From d6a05f8545ded7884b678d8af7f0fe37bab89a3c Mon Sep 17 00:00:00 2001 From: Zekiye Erdem Date: Fri, 25 Oct 2024 17:58:19 -0400 Subject: [PATCH 1/5] Assignment 1 Completing Assignment 1 --- 01_materials/labs/02_data_engineering.ipynb | 4215 ++++++++++++++++++- 02_activities/assignments/.env | 18 + 2 files changed, 4200 insertions(+), 33 deletions(-) create mode 100644 02_activities/assignments/.env diff --git a/01_materials/labs/02_data_engineering.ipynb b/01_materials/labs/02_data_engineering.ipynb index 2d3205c27..1d49e789b 100644 --- a/01_materials/labs/02_data_engineering.ipynb +++ b/01_materials/labs/02_data_engineering.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -74,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -107,7 +107,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -129,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -152,9 +152,130 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Processing JCI\n", + "Downloaded (2558, 9).\n", + "Processing BSX\n", + "Downloaded (2558, 9).\n", + "Processing LIN\n", + "Downloaded (2558, 9).\n", + "Processing DOW\n", + "Downloaded (1226, 9).\n", + "Processing CVX\n", + "Downloaded (2558, 9).\n", + "Processing KHC\n", + "Downloaded (2159, 9).\n", + "Processing RL\n", + "Downloaded (2558, 9).\n", + "Processing ED\n", + "Downloaded (2558, 9).\n", + "Processing BX\n", + "Downloaded (2558, 9).\n", + "Processing IBM\n", + "Downloaded (2558, 9).\n", + "Processing A\n", + "Downloaded (2558, 9).\n", + "Processing FIS\n", + "Downloaded (2558, 9).\n", + "Processing MAS\n", + "Downloaded (2558, 9).\n", + "Processing CPB\n", + "Downloaded (2558, 9).\n", + "Processing PNW\n", + "Downloaded (2558, 9).\n", + "Processing QCOM\n", + "Downloaded (2558, 9).\n", + "Processing YUM\n", + "Downloaded (2558, 9).\n", + "Processing AWK\n", + "Downloaded (2558, 9).\n", + "Processing MU\n", + "Downloaded (2558, 9).\n", + "Processing RCL\n", + "Downloaded (2558, 9).\n", + "Processing WTW\n", + "Downloaded (2558, 9).\n", + "Processing GWW\n", + "Downloaded (2558, 9).\n", + "Processing HAS\n", + "Downloaded (2558, 9).\n", + "Processing PEAK\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "$PEAK: possibly delisted; no timezone found\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No data for PEAK\n", + "Processing BR\n", + "Downloaded (2558, 9).\n", + "Processing VLO\n", + "Downloaded (2558, 9).\n", + "Processing VICI\n", + "Downloaded (1530, 9).\n", + "Processing RHI\n", + "Downloaded (2558, 9).\n", + "Processing CRL\n", + "Downloaded (2558, 9).\n", + "Processing NEM\n", + "Downloaded (2558, 9).\n", + "Processing LYB\n", + "Downloaded (2558, 9).\n", + "Processing GS\n", + "Downloaded (2558, 9).\n", + "Processing V\n", + "Downloaded (2558, 9).\n", + "Processing EPAM\n", + "Downloaded (2558, 9).\n", + "Processing ABT\n", + "Downloaded (2558, 9).\n", + "Processing NFLX\n", + "Downloaded (2558, 9).\n", + "Processing KVUE\n", + "Downloaded (187, 9).\n", + "Processing BKNG\n", + "Downloaded (2558, 9).\n", + "Processing IT\n", + "Downloaded (2558, 9).\n", + "Processing BBY\n", + "Downloaded (2558, 9).\n", + "Processing NUE\n", + "Downloaded (2558, 9).\n", + "Processing CBRE\n", + "Downloaded (2558, 9).\n", + "Processing WDC\n", + "Downloaded (2558, 9).\n", + "Processing EXPE\n", + "Downloaded (2558, 9).\n", + "Processing AMGN\n", + "Downloaded (2558, 9).\n", + "Processing BRO\n", + "Downloaded (2558, 9).\n", + "Processing MMM\n", + "Downloaded (2558, 9).\n", + "Processing ABNB\n", + "Downloaded (789, 9).\n", + "Processing MDT\n", + "Downloaded (2558, 9).\n", + "Processing AMZN\n", + "Downloaded (2558, 9).\n", + "Final shape (118443, 9).\n" + ] + } + ], "source": [ "# List to hold final results\n", "px_list = list()\n", @@ -221,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -239,7 +360,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -248,7 +369,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -259,9 +380,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Writing to dt ((118443, 9))csv took 3.047290802001953 seconds.\n", + "Csv file size 14.154461 MB\n" + ] + } + ], "source": [ "start = time.time()\n", "px_dt.to_csv(stock_path, index = False)\n", @@ -286,7 +416,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -295,9 +425,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Writing dd ((118443, 9)) to parquet took 1.0613808631896973 seconds.\n", + "Parquet file size 5.567988 MB\n" + ] + } + ], "source": [ "px_dd = dd.from_pandas(px_dt, npartitions = len(tickers))\n", "parquet_path = os.path.join(temp, \"stock_px.parquet\")\n", @@ -352,7 +491,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -365,7 +504,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -410,7 +549,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -433,9 +572,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Zekiye\\AppData\\Local\\Temp\\ipykernel_28548\\3091835559.py:2: UserWarning: `meta` is not specified, inferred from partial data. Please provide `meta` if the result is unexpected.\n", + " Before: .apply(func)\n", + " After: .apply(func, meta={'x': 'f8', 'y': 'f8'}) for dataframe result\n", + " or: .apply(func, meta=('x', 'f8')) for series result\n", + " dd_rets = (dd_px.groupby('ticker', group_keys=False).apply(\n" + ] + } + ], "source": [ "import numpy as np\n", "dd_rets = (dd_px.groupby('ticker', group_keys=False).apply(\n", @@ -458,9 +609,144 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
Dask DataFrame Structure:
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DateOpenHighLowCloseVolumeDividendsStock SplitsyearClose_lag_1returnspositive_return
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Dask Name: assign, 14 expressions
" + ], + "text/plain": [ + "Dask DataFrame Structure:\n", + " Date Open High Low Close Volume Dividends Stock Splits year Close_lag_1 returns positive_return\n", + "npartitions=49 \n", + "A datetime64[ns, America/New_York] float64 float64 float64 float64 int64 float64 float64 int32 float64 float64 int64\n", + "ABNB ... ... ... ... ... ... ... ... ... ... ... ...\n", + "... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "YUM ... ... ... ... ... ... ... ... ... ... ... ...\n", + "YUM ... ... ... ... ... ... ... ... ... ... ... ...\n", + "Dask Name: assign, 14 expressions\n", + "Expr=Assign(frame=Assign(frame=Assign(frame=Assign(frame=GroupByApply(frame=SetIndex(frame=ReadParquetFSSpec(40da1e7), _other='ticker', options={}), observed=False, group_keys=False, func= at 0x000001A945013F60>, meta=, args=(), kwargs={})))))" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "dd_rets" ] @@ -475,9 +761,281 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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DateOpenHighLowCloseVolumeDividendsStock SplitsyearClose_lag_1returnspositive_return
ticker
A2013-12-02 00:00:00-05:0034.87547235.00591834.64066434.70588720399620.00.02013NaNNaN0
A2013-12-03 00:00:00-05:0034.51674434.67980734.28193634.52326634627060.00.0201334.705887-0.0052620
A2013-12-04 00:00:00-05:0034.46456335.11028734.38629634.94722433772880.00.0201334.5232660.0122801
A2013-12-05 00:00:00-05:0034.79722135.09073134.64720634.89505825309390.00.0201334.947224-0.0014930
A2013-12-06 00:00:00-05:0035.06462535.82774735.06462535.76252442685130.00.0201334.8950580.0248591
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YUM2024-01-25 00:00:00-05:00127.913548128.386458126.642582128.29779118717000.00.02024127.5292970.0060261
YUM2024-01-26 00:00:00-05:00128.002206128.760844126.770657127.18445611570000.00.02024128.297791-0.0086780
YUM2024-01-29 00:00:00-05:00127.194317128.622910126.396261128.62291014821000.00.02024127.1844560.0113101
YUM2024-01-30 00:00:00-05:00128.435738129.283044127.667253128.69189514215000.00.02024128.6229100.0005361
YUM2024-01-31 00:00:00-05:00129.509619130.031795127.351944127.57856021542000.00.02024128.691895-0.0086510
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118443 rows × 12 columns

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" + ], + "text/plain": [ + " Date Open High Low \\\n", + "ticker \n", + "A 2013-12-02 00:00:00-05:00 34.875472 35.005918 34.640664 \n", + "A 2013-12-03 00:00:00-05:00 34.516744 34.679807 34.281936 \n", + "A 2013-12-04 00:00:00-05:00 34.464563 35.110287 34.386296 \n", + "A 2013-12-05 00:00:00-05:00 34.797221 35.090731 34.647206 \n", + "A 2013-12-06 00:00:00-05:00 35.064625 35.827747 35.064625 \n", + "... ... ... ... ... \n", + "YUM 2024-01-25 00:00:00-05:00 127.913548 128.386458 126.642582 \n", + "YUM 2024-01-26 00:00:00-05:00 128.002206 128.760844 126.770657 \n", + "YUM 2024-01-29 00:00:00-05:00 127.194317 128.622910 126.396261 \n", + "YUM 2024-01-30 00:00:00-05:00 128.435738 129.283044 127.667253 \n", + "YUM 2024-01-31 00:00:00-05:00 129.509619 130.031795 127.351944 \n", + "\n", + " Close Volume Dividends Stock Splits year Close_lag_1 \\\n", + "ticker \n", + "A 34.705887 2039962 0.0 0.0 2013 NaN \n", + "A 34.523266 3462706 0.0 0.0 2013 34.705887 \n", + "A 34.947224 3377288 0.0 0.0 2013 34.523266 \n", + "A 34.895058 2530939 0.0 0.0 2013 34.947224 \n", + "A 35.762524 4268513 0.0 0.0 2013 34.895058 \n", + "... ... ... ... ... ... ... \n", + "YUM 128.297791 1871700 0.0 0.0 2024 127.529297 \n", + "YUM 127.184456 1157000 0.0 0.0 2024 128.297791 \n", + "YUM 128.622910 1482100 0.0 0.0 2024 127.184456 \n", + "YUM 128.691895 1421500 0.0 0.0 2024 128.622910 \n", + "YUM 127.578560 2154200 0.0 0.0 2024 128.691895 \n", + "\n", + " returns positive_return \n", + "ticker \n", + "A NaN 0 \n", + "A -0.005262 0 \n", + "A 0.012280 1 \n", + "A -0.001493 0 \n", + "A 0.024859 1 \n", + "... ... ... \n", + "YUM 0.006026 1 \n", + "YUM -0.008678 0 \n", + "YUM 0.011310 1 \n", + "YUM 0.000536 1 \n", + "YUM -0.008651 0 \n", + "\n", + "[118443 rows x 12 columns]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "dd_rets.compute()" ] @@ -495,7 +1053,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -507,7 +1065,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -561,7 +1119,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -582,7 +1140,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -592,9 +1150,3573 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-10-25 13:36:26,137, data_manager.py, 43, INFO, Getting price data for all tickers.\n", + "2024-10-25 13:36:26,137, data_manager.py, 43, INFO, Getting price data for all tickers.\n", + "2024-10-25 13:36:26,140, data_manager.py, 52, INFO, Getting tickers from ../../05_src/data/tickers/sp500_wiki.csv\n", + "2024-10-25 13:36:26,140, data_manager.py, 52, INFO, Getting tickers from ../../05_src/data/tickers/sp500_wiki.csv\n", + "2024-10-25 13:36:26,157, data_manager.py, 58, INFO, Processing all tickers\n", + "2024-10-25 13:36:26,157, data_manager.py, 58, INFO, Processing all tickers\n", + "2024-10-25 13:36:26,163, data_manager.py, 73, INFO, Processing ticker MMM\n", + "2024-10-25 13:36:26,163, data_manager.py, 73, INFO, Processing ticker MMM\n", + "2024-10-25 13:36:26,167, data_manager.py, 109, INFO, Getting stock price data for MMM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:36:26,167, data_manager.py, 109, INFO, Getting stock price data for MMM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:36:26,572, data_manager.py, 83, INFO, Saving data for MMM by year\n", + "2024-10-25 13:36:26,572, data_manager.py, 83, INFO, Saving data for MMM by year\n", + "2024-10-25 13:36:28,294, data_manager.py, 73, INFO, Processing ticker AOS\n", + "2024-10-25 13:36:28,294, data_manager.py, 73, INFO, Processing ticker AOS\n", + "2024-10-25 13:36:28,298, data_manager.py, 109, INFO, Getting stock price data for AOS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:36:28,298, data_manager.py, 109, INFO, Getting stock price data for AOS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:36:29,129, data_manager.py, 83, INFO, Saving data for AOS by year\n", + "2024-10-25 13:36:29,129, data_manager.py, 83, INFO, Saving data for AOS by year\n", + "2024-10-25 13:36:30,882, data_manager.py, 73, INFO, Processing ticker ABT\n", + "2024-10-25 13:36:30,882, data_manager.py, 73, INFO, Processing ticker ABT\n", + "2024-10-25 13:36:30,887, data_manager.py, 109, INFO, Getting stock price data for ABT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:36:30,887, data_manager.py, 109, INFO, Getting stock price data for ABT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:36:31,397, data_manager.py, 83, INFO, Saving data for ABT by year\n", + "2024-10-25 13:36:31,397, data_manager.py, 83, INFO, Saving data for ABT by year\n", + "2024-10-25 13:36:33,127, data_manager.py, 73, INFO, Processing ticker ABBV\n", + "2024-10-25 13:36:33,127, data_manager.py, 73, INFO, Processing ticker ABBV\n", + "2024-10-25 13:36:33,131, data_manager.py, 109, INFO, Getting stock price data for ABBV from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:36:33,131, data_manager.py, 109, INFO, Getting stock price data for ABBV from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:36:33,493, data_manager.py, 83, INFO, Saving data for ABBV by year\n", + "2024-10-25 13:36:33,493, data_manager.py, 83, INFO, Saving data