- " <td>450.52</td>\n",
- " <td>455.02</td>\n",
- " <td>233751276</td>\n",
- " <td>0.0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " open high low close volume dividends \\\n",
- "date \n",
- "2023-11-13 439.23 451.42 438.42 450.79 376539600 0.0 \n",
- "2023-11-20 450.53 456.38 450.52 455.02 233751276 0.0 \n",
- "\n",
- " stock splits capital gains \n",
- "date \n",
- "2023-11-13 0 0 \n",
- "2023-11-20 0 0 "
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"class HistoricalPrices:\n",
" def __init__(self, symbol, start_date, end_date, provider, **kwargs) -> None:\n",
@@ -679,138 +199,9 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
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- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr style=\"text-align: right;\">\n",
- " <th></th>\n",
- " <th>AV Volume</th>\n",
- " <th>FMP Volume</th>\n",
- " <th>Intrinio Volume</th>\n",
- " <th>Yahoo Volume</th>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>date</th>\n",
- " <th></th>\n",
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- " <th></th>\n",
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- " <tbody>\n",
- " <tr>\n",
- " <th>2023-11-09</th>\n",
- " <td>83174417.0</td>\n",
- " <td>83071417</td>\n",
- " <td>83174417.0</td>\n",
- " <td>83174400</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2023-11-10</th>\n",
- " <td>89558054.0</td>\n",
- " <td>89558054</td>\n",
- " <td>89558054.0</td>\n",
- " <td>89462200</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2023-11-13</th>\n",
- " <td>52236068.0</td>\n",
- " <td>52192568</td>\n",
- " <td>52236068.0</td>\n",
- " <td>52236100</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2023-11-14</th>\n",
- " <td>97176935.0</td>\n",
- " <td>97130503</td>\n",
- " <td>97176935.0</td>\n",
- " <td>97176900</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2023-11-15</th>\n",
- " <td>77327573.0</td>\n",
- " <td>77327573</td>\n",
- " <td>77327573.0</td>\n",
- " <td>77327600</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2023-11-16</th>\n",
- " <td>66665797.0</td>\n",
- " <td>66654468</td>\n",
- " <td>66665797.0</td>\n",
- " <td>66665800</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2023-11-17</th>\n",
- " <td>83193902.0</td>\n",
- " <td>83193902</td>\n",
- " <td>83193902.0</td>\n",
- " <td>83133200</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2023-11-20</th>\n",
- " <td>70055633.0</td>\n",
- " <td>69614633</td>\n",
- " <td>70055633.0</td>\n",
- " <td>69936200</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2023-11-21</th>\n",
- " <td>49244639.0</td>\n",
- " <td>49244639</td>\n",
- " <td>49244639.0</td>\n",
- " <td>49244600</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2023-11-22</th>\n",
- " <td>59446573.0</td>\n",
- " <td>59313820</td>\n",
- " <td>58205780.0</td>\n",
- " <td>59394900</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " AV Volume FMP Volume Intrinio Volume Yahoo Volume\n",
- "date \n",
- "2023-11-09 83174417.0 83071417 83174417.0 83174400\n",
- "2023-11-10 89558054.0 89558054 89558054.0 89462200\n",
- "2023-11-13 52236068.0 52192568 52236068.0 52236100\n",
- "2023-11-14 97176935.0 97130503 97176935.0 97176900\n",
- "2023-11-15 77327573.0 77327573 77327573.0 77327600\n",
- "2023-11-16 66665797.0 66654468 66665797.0 66665800\n",
- "2023-11-17 83193902.0 83193902 83193902.0 83133200\n",
- "2023-11-20 70055633.0 69614633 70055633.0 69936200\n",
- "2023-11-21 49244639.0 49244639 49244639.0 49244600\n",
- "2023-11-22 59446573.0 59313820 58205780.0 59394900"
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"# Collect the data\n",
"\n",
@@ -915,1100 +306,45 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
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