for ABBV by year\n", + "2024-10-25 13:36:34,313, data_manager.py, 73, INFO, Processing ticker ACN\n", + "2024-10-25 13:36:34,313, data_manager.py, 73, INFO, Processing ticker ACN\n", + "2024-10-25 13:36:34,317, data_manager.py, 109, INFO, Getting stock price data for ACN from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:36:34,317, data_manager.py, 109, INFO, Getting stock price data for ACN from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:36:34,763, data_manager.py, 83, INFO, Saving data for ACN by year\n", + "2024-10-25 13:36:34,763, data_manager.py, 83, INFO, Saving data for ACN by year\n", + "2024-10-25 13:36:36,367, data_manager.py, 73, INFO, Processing ticker ADBE\n", + "2024-10-25 13:36:36,367, data_manager.py, 73, INFO, Processing ticker ADBE\n", + "2024-10-25 13:36:36,370, data_manager.py, 109, INFO, Getting stock price data for ADBE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:36:36,370, data_manager.py, 109, INFO, Getting stock price data for ADBE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:36:36,877, data_manager.py, 83, INFO, Saving data for ADBE by year\n", + "2024-10-25 13:36:36,877, data_manager.py, 83, INFO, Saving data for ADBE by year\n", + "2024-10-25 13:36:38,548, data_manager.py, 73, INFO, Processing ticker AMD\n", + "2024-10-25 13:36:38,548, data_manager.py, 73, INFO, Processing ticker AMD\n", + "2024-10-25 13:36:38,551, data_manager.py, 109, INFO, Getting stock price data for AMD from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:36:38,551, data_manager.py, 109, INFO, Getting stock price data for AMD from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:36:38,959, data_manager.py, 83, INFO, Saving data for AMD by year\n", + "2024-10-25 13:36:38,959, data_manager.py, 83, INFO, Saving data for AMD by year\n", + "2024-10-25 13:36:40,759, data_manager.py, 73, INFO, Processing ticker AES\n", + "2024-10-25 13:36:40,759, data_manager.py, 73, INFO, Processing ticker AES\n", + "2024-10-25 13:36:40,763, data_manager.py, 109, INFO, Getting stock price data for AES from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:36:40,763, data_manager.py, 109, INFO, Getting stock price data for AES from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:36:41,261, data_manager.py, 83, INFO, Saving data for AES by year\n", + "2024-10-25 13:36:41,261, data_manager.py, 83, INFO, Saving data for AES by year\n", + "2024-10-25 13:36:43,227, data_manager.py, 73, INFO, Processing ticker AFL\n", + "2024-10-25 13:36:43,227, data_manager.py, 73, INFO, Processing ticker AFL\n", + "2024-10-25 13:36:43,231, data_manager.py, 109, INFO, Getting stock price data for AFL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:36:43,231, data_manager.py, 109, INFO, Getting stock price data for AFL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:36:43,735, data_manager.py, 83, INFO, Saving data for AFL by year\n", + "2024-10-25 13:36:43,735, data_manager.py, 83, INFO, Saving data for AFL by year\n", + "2024-10-25 13:36:45,461, data_manager.py, 73, INFO, Processing ticker A\n", + "2024-10-25 13:36:45,461, data_manager.py, 73, INFO, Processing ticker A\n", + "2024-10-25 13:36:45,464, data_manager.py, 109, INFO, Getting stock price data for A from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:36:45,464, data_manager.py, 109, INFO, Getting stock price data for A from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:36:45,863, data_manager.py, 83, INFO, Saving data for A by year\n", + "2024-10-25 13:36:45,863, data_manager.py, 83, INFO, Saving data for A by year\n", + "2024-10-25 13:36:47,543, data_manager.py, 73, INFO, Processing ticker APD\n", + "2024-10-25 13:36:47,543, data_manager.py, 73, INFO, Processing ticker APD\n", + "2024-10-25 13:36:47,547, data_manager.py, 109, INFO, Getting stock price data for APD from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:36:47,547, data_manager.py, 109, INFO, Getting stock price data for APD from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:36:48,359, data_manager.py, 83, INFO, Saving data for APD by year\n", + "2024-10-25 13:36:48,359, data_manager.py, 83, INFO, Saving data for APD by year\n", + "2024-10-25 13:36:50,668, data_manager.py, 73, INFO, Processing ticker ABNB\n", + "2024-10-25 13:36:50,668, data_manager.py, 73, INFO, Processing ticker ABNB\n", + "2024-10-25 13:36:50,672, data_manager.py, 109, INFO, Getting stock price data for ABNB from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:36:50,672, data_manager.py, 109, INFO, Getting stock price data for ABNB from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:36:50,859, data_manager.py, 83, INFO, Saving data for ABNB by year\n", + "2024-10-25 13:36:50,859, data_manager.py, 83, INFO, Saving data for ABNB by year\n", + "2024-10-25 13:36:51,368, data_manager.py, 73, INFO, Processing ticker AKAM\n", + "2024-10-25 13:36:51,368, data_manager.py, 73, INFO, Processing ticker AKAM\n", + "2024-10-25 13:36:51,375, data_manager.py, 109, INFO, Getting stock price data for AKAM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:36:51,375, data_manager.py, 109, INFO, Getting stock price data for AKAM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:36:51,749, data_manager.py, 83, INFO, Saving data for AKAM by year\n", + "2024-10-25 13:36:51,749, data_manager.py, 83, INFO, Saving data for AKAM by year\n", + "2024-10-25 13:36:53,813, data_manager.py, 73, INFO, Processing ticker ALB\n", + "2024-10-25 13:36:53,813, data_manager.py, 73, INFO, Processing ticker ALB\n", + "2024-10-25 13:36:53,817, data_manager.py, 109, INFO, Getting stock price data for ALB from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:36:53,817, data_manager.py, 109, INFO, Getting stock price data for ALB from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:36:54,341, data_manager.py, 83, INFO, Saving data for ALB by year\n", + "2024-10-25 13:36:54,341, data_manager.py, 83, INFO, Saving data for ALB by year\n", + "2024-10-25 13:36:56,061, data_manager.py, 73, INFO, Processing ticker ARE\n", + "2024-10-25 13:36:56,061, data_manager.py, 73, INFO, Processing ticker ARE\n", + "2024-10-25 13:36:56,063, data_manager.py, 109, INFO, Getting stock price data for ARE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:36:56,063, data_manager.py, 109, INFO, Getting stock price data for ARE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:36:56,529, data_manager.py, 83, INFO, Saving data for ARE by year\n", + "2024-10-25 13:36:56,529, data_manager.py, 83, INFO, Saving data for ARE by year\n", + "2024-10-25 13:36:58,280, data_manager.py, 73, INFO, Processing ticker ALGN\n", + "2024-10-25 13:36:58,280, data_manager.py, 73, INFO, Processing ticker ALGN\n", + "2024-10-25 13:36:58,284, data_manager.py, 109, INFO, Getting stock price data for ALGN from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:36:58,284, data_manager.py, 109, INFO, Getting stock price data for ALGN from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:36:58,986, data_manager.py, 83, INFO, Saving data for ALGN by year\n", + "2024-10-25 13:36:58,986, data_manager.py, 83, INFO, Saving data for ALGN by year\n", + "2024-10-25 13:37:00,551, data_manager.py, 73, INFO, Processing ticker ALLE\n", + "2024-10-25 13:37:00,551, data_manager.py, 73, INFO, Processing ticker ALLE\n", + "2024-10-25 13:37:00,554, data_manager.py, 109, INFO, Getting stock price data for ALLE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:00,554, data_manager.py, 109, INFO, Getting stock price data for ALLE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:00,900, data_manager.py, 83, INFO, Saving data for ALLE by year\n", + "2024-10-25 13:37:00,900, data_manager.py, 83, INFO, Saving data for ALLE by year\n", + "2024-10-25 13:37:01,737, data_manager.py, 73, INFO, Processing ticker LNT\n", + "2024-10-25 13:37:01,737, data_manager.py, 73, INFO, Processing ticker LNT\n", + "2024-10-25 13:37:01,741, data_manager.py, 109, INFO, Getting stock price data for LNT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:01,741, data_manager.py, 109, INFO, Getting stock price data for LNT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:02,356, data_manager.py, 83, INFO, Saving data for LNT by year\n", + "2024-10-25 13:37:02,356, data_manager.py, 83, INFO, Saving data for LNT by year\n", + "2024-10-25 13:37:04,062, data_manager.py, 73, INFO, Processing ticker ALL\n", + "2024-10-25 13:37:04,062, data_manager.py, 73, INFO, Processing ticker ALL\n", + "2024-10-25 13:37:04,065, data_manager.py, 109, INFO, Getting stock price data for ALL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:04,065, data_manager.py, 109, INFO, Getting stock price data for ALL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:04,617, data_manager.py, 83, INFO, Saving data for ALL by year\n", + "2024-10-25 13:37:04,617, data_manager.py, 83, INFO, Saving data for ALL by year\n", + "2024-10-25 13:37:06,207, data_manager.py, 73, INFO, Processing ticker GOOGL\n", + "2024-10-25 13:37:06,207, data_manager.py, 73, INFO, Processing ticker GOOGL\n", + "2024-10-25 13:37:06,210, data_manager.py, 109, INFO, Getting stock price data for GOOGL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:06,210, data_manager.py, 109, INFO, Getting stock price data for GOOGL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:06,686, data_manager.py, 83, INFO, Saving data for GOOGL by year\n", + "2024-10-25 13:37:06,686, data_manager.py, 83, INFO, Saving data for GOOGL by year\n", + "2024-10-25 13:37:08,072, data_manager.py, 73, INFO, Processing ticker GOOG\n", + "2024-10-25 13:37:08,072, data_manager.py, 73, INFO, Processing ticker GOOG\n", + "2024-10-25 13:37:08,075, data_manager.py, 109, INFO, Getting stock price data for GOOG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:08,075, data_manager.py, 109, INFO, Getting stock price data for GOOG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:08,836, data_manager.py, 83, INFO, Saving data for GOOG by year\n", + "2024-10-25 13:37:08,836, data_manager.py, 83, INFO, Saving data for GOOG by year\n", + "2024-10-25 13:37:10,299, data_manager.py, 73, INFO, Processing ticker MO\n", + "2024-10-25 13:37:10,299, data_manager.py, 73, INFO, Processing ticker MO\n", + "2024-10-25 13:37:10,304, data_manager.py, 109, INFO, Getting stock price data for MO from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:10,304, data_manager.py, 109, INFO, Getting stock price data for MO from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:11,080, data_manager.py, 83, INFO, Saving data for MO by year\n", + "2024-10-25 13:37:11,080, data_manager.py, 83, INFO, Saving data for MO by year\n", + "2024-10-25 13:37:12,725, data_manager.py, 73, INFO, Processing ticker AMZN\n", + "2024-10-25 13:37:12,725, data_manager.py, 73, INFO, Processing ticker AMZN\n", + "2024-10-25 13:37:12,729, data_manager.py, 109, INFO, Getting stock price data for AMZN from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:12,729, data_manager.py, 109, INFO, Getting stock price data for AMZN from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:13,160, data_manager.py, 83, INFO, Saving data for AMZN by year\n", + "2024-10-25 13:37:13,160, data_manager.py, 83, INFO, Saving data for AMZN by year\n", + "2024-10-25 13:37:14,919, data_manager.py, 73, INFO, Processing ticker AMCR\n", + "2024-10-25 13:37:14,919, data_manager.py, 73, INFO, Processing ticker AMCR\n", + "2024-10-25 13:37:14,922, data_manager.py, 109, INFO, Getting stock price data for AMCR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:14,922, data_manager.py, 109, INFO, Getting stock price data for AMCR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:15,206, data_manager.py, 83, INFO, Saving data for AMCR by year\n", + "2024-10-25 13:37:15,206, data_manager.py, 83, INFO, Saving data for AMCR by year\n", + "2024-10-25 13:37:16,137, data_manager.py, 73, INFO, Processing ticker AEE\n", + "2024-10-25 13:37:16,137, data_manager.py, 73, INFO, Processing ticker AEE\n", + "2024-10-25 13:37:16,140, data_manager.py, 109, INFO, Getting stock price data for AEE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:16,140, data_manager.py, 109, INFO, Getting stock price data for AEE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:16,792, data_manager.py, 83, INFO, Saving data for AEE by year\n", + "2024-10-25 13:37:16,792, data_manager.py, 83, INFO, Saving data for AEE by year\n", + "2024-10-25 13:37:18,449, data_manager.py, 73, INFO, Processing ticker AAL\n", + "2024-10-25 13:37:18,449, data_manager.py, 73, INFO, Processing ticker AAL\n", + "2024-10-25 13:37:18,454, data_manager.py, 109, INFO, Getting stock price data for AAL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:18,454, data_manager.py, 109, INFO, Getting stock price data for AAL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:19,162, data_manager.py, 83, INFO, Saving data for AAL by year\n", + "2024-10-25 13:37:19,162, data_manager.py, 83, INFO, Saving data for AAL by year\n", + "2024-10-25 13:37:20,303, data_manager.py, 73, INFO, Processing ticker AEP\n", + "2024-10-25 13:37:20,303, data_manager.py, 73, INFO, Processing ticker AEP\n", + "2024-10-25 13:37:20,306, data_manager.py, 109, INFO, Getting stock price data for AEP from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:20,306, data_manager.py, 109, INFO, Getting stock price data for AEP from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:20,900, data_manager.py, 83, INFO, Saving data for AEP by year\n", + "2024-10-25 13:37:20,900, data_manager.py, 83, INFO, Saving data for AEP by year\n", + "2024-10-25 13:37:22,368, data_manager.py, 73, INFO, Processing ticker AXP\n", + "2024-10-25 13:37:22,368, data_manager.py, 73, INFO, Processing ticker AXP\n", + "2024-10-25 13:37:22,371, data_manager.py, 109, INFO, Getting stock price data for AXP from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:22,371, data_manager.py, 109, INFO, Getting stock price data for AXP from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:23,194, data_manager.py, 83, INFO, Saving data for AXP by year\n", + "2024-10-25 13:37:23,194, data_manager.py, 83, INFO, Saving data for AXP by year\n", + "2024-10-25 13:37:24,701, data_manager.py, 73, INFO, Processing ticker AIG\n", + "2024-10-25 13:37:24,701, data_manager.py, 73, INFO, Processing ticker AIG\n", + "2024-10-25 13:37:24,704, data_manager.py, 109, INFO, Getting stock price data for AIG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:24,704, data_manager.py, 109, INFO, Getting stock price data for AIG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:25,271, data_manager.py, 83, INFO, Saving data for AIG by year\n", + "2024-10-25 13:37:25,271, data_manager.py, 83, INFO, Saving data for AIG by year\n", + "2024-10-25 13:37:26,802, data_manager.py, 73, INFO, Processing ticker AMT\n", + "2024-10-25 13:37:26,802, data_manager.py, 73, INFO, Processing ticker AMT\n", + "2024-10-25 13:37:26,805, data_manager.py, 109, INFO, Getting stock price data for AMT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:26,805, data_manager.py, 109, INFO, Getting stock price data for AMT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:27,367, data_manager.py, 83, INFO, Saving data for AMT by year\n", + "2024-10-25 13:37:27,367, data_manager.py, 83, INFO, Saving data for AMT by year\n", + "2024-10-25 13:37:28,789, data_manager.py, 73, INFO, Processing ticker AWK\n", + "2024-10-25 13:37:28,789, data_manager.py, 73, INFO, Processing ticker AWK\n", + "2024-10-25 13:37:28,792, data_manager.py, 109, INFO, Getting stock price data for AWK from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:28,792, data_manager.py, 109, INFO, Getting stock price data for AWK from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:29,315, data_manager.py, 83, INFO, Saving data for AWK by year\n", + "2024-10-25 13:37:29,315, data_manager.py, 83, INFO, Saving data for AWK by year\n", + "2024-10-25 13:37:30,289, data_manager.py, 73, INFO, Processing ticker AMP\n", + "2024-10-25 13:37:30,289, data_manager.py, 73, INFO, Processing ticker AMP\n", + "2024-10-25 13:37:30,292, data_manager.py, 109, INFO, Getting stock price data for AMP from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:30,292, data_manager.py, 109, INFO, Getting stock price data for AMP from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:30,674, data_manager.py, 83, INFO, Saving data for AMP by year\n", + "2024-10-25 13:37:30,674, data_manager.py, 83, INFO, Saving data for AMP by year\n", + "2024-10-25 13:37:31,836, data_manager.py, 73, INFO, Processing ticker AME\n", + "2024-10-25 13:37:31,836, data_manager.py, 73, INFO, Processing ticker AME\n", + "2024-10-25 13:37:31,838, data_manager.py, 109, INFO, Getting stock price data for AME from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:31,838, data_manager.py, 109, INFO, Getting stock price data for AME from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:32,679, data_manager.py, 83, INFO, Saving data for AME by year\n", + "2024-10-25 13:37:32,679, data_manager.py, 83, INFO, Saving data for AME by year\n", + "2024-10-25 13:37:34,159, data_manager.py, 73, INFO, Processing ticker AMGN\n", + "2024-10-25 13:37:34,159, data_manager.py, 73, INFO, Processing ticker AMGN\n", + "2024-10-25 13:37:34,163, data_manager.py, 109, INFO, Getting stock price data for AMGN from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:34,163, data_manager.py, 109, INFO, Getting stock price data for AMGN from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:34,464, data_manager.py, 83, INFO, Saving data for AMGN by year\n", + "2024-10-25 13:37:34,464, data_manager.py, 83, INFO, Saving data for AMGN by year\n", + "2024-10-25 13:37:35,903, data_manager.py, 73, INFO, Processing ticker APH\n", + "2024-10-25 13:37:35,903, data_manager.py, 73, INFO, Processing ticker APH\n", + "2024-10-25 13:37:35,906, data_manager.py, 109, INFO, Getting stock price data for APH from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:35,906, data_manager.py, 109, INFO, Getting stock price data for APH from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:36,561, data_manager.py, 83, INFO, Saving data for APH by year\n", + "2024-10-25 13:37:36,561, data_manager.py, 83, INFO, Saving data for APH by year\n", + "2024-10-25 13:37:38,039, data_manager.py, 73, INFO, Processing ticker ADI\n", + "2024-10-25 13:37:38,039, data_manager.py, 73, INFO, Processing ticker ADI\n", + "2024-10-25 13:37:38,041, data_manager.py, 109, INFO, Getting stock price data for ADI from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:38,041, data_manager.py, 109, INFO, Getting stock price data for ADI from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:38,791, data_manager.py, 83, INFO, Saving data for ADI by year\n", + "2024-10-25 13:37:38,791, data_manager.py, 83, INFO, Saving data for ADI by year\n", + "2024-10-25 13:37:40,231, data_manager.py, 73, INFO, Processing ticker ANSS\n", + "2024-10-25 13:37:40,231, data_manager.py, 73, INFO, Processing ticker ANSS\n", + "2024-10-25 13:37:40,234, data_manager.py, 109, INFO, Getting stock price data for ANSS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:40,234, data_manager.py, 109, INFO, Getting stock price data for ANSS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:40,781, data_manager.py, 83, INFO, Saving data for ANSS by year\n", + "2024-10-25 13:37:40,781, data_manager.py, 83, INFO, Saving data for ANSS by year\n", + "2024-10-25 13:37:42,230, data_manager.py, 73, INFO, Processing ticker AON\n", + "2024-10-25 13:37:42,230, data_manager.py, 73, INFO, Processing ticker AON\n", + "2024-10-25 13:37:42,232, data_manager.py, 109, INFO, Getting stock price data for AON from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:42,232, data_manager.py, 109, INFO, Getting stock price data for AON from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:42,707, data_manager.py, 83, INFO, Saving data for AON by year\n", + "2024-10-25 13:37:42,707, data_manager.py, 83, INFO, Saving data for AON by year\n", + "2024-10-25 13:37:44,304, data_manager.py, 73, INFO, Processing ticker APA\n", + "2024-10-25 13:37:44,304, data_manager.py, 73, INFO, Processing ticker APA\n", + "2024-10-25 13:37:44,306, data_manager.py, 109, INFO, Getting stock price data for APA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:44,306, data_manager.py, 109, INFO, Getting stock price data for APA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:45,018, data_manager.py, 83, INFO, Saving data for APA by year\n", + "2024-10-25 13:37:45,018, data_manager.py, 83, INFO, Saving data for APA by year\n", + "2024-10-25 13:37:46,501, data_manager.py, 73, INFO, Processing ticker AAPL\n", + "2024-10-25 13:37:46,501, data_manager.py, 73, INFO, Processing ticker AAPL\n", + "2024-10-25 13:37:46,504, data_manager.py, 109, INFO, Getting stock price data for AAPL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:46,504, data_manager.py, 109, INFO, Getting stock price data for AAPL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:46,952, data_manager.py, 83, INFO, Saving data for AAPL by year\n", + "2024-10-25 13:37:46,952, data_manager.py, 83, INFO, Saving data for AAPL by year\n", + "2024-10-25 13:37:48,392, data_manager.py, 73, INFO, Processing ticker AMAT\n", + "2024-10-25 13:37:48,392, data_manager.py, 73, INFO, Processing ticker AMAT\n", + "2024-10-25 13:37:48,394, data_manager.py, 109, INFO, Getting stock price data for AMAT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:48,394, data_manager.py, 109, INFO, Getting stock price data for AMAT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:48,882, data_manager.py, 83, INFO, Saving data for AMAT by year\n", + "2024-10-25 13:37:48,882, data_manager.py, 83, INFO, Saving data for AMAT by year\n", + "2024-10-25 13:37:50,403, data_manager.py, 73, INFO, Processing ticker APTV\n", + "2024-10-25 13:37:50,403, data_manager.py, 73, INFO, Processing ticker APTV\n", + "2024-10-25 13:37:50,406, data_manager.py, 109, INFO, Getting stock price data for APTV from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:50,406, data_manager.py, 109, INFO, Getting stock price data for APTV from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:50,801, data_manager.py, 83, INFO, Saving data for APTV by year\n", + "2024-10-25 13:37:50,801, data_manager.py, 83, INFO, Saving data for APTV by year\n", + "2024-10-25 13:37:51,616, data_manager.py, 73, INFO, Processing ticker ACGL\n", + "2024-10-25 13:37:51,616, data_manager.py, 73, INFO, Processing ticker ACGL\n", + "2024-10-25 13:37:51,619, data_manager.py, 109, INFO, Getting stock price data for ACGL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:51,619, data_manager.py, 109, INFO, Getting stock price data for ACGL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:52,029, data_manager.py, 83, INFO, Saving data for ACGL by year\n", + "2024-10-25 13:37:52,029, data_manager.py, 83, INFO, Saving data for ACGL by year\n", + "2024-10-25 13:37:53,553, data_manager.py, 73, INFO, Processing ticker ADM\n", + "2024-10-25 13:37:53,553, data_manager.py, 73, INFO, Processing ticker ADM\n", + "2024-10-25 13:37:53,556, data_manager.py, 109, INFO, Getting stock price data for ADM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:53,556, data_manager.py, 109, INFO, Getting stock price data for ADM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:54,356, data_manager.py, 83, INFO, Saving data for ADM by year\n", + "2024-10-25 13:37:54,356, data_manager.py, 83, INFO, Saving data for ADM by year\n", + "2024-10-25 13:37:55,839, data_manager.py, 73, INFO, Processing ticker ANET\n", + "2024-10-25 13:37:55,839, data_manager.py, 73, INFO, Processing ticker ANET\n", + "2024-10-25 13:37:55,842, data_manager.py, 109, INFO, Getting stock price data for ANET from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:55,842, data_manager.py, 109, INFO, Getting stock price data for ANET from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:56,165, data_manager.py, 83, INFO, Saving data for ANET by year\n", + "2024-10-25 13:37:56,165, data_manager.py, 83, INFO, Saving data for ANET by year\n", + "2024-10-25 13:37:56,815, data_manager.py, 73, INFO, Processing ticker AJG\n", + "2024-10-25 13:37:56,815, data_manager.py, 73, INFO, Processing ticker AJG\n", + "2024-10-25 13:37:56,818, data_manager.py, 109, INFO, Getting stock price data for AJG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:56,818, data_manager.py, 109, INFO, Getting stock price data for AJG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:57,325, data_manager.py, 83, INFO, Saving data for AJG by year\n", + "2024-10-25 13:37:57,325, data_manager.py, 83, INFO, Saving data for AJG by year\n", + "2024-10-25 13:37:58,988, data_manager.py, 73, INFO, Processing ticker AIZ\n", + "2024-10-25 13:37:58,988, data_manager.py, 73, INFO, Processing ticker AIZ\n", + "2024-10-25 13:37:58,992, data_manager.py, 109, INFO, Getting stock price data for AIZ from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:37:58,992, data_manager.py, 109, INFO, Getting stock price data for AIZ from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:37:59,404, data_manager.py, 83, INFO, Saving data for AIZ by year\n", + "2024-10-25 13:37:59,404, data_manager.py, 83, INFO, Saving data for AIZ by year\n", + "2024-10-25 13:38:01,014, data_manager.py, 73, INFO, Processing ticker T\n", + "2024-10-25 13:38:01,014, data_manager.py, 73, INFO, Processing ticker T\n", + "2024-10-25 13:38:01,019, data_manager.py, 109, INFO, Getting stock price data for T from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:01,019, data_manager.py, 109, INFO, Getting stock price data for T from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:01,855, data_manager.py, 83, INFO, Saving data for T by year\n", + "2024-10-25 13:38:01,855, data_manager.py, 83, INFO, Saving data for T by year\n", + "2024-10-25 13:38:03,450, data_manager.py, 73, INFO, Processing ticker ATO\n", + "2024-10-25 13:38:03,450, data_manager.py, 73, INFO, Processing ticker ATO\n", + "2024-10-25 13:38:03,454, data_manager.py, 109, INFO, Getting stock price data for ATO from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:03,454, data_manager.py, 109, INFO, Getting stock price data for ATO from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:04,025, data_manager.py, 83, INFO, Saving data for ATO by year\n", + "2024-10-25 13:38:04,025, data_manager.py, 83, INFO, Saving data for ATO by year\n", + "2024-10-25 13:38:05,538, data_manager.py, 73, INFO, Processing ticker ADSK\n", + "2024-10-25 13:38:05,538, data_manager.py, 73, INFO, Processing ticker ADSK\n", + "2024-10-25 13:38:05,541, data_manager.py, 109, INFO, Getting stock price data for ADSK from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:05,541, data_manager.py, 109, INFO, Getting stock price data for ADSK from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:06,066, data_manager.py, 83, INFO, Saving data for ADSK by year\n", + "2024-10-25 13:38:06,066, data_manager.py, 83, INFO, Saving data for ADSK by year\n", + "2024-10-25 13:38:07,665, data_manager.py, 73, INFO, Processing ticker ADP\n", + "2024-10-25 13:38:07,665, data_manager.py, 73, INFO, Processing ticker ADP\n", + "2024-10-25 13:38:07,669, data_manager.py, 109, INFO, Getting stock price data for ADP from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:07,669, data_manager.py, 109, INFO, Getting stock price data for ADP from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:08,334, data_manager.py, 83, INFO, Saving data for ADP by year\n", + "2024-10-25 13:38:08,334, data_manager.py, 83, INFO, Saving data for ADP by year\n", + "2024-10-25 13:38:09,868, data_manager.py, 73, INFO, Processing ticker AZO\n", + "2024-10-25 13:38:09,868, data_manager.py, 73, INFO, Processing ticker AZO\n", + "2024-10-25 13:38:09,871, data_manager.py, 109, INFO, Getting stock price data for AZO from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:09,871, data_manager.py, 109, INFO, Getting stock price data for AZO from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:10,254, data_manager.py, 83, INFO, Saving data for AZO by year\n", + "2024-10-25 13:38:10,254, data_manager.py, 83, INFO, Saving data for AZO by year\n", + "2024-10-25 13:38:11,777, data_manager.py, 73, INFO, Processing ticker AVB\n", + "2024-10-25 13:38:11,777, data_manager.py, 73, INFO, Processing ticker AVB\n", + "2024-10-25 13:38:11,781, data_manager.py, 109, INFO, Getting stock price data for AVB from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:11,781, data_manager.py, 109, INFO, Getting stock price data for AVB from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:12,206, data_manager.py, 83, INFO, Saving data for AVB by year\n", + "2024-10-25 13:38:12,206, data_manager.py, 83, INFO, Saving data for AVB by year\n", + "2024-10-25 13:38:13,709, data_manager.py, 73, INFO, Processing ticker AVY\n", + "2024-10-25 13:38:13,709, data_manager.py, 73, INFO, Processing ticker AVY\n", + "2024-10-25 13:38:13,712, data_manager.py, 109, INFO, Getting stock price data for AVY from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:13,712, data_manager.py, 109, INFO, Getting stock price data for AVY from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:14,257, data_manager.py, 83, INFO, Saving data for AVY by year\n", + "2024-10-25 13:38:14,257, data_manager.py, 83, INFO, Saving data for AVY by year\n", + "2024-10-25 13:38:15,828, data_manager.py, 73, INFO, Processing ticker AXON\n", + "2024-10-25 13:38:15,828, data_manager.py, 73, INFO, Processing ticker AXON\n", + "2024-10-25 13:38:15,831, data_manager.py, 109, INFO, Getting stock price data for AXON from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:15,831, data_manager.py, 109, INFO, Getting stock price data for AXON from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:16,209, data_manager.py, 83, INFO, Saving data for AXON by year\n", + "2024-10-25 13:38:16,209, data_manager.py, 83, INFO, Saving data for AXON by year\n", + "2024-10-25 13:38:17,683, data_manager.py, 73, INFO, Processing ticker BKR\n", + "2024-10-25 13:38:17,683, data_manager.py, 73, INFO, Processing ticker BKR\n", + "2024-10-25 13:38:17,687, data_manager.py, 109, INFO, Getting stock price data for BKR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:17,687, data_manager.py, 109, INFO, Getting stock price data for BKR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:18,295, data_manager.py, 83, INFO, Saving data for BKR by year\n", + "2024-10-25 13:38:18,295, data_manager.py, 83, INFO, Saving data for BKR by year\n", + "2024-10-25 13:38:19,910, data_manager.py, 73, INFO, Processing ticker BALL\n", + "2024-10-25 13:38:19,910, data_manager.py, 73, INFO, Processing ticker BALL\n", + "2024-10-25 13:38:19,913, data_manager.py, 109, INFO, Getting stock price data for BALL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:19,913, data_manager.py, 109, INFO, Getting stock price data for BALL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:20,758, data_manager.py, 83, INFO, Saving data for BALL by year\n", + "2024-10-25 13:38:20,758, data_manager.py, 83, INFO, Saving data for BALL by year\n", + "2024-10-25 13:38:22,282, data_manager.py, 73, INFO, Processing ticker BAC\n", + "2024-10-25 13:38:22,282, data_manager.py, 73, INFO, Processing ticker BAC\n", + "2024-10-25 13:38:22,284, data_manager.py, 109, INFO, Getting stock price data for BAC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:22,284, data_manager.py, 109, INFO, Getting stock price data for BAC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:22,907, data_manager.py, 83, INFO, Saving data for BAC by year\n", + "2024-10-25 13:38:22,907, data_manager.py, 83, INFO, Saving data for BAC by year\n", + "2024-10-25 13:38:24,439, data_manager.py, 73, INFO, Processing ticker BK\n", + "2024-10-25 13:38:24,439, data_manager.py, 73, INFO, Processing ticker BK\n", + "2024-10-25 13:38:24,442, data_manager.py, 109, INFO, Getting stock price data for BK from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:24,442, data_manager.py, 109, INFO, Getting stock price data for BK from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:24,924, data_manager.py, 83, INFO, Saving data for BK by year\n", + "2024-10-25 13:38:24,924, data_manager.py, 83, INFO, Saving data for BK by year\n", + "2024-10-25 13:38:26,473, data_manager.py, 73, INFO, Processing ticker BBWI\n", + "2024-10-25 13:38:26,473, data_manager.py, 73, INFO, Processing ticker BBWI\n", + "2024-10-25 13:38:26,477, data_manager.py, 109, INFO, Getting stock price data for BBWI from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:26,477, data_manager.py, 109, INFO, Getting stock price data for BBWI from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:27,344, data_manager.py, 83, INFO, Saving data for BBWI by year\n", + "2024-10-25 13:38:27,344, data_manager.py, 83, INFO, Saving data for BBWI by year\n", + "2024-10-25 13:38:28,921, data_manager.py, 73, INFO, Processing ticker BAX\n", + "2024-10-25 13:38:28,921, data_manager.py, 73, INFO, Processing ticker BAX\n", + "2024-10-25 13:38:28,925, data_manager.py, 109, INFO, Getting stock price data for BAX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:28,925, data_manager.py, 109, INFO, Getting stock price data for BAX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:29,690, data_manager.py, 83, INFO, Saving data for BAX by year\n", + "2024-10-25 13:38:29,690, data_manager.py, 83, INFO, Saving data for BAX by year\n", + "2024-10-25 13:38:31,381, data_manager.py, 73, INFO, Processing ticker BDX\n", + "2024-10-25 13:38:31,381, data_manager.py, 73, INFO, Processing ticker BDX\n", + "2024-10-25 13:38:31,383, data_manager.py, 109, INFO, Getting stock price data for BDX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:31,383, data_manager.py, 109, INFO, Getting stock price data for BDX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:32,015, data_manager.py, 83, INFO, Saving data for BDX by year\n", + "2024-10-25 13:38:32,015, data_manager.py, 83, INFO, Saving data for BDX by year\n", + "2024-10-25 13:38:33,753, data_manager.py, 73, INFO, Processing ticker BRK.B\n", + "2024-10-25 13:38:33,753, data_manager.py, 73, INFO, Processing ticker BRK.B\n", + "2024-10-25 13:38:33,758, data_manager.py, 109, INFO, Getting stock price data for BRK.B from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:33,758, data_manager.py, 109, INFO, Getting stock price data for BRK.B from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "\n", + "1 Failed download:\n", + "['BRK.B']: YFTzMissingError('$%ticker%: possibly delisted; no timezone found')\n", + "2024-10-25 13:38:34,895, data_manager.py, 83, INFO, Saving data for BRK.B by year\n", + "2024-10-25 13:38:34,895, data_manager.py, 83, INFO, Saving data for BRK.B by year\n", + "2024-10-25 13:38:34,897, data_manager.py, 101, WARNING, No data found for BRK.B\n", + "2024-10-25 13:38:34,897, data_manager.py, 101, WARNING, No data found for BRK.B\n", + "2024-10-25 13:38:34,902, data_manager.py, 73, INFO, Processing ticker BBY\n", + "2024-10-25 13:38:34,902, data_manager.py, 73, INFO, Processing ticker BBY\n", + "2024-10-25 13:38:34,905, data_manager.py, 109, INFO, Getting stock price data for BBY from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:34,905, data_manager.py, 109, INFO, Getting stock price data for BBY from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:35,261, data_manager.py, 83, INFO, Saving data for BBY by year\n", + "2024-10-25 13:38:35,261, data_manager.py, 83, INFO, Saving data for BBY by year\n", + "2024-10-25 13:38:36,686, data_manager.py, 73, INFO, Processing ticker BIO\n", + "2024-10-25 13:38:36,686, data_manager.py, 73, INFO, Processing ticker BIO\n", + "2024-10-25 13:38:36,690, data_manager.py, 109, INFO, Getting stock price data for BIO from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:36,690, data_manager.py, 109, INFO, Getting stock price data for BIO from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:37,133, data_manager.py, 83, INFO, Saving data for BIO by year\n", + "2024-10-25 13:38:37,133, data_manager.py, 83, INFO, Saving data for BIO by year\n", + "2024-10-25 13:38:38,564, data_manager.py, 73, INFO, Processing ticker TECH\n", + "2024-10-25 13:38:38,564, data_manager.py, 73, INFO, Processing ticker TECH\n", + "2024-10-25 13:38:38,567, data_manager.py, 109, INFO, Getting stock price data for TECH from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:38,567, data_manager.py, 109, INFO, Getting stock price data for TECH from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:39,247, data_manager.py, 83, INFO, Saving data for TECH by year\n", + "2024-10-25 13:38:39,247, data_manager.py, 83, INFO, Saving data for TECH by year\n", + "2024-10-25 13:38:40,805, data_manager.py, 73, INFO, Processing ticker BIIB\n", + "2024-10-25 13:38:40,805, data_manager.py, 73, INFO, Processing ticker BIIB\n", + "2024-10-25 13:38:40,808, data_manager.py, 109, INFO, Getting stock price data for BIIB from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:40,808, data_manager.py, 109, INFO, Getting stock price data for BIIB from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:41,239, data_manager.py, 83, INFO, Saving data for BIIB by year\n", + "2024-10-25 13:38:41,239, data_manager.py, 83, INFO, Saving data for BIIB by year\n", + "2024-10-25 13:38:42,739, data_manager.py, 73, INFO, Processing ticker BLK\n", + "2024-10-25 13:38:42,739, data_manager.py, 73, INFO, Processing ticker BLK\n", + "2024-10-25 13:38:42,741, data_manager.py, 109, INFO, Getting stock price data for BLK from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:42,741, data_manager.py, 109, INFO, Getting stock price data for BLK from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:43,407, data_manager.py, 83, INFO, Saving data for BLK by year\n", + "2024-10-25 13:38:43,407, data_manager.py, 83, INFO, Saving data for BLK by year\n", + "2024-10-25 13:38:44,880, data_manager.py, 73, INFO, Processing ticker BX\n", + "2024-10-25 13:38:44,880, data_manager.py, 73, INFO, Processing ticker BX\n", + "2024-10-25 13:38:44,882, data_manager.py, 109, INFO, Getting stock price data for BX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:44,882, data_manager.py, 109, INFO, Getting stock price data for BX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:45,264, data_manager.py, 83, INFO, Saving data for BX by year\n", + "2024-10-25 13:38:45,264, data_manager.py, 83, INFO, Saving data for BX by year\n", + "2024-10-25 13:38:46,367, data_manager.py, 73, INFO, Processing ticker BA\n", + "2024-10-25 13:38:46,367, data_manager.py, 73, INFO, Processing ticker BA\n", + "2024-10-25 13:38:46,370, data_manager.py, 109, INFO, Getting stock price data for BA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:46,370, data_manager.py, 109, INFO, Getting stock price data for BA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:47,547, data_manager.py, 83, INFO, Saving data for BA by year\n", + "2024-10-25 13:38:47,547, data_manager.py, 83, INFO, Saving data for BA by year\n", + "2024-10-25 13:38:49,028, data_manager.py, 73, INFO, Processing ticker BKNG\n", + "2024-10-25 13:38:49,028, data_manager.py, 73, INFO, Processing ticker BKNG\n", + "2024-10-25 13:38:49,032, data_manager.py, 109, INFO, Getting stock price data for BKNG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:49,032, data_manager.py, 109, INFO, Getting stock price data for BKNG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:49,451, data_manager.py, 83, INFO, Saving data for BKNG by year\n", + "2024-10-25 13:38:49,451, data_manager.py, 83, INFO, Saving data for BKNG by year\n", + "2024-10-25 13:38:51,039, data_manager.py, 73, INFO, Processing ticker BWA\n", + "2024-10-25 13:38:51,039, data_manager.py, 73, INFO, Processing ticker BWA\n", + "2024-10-25 13:38:51,041, data_manager.py, 109, INFO, Getting stock price data for BWA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:51,041, data_manager.py, 109, INFO, Getting stock price data for BWA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:51,615, data_manager.py, 83, INFO, Saving data for BWA by year\n", + "2024-10-25 13:38:51,615, data_manager.py, 83, INFO, Saving data for BWA by year\n", + "2024-10-25 13:38:53,267, data_manager.py, 73, INFO, Processing ticker BXP\n", + "2024-10-25 13:38:53,267, data_manager.py, 73, INFO, Processing ticker BXP\n", + "2024-10-25 13:38:53,271, data_manager.py, 109, INFO, Getting stock price data for BXP from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:53,271, data_manager.py, 109, INFO, Getting stock price data for BXP from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:53,745, data_manager.py, 83, INFO, Saving data for BXP by year\n", + "2024-10-25 13:38:53,745, data_manager.py, 83, INFO, Saving data for BXP by year\n", + "2024-10-25 13:38:55,207, data_manager.py, 73, INFO, Processing ticker BSX\n", + "2024-10-25 13:38:55,207, data_manager.py, 73, INFO, Processing ticker BSX\n", + "2024-10-25 13:38:55,210, data_manager.py, 109, INFO, Getting stock price data for BSX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:55,210, data_manager.py, 109, INFO, Getting stock price data for BSX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:55,761, data_manager.py, 83, INFO, Saving data for BSX by year\n", + "2024-10-25 13:38:55,761, data_manager.py, 83, INFO, Saving data for BSX by year\n", + "2024-10-25 13:38:57,191, data_manager.py, 73, INFO, Processing ticker BMY\n", + "2024-10-25 13:38:57,191, data_manager.py, 73, INFO, Processing ticker BMY\n", + "2024-10-25 13:38:57,194, data_manager.py, 109, INFO, Getting stock price data for BMY from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:57,194, data_manager.py, 109, INFO, Getting stock price data for BMY from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:57,865, data_manager.py, 83, INFO, Saving data for BMY by year\n", + "2024-10-25 13:38:57,865, data_manager.py, 83, INFO, Saving data for BMY by year\n", + "2024-10-25 13:38:59,381, data_manager.py, 73, INFO, Processing ticker AVGO\n", + "2024-10-25 13:38:59,381, data_manager.py, 73, INFO, Processing ticker AVGO\n", + "2024-10-25 13:38:59,386, data_manager.py, 109, INFO, Getting stock price data for AVGO from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:38:59,386, data_manager.py, 109, INFO, Getting stock price data for AVGO from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:38:59,785, data_manager.py, 83, INFO, Saving data for AVGO by year\n", + "2024-10-25 13:38:59,785, data_manager.py, 83, INFO, Saving data for AVGO by year\n", + "2024-10-25 13:39:00,840, data_manager.py, 73, INFO, Processing ticker BR\n", + "2024-10-25 13:39:00,840, data_manager.py, 73, INFO, Processing ticker BR\n", + "2024-10-25 13:39:00,843, data_manager.py, 109, INFO, Getting stock price data for BR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:00,843, data_manager.py, 109, INFO, Getting stock price data for BR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:01,097, data_manager.py, 83, INFO, Saving data for BR by year\n", + "2024-10-25 13:39:01,097, data_manager.py, 83, INFO, Saving data for BR by year\n", + "2024-10-25 13:39:02,253, data_manager.py, 73, INFO, Processing ticker BRO\n", + "2024-10-25 13:39:02,253, data_manager.py, 73, INFO, Processing ticker BRO\n", + "2024-10-25 13:39:02,257, data_manager.py, 109, INFO, Getting stock price data for BRO from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:02,257, data_manager.py, 109, INFO, Getting stock price data for BRO from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:02,775, data_manager.py, 83, INFO, Saving data for BRO by year\n", + "2024-10-25 13:39:02,775, data_manager.py, 83, INFO, Saving data for BRO by year\n", + "2024-10-25 13:39:04,213, data_manager.py, 73, INFO, Processing ticker BF.B\n", + "2024-10-25 13:39:04,213, data_manager.py, 73, INFO, Processing ticker BF.B\n", + "2024-10-25 13:39:04,217, data_manager.py, 109, INFO, Getting stock price data for BF.B from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:04,217, data_manager.py, 109, INFO, Getting stock price data for BF.B from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "\n", + "1 Failed download:\n", + "['BF.B']: YFPricesMissingError('$%ticker%: possibly delisted; no price data found (1d 2000-01-01 -> 2024-10-25)')\n", + "2024-10-25 13:39:04,567, data_manager.py, 83, INFO, Saving data for BF.B by year\n", + "2024-10-25 13:39:04,567, data_manager.py, 83, INFO, Saving data for BF.B by year\n", + "2024-10-25 13:39:04,571, data_manager.py, 101, WARNING, No data found for BF.B\n", + "2024-10-25 13:39:04,571, data_manager.py, 101, WARNING, No data found for BF.B\n", + "2024-10-25 13:39:04,574, data_manager.py, 73, INFO, Processing ticker BLDR\n", + "2024-10-25 13:39:04,574, data_manager.py, 73, INFO, Processing ticker BLDR\n", + "2024-10-25 13:39:04,577, data_manager.py, 109, INFO, Getting stock price data for BLDR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:04,577, data_manager.py, 109, INFO, Getting stock price data for BLDR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:04,905, data_manager.py, 83, INFO, Saving data for BLDR by year\n", + "2024-10-25 13:39:04,905, data_manager.py, 83, INFO, Saving data for BLDR by year\n", + "2024-10-25 13:39:06,174, data_manager.py, 73, INFO, Processing ticker BG\n", + "2024-10-25 13:39:06,174, data_manager.py, 73, INFO, Processing ticker BG\n", + "2024-10-25 13:39:06,178, data_manager.py, 109, INFO, Getting stock price data for BG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:06,178, data_manager.py, 109, INFO, Getting stock price data for BG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:06,608, data_manager.py, 83, INFO, Saving data for BG by year\n", + "2024-10-25 13:39:06,608, data_manager.py, 83, INFO, Saving data for BG by year\n", + "2024-10-25 13:39:08,161, data_manager.py, 73, INFO, Processing ticker CDNS\n", + "2024-10-25 13:39:08,161, data_manager.py, 73, INFO, Processing ticker CDNS\n", + "2024-10-25 13:39:08,163, data_manager.py, 109, INFO, Getting stock price data for CDNS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:08,163, data_manager.py, 109, INFO, Getting stock price data for CDNS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:08,552, data_manager.py, 83, INFO, Saving data for CDNS by year\n", + "2024-10-25 13:39:08,552, data_manager.py, 83, INFO, Saving data for CDNS by year\n", + "2024-10-25 13:39:10,037, data_manager.py, 73, INFO, Processing ticker CZR\n", + "2024-10-25 13:39:10,037, data_manager.py, 73, INFO, Processing ticker CZR\n", + "2024-10-25 13:39:10,040, data_manager.py, 109, INFO, Getting stock price data for CZR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:10,040, data_manager.py, 109, INFO, Getting stock price data for CZR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:10,387, data_manager.py, 83, INFO, Saving data for CZR by year\n", + "2024-10-25 13:39:10,387, data_manager.py, 83, INFO, Saving data for CZR by year\n", + "2024-10-25 13:39:11,051, data_manager.py, 73, INFO, Processing ticker CPT\n", + "2024-10-25 13:39:11,051, data_manager.py, 73, INFO, Processing ticker CPT\n", + "2024-10-25 13:39:11,054, data_manager.py, 109, INFO, Getting stock price data for CPT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:11,054, data_manager.py, 109, INFO, Getting stock price data for CPT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:11,615, data_manager.py, 83, INFO, Saving data for CPT by year\n", + "2024-10-25 13:39:11,615, data_manager.py, 83, INFO, Saving data for CPT by year\n", + "2024-10-25 13:39:13,127, data_manager.py, 73, INFO, Processing ticker CPB\n", + "2024-10-25 13:39:13,127, data_manager.py, 73, INFO, Processing ticker CPB\n", + "2024-10-25 13:39:13,129, data_manager.py, 109, INFO, Getting stock price data for CPB from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:13,129, data_manager.py, 109, INFO, Getting stock price data for CPB from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:13,490, data_manager.py, 83, INFO, Saving data for CPB by year\n", + "2024-10-25 13:39:13,490, data_manager.py, 83, INFO, Saving data for CPB by year\n", + "2024-10-25 13:39:15,082, data_manager.py, 73, INFO, Processing ticker COF\n", + "2024-10-25 13:39:15,082, data_manager.py, 73, INFO, Processing ticker COF\n", + "2024-10-25 13:39:15,086, data_manager.py, 109, INFO, Getting stock price data for COF from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:15,086, data_manager.py, 109, INFO, Getting stock price data for COF from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:16,002, data_manager.py, 83, INFO, Saving data for COF by year\n", + "2024-10-25 13:39:16,002, data_manager.py, 83, INFO, Saving data for COF by year\n", + "2024-10-25 13:39:17,658, data_manager.py, 73, INFO, Processing ticker CAH\n", + "2024-10-25 13:39:17,658, data_manager.py, 73, INFO, Processing ticker CAH\n", + "2024-10-25 13:39:17,660, data_manager.py, 109, INFO, Getting stock price data for CAH from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:17,660, data_manager.py, 109, INFO, Getting stock price data for CAH from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:18,490, data_manager.py, 83, INFO, Saving data for CAH by year\n", + "2024-10-25 13:39:18,490, data_manager.py, 83, INFO, Saving data for CAH by year\n", + "2024-10-25 13:39:20,070, data_manager.py, 73, INFO, Processing ticker KMX\n", + "2024-10-25 13:39:20,070, data_manager.py, 73, INFO, Processing ticker KMX\n", + "2024-10-25 13:39:20,073, data_manager.py, 109, INFO, Getting stock price data for KMX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:20,073, data_manager.py, 109, INFO, Getting stock price data for KMX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:20,491, data_manager.py, 83, INFO, Saving data for KMX by year\n", + "2024-10-25 13:39:20,491, data_manager.py, 83, INFO, Saving data for KMX by year\n", + "2024-10-25 13:39:21,980, data_manager.py, 73, INFO, Processing ticker CCL\n", + "2024-10-25 13:39:21,980, data_manager.py, 73, INFO, Processing ticker CCL\n", + "2024-10-25 13:39:21,983, data_manager.py, 109, INFO, Getting stock price data for CCL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:21,983, data_manager.py, 109, INFO, Getting stock price data for CCL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:22,570, data_manager.py, 83, INFO, Saving data for CCL by year\n", + "2024-10-25 13:39:22,570, data_manager.py, 83, INFO, Saving data for CCL by year\n", + "2024-10-25 13:39:24,019, data_manager.py, 73, INFO, Processing ticker CARR\n", + "2024-10-25 13:39:24,019, data_manager.py, 73, INFO, Processing ticker CARR\n", + "2024-10-25 13:39:24,022, data_manager.py, 109, INFO, Getting stock price data for CARR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:24,022, data_manager.py, 109, INFO, Getting stock price data for CARR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:24,931, data_manager.py, 83, INFO, Saving data for CARR by year\n", + "2024-10-25 13:39:24,931, data_manager.py, 83, INFO, Saving data for CARR by year\n", + "2024-10-25 13:39:25,230, data_manager.py, 73, INFO, Processing ticker CTLT\n", + "2024-10-25 13:39:25,230, data_manager.py, 73, INFO, Processing ticker CTLT\n", + "2024-10-25 13:39:25,232, data_manager.py, 109, INFO, Getting stock price data for CTLT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:25,232, data_manager.py, 109, INFO, Getting stock price data for CTLT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:25,533, data_manager.py, 83, INFO, Saving data for CTLT by year\n", + "2024-10-25 13:39:25,533, data_manager.py, 83, INFO, Saving data for CTLT by year\n", + "2024-10-25 13:39:26,218, data_manager.py, 73, INFO, Processing ticker CAT\n", + "2024-10-25 13:39:26,218, data_manager.py, 73, INFO, Processing ticker CAT\n", + "2024-10-25 13:39:26,222, data_manager.py, 109, INFO, Getting stock price data for CAT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:26,222, data_manager.py, 109, INFO, Getting stock price data for CAT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:26,887, data_manager.py, 83, INFO, Saving data for CAT by year\n", + "2024-10-25 13:39:26,887, data_manager.py, 83, INFO, Saving data for CAT by year\n", + "2024-10-25 13:39:28,328, data_manager.py, 73, INFO, Processing ticker CBOE\n", + "2024-10-25 13:39:28,328, data_manager.py, 73, INFO, Processing ticker CBOE\n", + "2024-10-25 13:39:28,331, data_manager.py, 109, INFO, Getting stock price data for CBOE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:28,331, data_manager.py, 109, INFO, Getting stock price data for CBOE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:28,636, data_manager.py, 83, INFO, Saving data for CBOE by year\n", + "2024-10-25 13:39:28,636, data_manager.py, 83, INFO, Saving data for CBOE by year\n", + "2024-10-25 13:39:29,548, data_manager.py, 73, INFO, Processing ticker CBRE\n", + "2024-10-25 13:39:29,548, data_manager.py, 73, INFO, Processing ticker CBRE\n", + "2024-10-25 13:39:29,551, data_manager.py, 109, INFO, Getting stock price data for CBRE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:29,551, data_manager.py, 109, INFO, Getting stock price data for CBRE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:29,822, data_manager.py, 83, INFO, Saving data for CBRE by year\n", + "2024-10-25 13:39:29,822, data_manager.py, 83, INFO, Saving data for CBRE by year\n", + "2024-10-25 13:39:31,142, data_manager.py, 73, INFO, Processing ticker CDW\n", + "2024-10-25 13:39:31,142, data_manager.py, 73, INFO, Processing ticker CDW\n", + "2024-10-25 13:39:31,146, data_manager.py, 109, INFO, Getting stock price data for CDW from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:31,146, data_manager.py, 109, INFO, Getting stock price data for CDW from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:31,599, data_manager.py, 83, INFO, Saving data for CDW by year\n", + "2024-10-25 13:39:31,599, data_manager.py, 83, INFO, Saving data for CDW by year\n", + "2024-10-25 13:39:32,297, data_manager.py, 73, INFO, Processing ticker CE\n", + "2024-10-25 13:39:32,297, data_manager.py, 73, INFO, Processing ticker CE\n", + "2024-10-25 13:39:32,300, data_manager.py, 109, INFO, Getting stock price data for CE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:32,300, data_manager.py, 109, INFO, Getting stock price data for CE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:32,712, data_manager.py, 83, INFO, Saving data for CE by year\n", + "2024-10-25 13:39:32,712, data_manager.py, 83, INFO, Saving data for CE by year\n", + "2024-10-25 13:39:33,910, data_manager.py, 73, INFO, Processing ticker COR\n", + "2024-10-25 13:39:33,910, data_manager.py, 73, INFO, Processing ticker COR\n", + "2024-10-25 13:39:33,912, data_manager.py, 109, INFO, Getting stock price data for COR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:33,912, data_manager.py, 109, INFO, Getting stock price data for COR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:34,403, data_manager.py, 83, INFO, Saving data for COR by year\n", + "2024-10-25 13:39:34,403, data_manager.py, 83, INFO, Saving data for COR by year\n", + "2024-10-25 13:39:35,907, data_manager.py, 73, INFO, Processing ticker CNC\n", + "2024-10-25 13:39:35,907, data_manager.py, 73, INFO, Processing ticker CNC\n", + "2024-10-25 13:39:35,910, data_manager.py, 109, INFO, Getting stock price data for CNC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:35,910, data_manager.py, 109, INFO, Getting stock price data for CNC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:36,390, data_manager.py, 83, INFO, Saving data for CNC by year\n", + "2024-10-25 13:39:36,390, data_manager.py, 83, INFO, Saving data for CNC by year\n", + "2024-10-25 13:39:37,900, data_manager.py, 73, INFO, Processing ticker CNP\n", + "2024-10-25 13:39:37,900, data_manager.py, 73, INFO, Processing ticker CNP\n", + "2024-10-25 13:39:37,903, data_manager.py, 109, INFO, Getting stock price data for CNP from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:37,903, data_manager.py, 109, INFO, Getting stock price data for CNP from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:38,491, data_manager.py, 83, INFO, Saving data for CNP by year\n", + "2024-10-25 13:39:38,491, data_manager.py, 83, INFO, Saving data for CNP by year\n", + "2024-10-25 13:39:40,081, data_manager.py, 73, INFO, Processing ticker CF\n", + "2024-10-25 13:39:40,081, data_manager.py, 73, INFO, Processing ticker CF\n", + "2024-10-25 13:39:40,084, data_manager.py, 109, INFO, Getting stock price data for CF from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:40,084, data_manager.py, 109, INFO, Getting stock price data for CF from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:40,617, data_manager.py, 83, INFO, Saving data for CF by year\n", + "2024-10-25 13:39:40,617, data_manager.py, 83, INFO, Saving data for CF by year\n", + "2024-10-25 13:39:41,801, data_manager.py, 73, INFO, Processing ticker CHRW\n", + "2024-10-25 13:39:41,801, data_manager.py, 73, INFO, Processing ticker CHRW\n", + "2024-10-25 13:39:41,804, data_manager.py, 109, INFO, Getting stock price data for CHRW from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:41,804, data_manager.py, 109, INFO, Getting stock price data for CHRW from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:42,935, data_manager.py, 83, INFO, Saving data for CHRW by year\n", + "2024-10-25 13:39:42,935, data_manager.py, 83, INFO, Saving data for CHRW by year\n", + "2024-10-25 13:39:44,467, data_manager.py, 73, INFO, Processing ticker CRL\n", + "2024-10-25 13:39:44,467, data_manager.py, 73, INFO, Processing ticker CRL\n", + "2024-10-25 13:39:44,471, data_manager.py, 109, INFO, Getting stock price data for CRL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:44,471, data_manager.py, 109, INFO, Getting stock price data for CRL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:44,908, data_manager.py, 83, INFO, Saving data for CRL by year\n", + "2024-10-25 13:39:44,908, data_manager.py, 83, INFO, Saving data for CRL by year\n", + "2024-10-25 13:39:46,331, data_manager.py, 73, INFO, Processing ticker SCHW\n", + "2024-10-25 13:39:46,331, data_manager.py, 73, INFO, Processing ticker SCHW\n", + "2024-10-25 13:39:46,333, data_manager.py, 109, INFO, Getting stock price data for SCHW from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:46,333, data_manager.py, 109, INFO, Getting stock price data for SCHW from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:47,055, data_manager.py, 83, INFO, Saving data for SCHW by year\n", + "2024-10-25 13:39:47,055, data_manager.py, 83, INFO, Saving data for SCHW by year\n", + "2024-10-25 13:39:48,674, data_manager.py, 73, INFO, Processing ticker CHTR\n", + "2024-10-25 13:39:48,674, data_manager.py, 73, INFO, Processing ticker CHTR\n", + "2024-10-25 13:39:48,676, data_manager.py, 109, INFO, Getting stock price data for CHTR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:48,676, data_manager.py, 109, INFO, Getting stock price data for CHTR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:48,969, data_manager.py, 83, INFO, Saving data for CHTR by year\n", + "2024-10-25 13:39:48,969, data_manager.py, 83, INFO, Saving data for CHTR by year\n", + "2024-10-25 13:39:49,807, data_manager.py, 73, INFO, Processing ticker CVX\n", + "2024-10-25 13:39:49,807, data_manager.py, 73, INFO, Processing ticker CVX\n", + "2024-10-25 13:39:49,811, data_manager.py, 109, INFO, Getting stock price data for CVX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:49,811, data_manager.py, 109, INFO, Getting stock price data for CVX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:50,191, data_manager.py, 83, INFO, Saving data for CVX by year\n", + "2024-10-25 13:39:50,191, data_manager.py, 83, INFO, Saving data for CVX by year\n", + "2024-10-25 13:39:51,642, data_manager.py, 73, INFO, Processing ticker CMG\n", + "2024-10-25 13:39:51,642, data_manager.py, 73, INFO, Processing ticker CMG\n", + "2024-10-25 13:39:51,643, data_manager.py, 109, INFO, Getting stock price data for CMG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:51,643, data_manager.py, 109, INFO, Getting stock price data for CMG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:51,954, data_manager.py, 83, INFO, Saving data for CMG by year\n", + "2024-10-25 13:39:51,954, data_manager.py, 83, INFO, Saving data for CMG by year\n", + "2024-10-25 13:39:53,027, data_manager.py, 73, INFO, Processing ticker CB\n", + "2024-10-25 13:39:53,027, data_manager.py, 73, INFO, Processing ticker CB\n", + "2024-10-25 13:39:53,030, data_manager.py, 109, INFO, Getting stock price data for CB from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:53,030, data_manager.py, 109, INFO, Getting stock price data for CB from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:53,525, data_manager.py, 83, INFO, Saving data for CB by year\n", + "2024-10-25 13:39:53,525, data_manager.py, 83, INFO, Saving data for CB by year\n", + "2024-10-25 13:39:54,965, data_manager.py, 73, INFO, Processing ticker CHD\n", + "2024-10-25 13:39:54,965, data_manager.py, 73, INFO, Processing ticker CHD\n", + "2024-10-25 13:39:54,969, data_manager.py, 109, INFO, Getting stock price data for CHD from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:54,969, data_manager.py, 109, INFO, Getting stock price data for CHD from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:55,741, data_manager.py, 83, INFO, Saving data for CHD by year\n", + "2024-10-25 13:39:55,741, data_manager.py, 83, INFO, Saving data for CHD by year\n", + "2024-10-25 13:39:57,484, data_manager.py, 73, INFO, Processing ticker CI\n", + "2024-10-25 13:39:57,484, data_manager.py, 73, INFO, Processing ticker CI\n", + "2024-10-25 13:39:57,487, data_manager.py, 109, INFO, Getting stock price data for CI from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:57,487, data_manager.py, 109, INFO, Getting stock price data for CI from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:39:58,066, data_manager.py, 83, INFO, Saving data for CI by year\n", + "2024-10-25 13:39:58,066, data_manager.py, 83, INFO, Saving data for CI by year\n", + "2024-10-25 13:39:59,748, data_manager.py, 73, INFO, Processing ticker CINF\n", + "2024-10-25 13:39:59,748, data_manager.py, 73, INFO, Processing ticker CINF\n", + "2024-10-25 13:39:59,752, data_manager.py, 109, INFO, Getting stock price data for CINF from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:39:59,752, data_manager.py, 109, INFO, Getting stock price data for CINF from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:00,394, data_manager.py, 83, INFO, Saving data for CINF by year\n", + "2024-10-25 13:40:00,394, data_manager.py, 83, INFO, Saving data for CINF by year\n", + "2024-10-25 13:40:01,879, data_manager.py, 73, INFO, Processing ticker CTAS\n", + "2024-10-25 13:40:01,879, data_manager.py, 73, INFO, Processing ticker CTAS\n", + "2024-10-25 13:40:01,884, data_manager.py, 109, INFO, Getting stock price data for CTAS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:01,884, data_manager.py, 109, INFO, Getting stock price data for CTAS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:02,628, data_manager.py, 83, INFO, Saving data for CTAS by year\n", + "2024-10-25 13:40:02,628, data_manager.py, 83, INFO, Saving data for CTAS by year\n", + "2024-10-25 13:40:04,249, data_manager.py, 73, INFO, Processing ticker CSCO\n", + "2024-10-25 13:40:04,249, data_manager.py, 73, INFO, Processing ticker CSCO\n", + "2024-10-25 13:40:04,252, data_manager.py, 109, INFO, Getting stock price data for CSCO from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:04,252, data_manager.py, 109, INFO, Getting stock price data for CSCO from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:05,009, data_manager.py, 83, INFO, Saving data for CSCO by year\n", + "2024-10-25 13:40:05,009, data_manager.py, 83, INFO, Saving data for CSCO by year\n", + "2024-10-25 13:40:06,478, data_manager.py, 73, INFO, Processing ticker C\n", + "2024-10-25 13:40:06,478, data_manager.py, 73, INFO, Processing ticker C\n", + "2024-10-25 13:40:06,482, data_manager.py, 109, INFO, Getting stock price data for C from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:06,482, data_manager.py, 109, INFO, Getting stock price data for C from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:07,036, data_manager.py, 83, INFO, Saving data for C by year\n", + "2024-10-25 13:40:07,036, data_manager.py, 83, INFO, Saving data for C by year\n", + "2024-10-25 13:40:08,495, data_manager.py, 73, INFO, Processing ticker CFG\n", + "2024-10-25 13:40:08,495, data_manager.py, 73, INFO, Processing ticker CFG\n", + "2024-10-25 13:40:08,499, data_manager.py, 109, INFO, Getting stock price data for CFG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:08,499, data_manager.py, 109, INFO, Getting stock price data for CFG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:08,807, data_manager.py, 83, INFO, Saving data for CFG by year\n", + "2024-10-25 13:40:08,807, data_manager.py, 83, INFO, Saving data for CFG by year\n", + "2024-10-25 13:40:09,480, data_manager.py, 73, INFO, Processing ticker CLX\n", + "2024-10-25 13:40:09,480, data_manager.py, 73, INFO, Processing ticker CLX\n", + "2024-10-25 13:40:09,484, data_manager.py, 109, INFO, Getting stock price data for CLX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:09,484, data_manager.py, 109, INFO, Getting stock price data for CLX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:09,971, data_manager.py, 83, INFO, Saving data for CLX by year\n", + "2024-10-25 13:40:09,971, data_manager.py, 83, INFO, Saving data for CLX by year\n", + "2024-10-25 13:40:11,575, data_manager.py, 73, INFO, Processing ticker CME\n", + "2024-10-25 13:40:11,575, data_manager.py, 73, INFO, Processing ticker CME\n", + "2024-10-25 13:40:11,580, data_manager.py, 109, INFO, Getting stock price data for CME from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:11,580, data_manager.py, 109, INFO, Getting stock price data for CME from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:11,988, data_manager.py, 83, INFO, Saving data for CME by year\n", + "2024-10-25 13:40:11,988, data_manager.py, 83, INFO, Saving data for CME by year\n", + "2024-10-25 13:40:13,348, data_manager.py, 73, INFO, Processing ticker CMS\n", + "2024-10-25 13:40:13,348, data_manager.py, 73, INFO, Processing ticker CMS\n", + "2024-10-25 13:40:13,352, data_manager.py, 109, INFO, Getting stock price data for CMS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:13,352, data_manager.py, 109, INFO, Getting stock price data for CMS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:13,900, data_manager.py, 83, INFO, Saving data for CMS by year\n", + "2024-10-25 13:40:13,900, data_manager.py, 83, INFO, Saving data for CMS by year\n", + "2024-10-25 13:40:15,348, data_manager.py, 73, INFO, Processing ticker KO\n", + "2024-10-25 13:40:15,348, data_manager.py, 73, INFO, Processing ticker KO\n", + "2024-10-25 13:40:15,351, data_manager.py, 109, INFO, Getting stock price data for KO from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:15,351, data_manager.py, 109, INFO, Getting stock price data for KO from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:16,124, data_manager.py, 83, INFO, Saving data for KO by year\n", + "2024-10-25 13:40:16,124, data_manager.py, 83, INFO, Saving data for KO by year\n", + "2024-10-25 13:40:17,633, data_manager.py, 73, INFO, Processing ticker CTSH\n", + "2024-10-25 13:40:17,633, data_manager.py, 73, INFO, Processing ticker CTSH\n", + "2024-10-25 13:40:17,635, data_manager.py, 109, INFO, Getting stock price data for CTSH from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:17,635, data_manager.py, 109, INFO, Getting stock price data for CTSH from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:18,111, data_manager.py, 83, INFO, Saving data for CTSH by year\n", + "2024-10-25 13:40:18,111, data_manager.py, 83, INFO, Saving data for CTSH by year\n", + "2024-10-25 13:40:19,726, data_manager.py, 73, INFO, Processing ticker CL\n", + "2024-10-25 13:40:19,726, data_manager.py, 73, INFO, Processing ticker CL\n", + "2024-10-25 13:40:19,729, data_manager.py, 109, INFO, Getting stock price data for CL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:19,729, data_manager.py, 109, INFO, Getting stock price data for CL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:20,449, data_manager.py, 83, INFO, Saving data for CL by year\n", + "2024-10-25 13:40:20,449, data_manager.py, 83, INFO, Saving data for CL by year\n", + "2024-10-25 13:40:21,903, data_manager.py, 73, INFO, Processing ticker CMCSA\n", + "2024-10-25 13:40:21,903, data_manager.py, 73, INFO, Processing ticker CMCSA\n", + "2024-10-25 13:40:21,907, data_manager.py, 109, INFO, Getting stock price data for CMCSA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:21,907, data_manager.py, 109, INFO, Getting stock price data for CMCSA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:22,590, data_manager.py, 83, INFO, Saving data for CMCSA by year\n", + "2024-10-25 13:40:22,590, data_manager.py, 83, INFO, Saving data for CMCSA by year\n", + "2024-10-25 13:40:24,086, data_manager.py, 73, INFO, Processing ticker CMA\n", + "2024-10-25 13:40:24,086, data_manager.py, 73, INFO, Processing ticker CMA\n", + "2024-10-25 13:40:24,088, data_manager.py, 109, INFO, Getting stock price data for CMA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:24,088, data_manager.py, 109, INFO, Getting stock price data for CMA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:24,550, data_manager.py, 83, INFO, Saving data for CMA by year\n", + "2024-10-25 13:40:24,550, data_manager.py, 83, INFO, Saving data for CMA by year\n", + "2024-10-25 13:40:25,975, data_manager.py, 73, INFO, Processing ticker CAG\n", + "2024-10-25 13:40:25,975, data_manager.py, 73, INFO, Processing ticker CAG\n", + "2024-10-25 13:40:25,979, data_manager.py, 109, INFO, Getting stock price data for CAG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:25,979, data_manager.py, 109, INFO, Getting stock price data for CAG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:26,882, data_manager.py, 83, INFO, Saving data for CAG by year\n", + "2024-10-25 13:40:26,882, data_manager.py, 83, INFO, Saving data for CAG by year\n", + "2024-10-25 13:40:28,471, data_manager.py, 73, INFO, Processing ticker COP\n", + "2024-10-25 13:40:28,471, data_manager.py, 73, INFO, Processing ticker COP\n", + "2024-10-25 13:40:28,473, data_manager.py, 109, INFO, Getting stock price data for COP from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:28,473, data_manager.py, 109, INFO, Getting stock price data for COP from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:29,226, data_manager.py, 83, INFO, Saving data for COP by year\n", + "2024-10-25 13:40:29,226, data_manager.py, 83, INFO, Saving data for COP by year\n", + "2024-10-25 13:40:30,675, data_manager.py, 73, INFO, Processing ticker ED\n", + "2024-10-25 13:40:30,675, data_manager.py, 73, INFO, Processing ticker ED\n", + "2024-10-25 13:40:30,678, data_manager.py, 109, INFO, Getting stock price data for ED from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:30,678, data_manager.py, 109, INFO, Getting stock price data for ED from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:31,379, data_manager.py, 83, INFO, Saving data for ED by year\n", + "2024-10-25 13:40:31,379, data_manager.py, 83, INFO, Saving data for ED by year\n", + "2024-10-25 13:40:32,833, data_manager.py, 73, INFO, Processing ticker STZ\n", + "2024-10-25 13:40:32,833, data_manager.py, 73, INFO, Processing ticker STZ\n", + "2024-10-25 13:40:32,835, data_manager.py, 109, INFO, Getting stock price data for STZ from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:32,835, data_manager.py, 109, INFO, Getting stock price data for STZ from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:33,513, data_manager.py, 83, INFO, Saving data for STZ by year\n", + "2024-10-25 13:40:33,513, data_manager.py, 83, INFO, Saving data for STZ by year\n", + "2024-10-25 13:40:35,014, data_manager.py, 73, INFO, Processing ticker CEG\n", + "2024-10-25 13:40:35,014, data_manager.py, 73, INFO, Processing ticker CEG\n", + "2024-10-25 13:40:35,016, data_manager.py, 109, INFO, Getting stock price data for CEG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:35,016, data_manager.py, 109, INFO, Getting stock price data for CEG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:35,381, data_manager.py, 83, INFO, Saving data for CEG by year\n", + "2024-10-25 13:40:35,381, data_manager.py, 83, INFO, Saving data for CEG by year\n", + "2024-10-25 13:40:35,628, data_manager.py, 73, INFO, Processing ticker COO\n", + "2024-10-25 13:40:35,628, data_manager.py, 73, INFO, Processing ticker COO\n", + "2024-10-25 13:40:35,632, data_manager.py, 109, INFO, Getting stock price data for COO from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:35,632, data_manager.py, 109, INFO, Getting stock price data for COO from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:36,201, data_manager.py, 83, INFO, Saving data for COO by year\n", + "2024-10-25 13:40:36,201, data_manager.py, 83, INFO, Saving data for COO by year\n", + "2024-10-25 13:40:37,649, data_manager.py, 73, INFO, Processing ticker CPRT\n", + "2024-10-25 13:40:37,649, data_manager.py, 73, INFO, Processing ticker CPRT\n", + "2024-10-25 13:40:37,653, data_manager.py, 109, INFO, Getting stock price data for CPRT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:37,653, data_manager.py, 109, INFO, Getting stock price data for CPRT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:38,184, data_manager.py, 83, INFO, Saving data for CPRT by year\n", + "2024-10-25 13:40:38,184, data_manager.py, 83, INFO, Saving data for CPRT by year\n", + "2024-10-25 13:40:39,866, data_manager.py, 73, INFO, Processing ticker GLW\n", + "2024-10-25 13:40:39,866, data_manager.py, 73, INFO, Processing ticker GLW\n", + "2024-10-25 13:40:39,871, data_manager.py, 109, INFO, Getting stock price data for GLW from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:39,871, data_manager.py, 109, INFO, Getting stock price data for GLW from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:40,681, data_manager.py, 83, INFO, Saving data for GLW by year\n", + "2024-10-25 13:40:40,681, data_manager.py, 83, INFO, Saving data for GLW by year\n", + "2024-10-25 13:40:42,137, data_manager.py, 73, INFO, Processing ticker CTVA\n", + "2024-10-25 13:40:42,137, data_manager.py, 73, INFO, Processing ticker CTVA\n", + "2024-10-25 13:40:42,139, data_manager.py, 109, INFO, Getting stock price data for CTVA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:42,139, data_manager.py, 109, INFO, Getting stock price data for CTVA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:42,544, data_manager.py, 83, INFO, Saving data for CTVA by year\n", + "2024-10-25 13:40:42,544, data_manager.py, 83, INFO, Saving data for CTVA by year\n", + "2024-10-25 13:40:42,894, data_manager.py, 73, INFO, Processing ticker CSGP\n", + "2024-10-25 13:40:42,894, data_manager.py, 73, INFO, Processing ticker CSGP\n", + "2024-10-25 13:40:42,897, data_manager.py, 109, INFO, Getting stock price data for CSGP from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:42,897, data_manager.py, 109, INFO, Getting stock price data for CSGP from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:43,280, data_manager.py, 83, INFO, Saving data for CSGP by year\n", + "2024-10-25 13:40:43,280, data_manager.py, 83, INFO, Saving data for CSGP by year\n", + "2024-10-25 13:40:44,697, data_manager.py, 73, INFO, Processing ticker COST\n", + "2024-10-25 13:40:44,697, data_manager.py, 73, INFO, Processing ticker COST\n", + "2024-10-25 13:40:44,699, data_manager.py, 109, INFO, Getting stock price data for COST from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:44,699, data_manager.py, 109, INFO, Getting stock price data for COST from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:45,162, data_manager.py, 83, INFO, Saving data for COST by year\n", + "2024-10-25 13:40:45,162, data_manager.py, 83, INFO, Saving data for COST by year\n", + "2024-10-25 13:40:46,728, data_manager.py, 73, INFO, Processing ticker CTRA\n", + "2024-10-25 13:40:46,728, data_manager.py, 73, INFO, Processing ticker CTRA\n", + "2024-10-25 13:40:46,731, data_manager.py, 109, INFO, Getting stock price data for CTRA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:46,731, data_manager.py, 109, INFO, Getting stock price data for CTRA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:47,263, data_manager.py, 83, INFO, Saving data for CTRA by year\n", + "2024-10-25 13:40:47,263, data_manager.py, 83, INFO, Saving data for CTRA by year\n", + "2024-10-25 13:40:48,710, data_manager.py, 73, INFO, Processing ticker CCI\n", + "2024-10-25 13:40:48,710, data_manager.py, 73, INFO, Processing ticker CCI\n", + "2024-10-25 13:40:48,714, data_manager.py, 109, INFO, Getting stock price data for CCI from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:48,714, data_manager.py, 109, INFO, Getting stock price data for CCI from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:49,106, data_manager.py, 83, INFO, Saving data for CCI by year\n", + "2024-10-25 13:40:49,106, data_manager.py, 83, INFO, Saving data for CCI by year\n", + "2024-10-25 13:40:50,537, data_manager.py, 73, INFO, Processing ticker CSX\n", + "2024-10-25 13:40:50,537, data_manager.py, 73, INFO, Processing ticker CSX\n", + "2024-10-25 13:40:50,540, data_manager.py, 109, INFO, Getting stock price data for CSX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:50,540, data_manager.py, 109, INFO, Getting stock price data for CSX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:51,411, data_manager.py, 83, INFO, Saving data for CSX by year\n", + "2024-10-25 13:40:51,411, data_manager.py, 83, INFO, Saving data for CSX by year\n", + "2024-10-25 13:40:52,906, data_manager.py, 73, INFO, Processing ticker CMI\n", + "2024-10-25 13:40:52,906, data_manager.py, 73, INFO, Processing ticker CMI\n", + "2024-10-25 13:40:52,908, data_manager.py, 109, INFO, Getting stock price data for CMI from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:52,908, data_manager.py, 109, INFO, Getting stock price data for CMI from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:53,500, data_manager.py, 83, INFO, Saving data for CMI by year\n", + "2024-10-25 13:40:53,500, data_manager.py, 83, INFO, Saving data for CMI by year\n", + "2024-10-25 13:40:55,025, data_manager.py, 73, INFO, Processing ticker CVS\n", + "2024-10-25 13:40:55,025, data_manager.py, 73, INFO, Processing ticker CVS\n", + "2024-10-25 13:40:55,030, data_manager.py, 109, INFO, Getting stock price data for CVS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:55,030, data_manager.py, 109, INFO, Getting stock price data for CVS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:55,590, data_manager.py, 83, INFO, Saving data for CVS by year\n", + "2024-10-25 13:40:55,590, data_manager.py, 83, INFO, Saving data for CVS by year\n", + "2024-10-25 13:40:57,070, data_manager.py, 73, INFO, Processing ticker DHR\n", + "2024-10-25 13:40:57,070, data_manager.py, 73, INFO, Processing ticker DHR\n", + "2024-10-25 13:40:57,074, data_manager.py, 109, INFO, Getting stock price data for DHR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:57,074, data_manager.py, 109, INFO, Getting stock price data for DHR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:58,041, data_manager.py, 83, INFO, Saving data for DHR by year\n", + "2024-10-25 13:40:58,041, data_manager.py, 83, INFO, Saving data for DHR by year\n", + "2024-10-25 13:40:59,473, data_manager.py, 73, INFO, Processing ticker DRI\n", + "2024-10-25 13:40:59,473, data_manager.py, 73, INFO, Processing ticker DRI\n", + "2024-10-25 13:40:59,475, data_manager.py, 109, INFO, Getting stock price data for DRI from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:40:59,475, data_manager.py, 109, INFO, Getting stock price data for DRI from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:40:59,996, data_manager.py, 83, INFO, Saving data for DRI by year\n", + "2024-10-25 13:40:59,996, data_manager.py, 83, INFO, Saving data for DRI by year\n", + "2024-10-25 13:41:01,580, data_manager.py, 73, INFO, Processing ticker DVA\n", + "2024-10-25 13:41:01,580, data_manager.py, 73, INFO, Processing ticker DVA\n", + "2024-10-25 13:41:01,583, data_manager.py, 109, INFO, Getting stock price data for DVA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:01,583, data_manager.py, 109, INFO, Getting stock price data for DVA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:01,931, data_manager.py, 83, INFO, Saving data for DVA by year\n", + "2024-10-25 13:41:01,931, data_manager.py, 83, INFO, Saving data for DVA by year\n", + "2024-10-25 13:41:03,374, data_manager.py, 73, INFO, Processing ticker DAY\n", + "2024-10-25 13:41:03,374, data_manager.py, 73, INFO, Processing ticker DAY\n", + "2024-10-25 13:41:03,378, data_manager.py, 109, INFO, Getting stock price data for DAY from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:03,378, data_manager.py, 109, INFO, Getting stock price data for DAY from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:03,582, data_manager.py, 83, INFO, Saving data for DAY by year\n", + "2024-10-25 13:41:03,582, data_manager.py, 83, INFO, Saving data for DAY by year\n", + "2024-10-25 13:41:04,000, data_manager.py, 73, INFO, Processing ticker DE\n", + "2024-10-25 13:41:04,000, data_manager.py, 73, INFO, Processing ticker DE\n", + "2024-10-25 13:41:04,004, data_manager.py, 109, INFO, Getting stock price data for DE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:04,004, data_manager.py, 109, INFO, Getting stock price data for DE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:04,680, data_manager.py, 83, INFO, Saving data for DE by year\n", + "2024-10-25 13:41:04,680, data_manager.py, 83, INFO, Saving data for DE by year\n", + "2024-10-25 13:41:06,191, data_manager.py, 73, INFO, Processing ticker DAL\n", + "2024-10-25 13:41:06,191, data_manager.py, 73, INFO, Processing ticker DAL\n", + "2024-10-25 13:41:06,195, data_manager.py, 109, INFO, Getting stock price data for DAL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:06,195, data_manager.py, 109, INFO, Getting stock price data for DAL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:06,670, data_manager.py, 83, INFO, Saving data for DAL by year\n", + "2024-10-25 13:41:06,670, data_manager.py, 83, INFO, Saving data for DAL by year\n", + "2024-10-25 13:41:07,975, data_manager.py, 73, INFO, Processing ticker XRAY\n", + "2024-10-25 13:41:07,975, data_manager.py, 73, INFO, Processing ticker XRAY\n", + "2024-10-25 13:41:07,977, data_manager.py, 109, INFO, Getting stock price data for XRAY from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:07,977, data_manager.py, 109, INFO, Getting stock price data for XRAY from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:08,395, data_manager.py, 83, INFO, Saving data for XRAY by year\n", + "2024-10-25 13:41:08,395, data_manager.py, 83, INFO, Saving data for XRAY by year\n", + "2024-10-25 13:41:09,857, data_manager.py, 73, INFO, Processing ticker DVN\n", + "2024-10-25 13:41:09,857, data_manager.py, 73, INFO, Processing ticker DVN\n", + "2024-10-25 13:41:09,861, data_manager.py, 109, INFO, Getting stock price data for DVN from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:09,861, data_manager.py, 109, INFO, Getting stock price data for DVN from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:10,598, data_manager.py, 83, INFO, Saving data for DVN by year\n", + "2024-10-25 13:41:10,598, data_manager.py, 83, INFO, Saving data for DVN by year\n", + "2024-10-25 13:41:12,210, data_manager.py, 73, INFO, Processing ticker DXCM\n", + "2024-10-25 13:41:12,210, data_manager.py, 73, INFO, Processing ticker DXCM\n", + "2024-10-25 13:41:12,213, data_manager.py, 109, INFO, Getting stock price data for DXCM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:12,213, data_manager.py, 109, INFO, Getting stock price data for DXCM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:12,617, data_manager.py, 83, INFO, Saving data for DXCM by year\n", + "2024-10-25 13:41:12,617, data_manager.py, 83, INFO, Saving data for DXCM by year\n", + "2024-10-25 13:41:13,785, data_manager.py, 73, INFO, Processing ticker FANG\n", + "2024-10-25 13:41:13,785, data_manager.py, 73, INFO, Processing ticker FANG\n", + "2024-10-25 13:41:13,788, data_manager.py, 109, INFO, Getting stock price data for FANG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:13,788, data_manager.py, 109, INFO, Getting stock price data for FANG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:14,097, data_manager.py, 83, INFO, Saving data for FANG by year\n", + "2024-10-25 13:41:14,097, data_manager.py, 83, INFO, Saving data for FANG by year\n", + "2024-10-25 13:41:14,870, data_manager.py, 73, INFO, Processing ticker DLR\n", + "2024-10-25 13:41:14,870, data_manager.py, 73, INFO, Processing ticker DLR\n", + "2024-10-25 13:41:14,873, data_manager.py, 109, INFO, Getting stock price data for DLR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:14,873, data_manager.py, 109, INFO, Getting stock price data for DLR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:15,614, data_manager.py, 83, INFO, Saving data for DLR by year\n", + "2024-10-25 13:41:15,614, data_manager.py, 83, INFO, Saving data for DLR by year\n", + "2024-10-25 13:41:16,838, data_manager.py, 73, INFO, Processing ticker DFS\n", + "2024-10-25 13:41:16,838, data_manager.py, 73, INFO, Processing ticker DFS\n", + "2024-10-25 13:41:16,842, data_manager.py, 109, INFO, Getting stock price data for DFS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:16,842, data_manager.py, 109, INFO, Getting stock price data for DFS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:17,475, data_manager.py, 83, INFO, Saving data for DFS by year\n", + "2024-10-25 13:41:17,475, data_manager.py, 83, INFO, Saving data for DFS by year\n", + "2024-10-25 13:41:18,513, data_manager.py, 73, INFO, Processing ticker DG\n", + "2024-10-25 13:41:18,513, data_manager.py, 73, INFO, Processing ticker DG\n", + "2024-10-25 13:41:18,517, data_manager.py, 109, INFO, Getting stock price data for DG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:18,517, data_manager.py, 109, INFO, Getting stock price data for DG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:18,891, data_manager.py, 83, INFO, Saving data for DG by year\n", + "2024-10-25 13:41:18,891, data_manager.py, 83, INFO, Saving data for DG by year\n", + "2024-10-25 13:41:19,859, data_manager.py, 73, INFO, Processing ticker DLTR\n", + "2024-10-25 13:41:19,859, data_manager.py, 73, INFO, Processing ticker DLTR\n", + "2024-10-25 13:41:19,862, data_manager.py, 109, INFO, Getting stock price data for DLTR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:19,862, data_manager.py, 109, INFO, Getting stock price data for DLTR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:20,339, data_manager.py, 83, INFO, Saving data for DLTR by year\n", + "2024-10-25 13:41:20,339, data_manager.py, 83, INFO, Saving data for DLTR by year\n", + "2024-10-25 13:41:21,857, data_manager.py, 73, INFO, Processing ticker D\n", + "2024-10-25 13:41:21,857, data_manager.py, 73, INFO, Processing ticker D\n", + "2024-10-25 13:41:21,859, data_manager.py, 109, INFO, Getting stock price data for D from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:21,859, data_manager.py, 109, INFO, Getting stock price data for D from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:22,517, data_manager.py, 83, INFO, Saving data for D by year\n", + "2024-10-25 13:41:22,517, data_manager.py, 83, INFO, Saving data for D by year\n", + "2024-10-25 13:41:24,000, data_manager.py, 73, INFO, Processing ticker DPZ\n", + "2024-10-25 13:41:24,000, data_manager.py, 73, INFO, Processing ticker DPZ\n", + "2024-10-25 13:41:24,002, data_manager.py, 109, INFO, Getting stock price data for DPZ from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:24,002, data_manager.py, 109, INFO, Getting stock price data for DPZ from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:24,468, data_manager.py, 83, INFO, Saving data for DPZ by year\n", + "2024-10-25 13:41:24,468, data_manager.py, 83, INFO, Saving data for DPZ by year\n", + "2024-10-25 13:41:25,674, data_manager.py, 73, INFO, Processing ticker DOV\n", + "2024-10-25 13:41:25,674, data_manager.py, 73, INFO, Processing ticker DOV\n", + "2024-10-25 13:41:25,678, data_manager.py, 109, INFO, Getting stock price data for DOV from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:25,678, data_manager.py, 109, INFO, Getting stock price data for DOV from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:26,335, data_manager.py, 83, INFO, Saving data for DOV by year\n", + "2024-10-25 13:41:26,335, data_manager.py, 83, INFO, Saving data for DOV by year\n", + "2024-10-25 13:41:27,792, data_manager.py, 73, INFO, Processing ticker DOW\n", + "2024-10-25 13:41:27,792, data_manager.py, 73, INFO, Processing ticker DOW\n", + "2024-10-25 13:41:27,794, data_manager.py, 109, INFO, Getting stock price data for DOW from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:27,794, data_manager.py, 109, INFO, Getting stock price data for DOW from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:28,057, data_manager.py, 83, INFO, Saving data for DOW by year\n", + "2024-10-25 13:41:28,057, data_manager.py, 83, INFO, Saving data for DOW by year\n", + "2024-10-25 13:41:28,409, data_manager.py, 73, INFO, Processing ticker DHI\n", + "2024-10-25 13:41:28,409, data_manager.py, 73, INFO, Processing ticker DHI\n", + "2024-10-25 13:41:28,412, data_manager.py, 109, INFO, Getting stock price data for DHI from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:28,412, data_manager.py, 109, INFO, Getting stock price data for DHI from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:29,234, data_manager.py, 83, INFO, Saving data for DHI by year\n", + "2024-10-25 13:41:29,234, data_manager.py, 83, INFO, Saving data for DHI by year\n", + "2024-10-25 13:41:30,712, data_manager.py, 73, INFO, Processing ticker DTE\n", + "2024-10-25 13:41:30,712, data_manager.py, 73, INFO, Processing ticker DTE\n", + "2024-10-25 13:41:30,715, data_manager.py, 109, INFO, Getting stock price data for DTE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:30,715, data_manager.py, 109, INFO, Getting stock price data for DTE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:31,341, data_manager.py, 83, INFO, Saving data for DTE by year\n", + "2024-10-25 13:41:31,341, data_manager.py, 83, INFO, Saving data for DTE by year\n", + "2024-10-25 13:41:32,840, data_manager.py, 73, INFO, Processing ticker DUK\n", + "2024-10-25 13:41:32,840, data_manager.py, 73, INFO, Processing ticker DUK\n", + "2024-10-25 13:41:32,844, data_manager.py, 109, INFO, Getting stock price data for DUK from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:32,844, data_manager.py, 109, INFO, Getting stock price data for DUK from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:33,679, data_manager.py, 83, INFO, Saving data for DUK by year\n", + "2024-10-25 13:41:33,679, data_manager.py, 83, INFO, Saving data for DUK by year\n", + "2024-10-25 13:41:35,183, data_manager.py, 73, INFO, Processing ticker DD\n", + "2024-10-25 13:41:35,183, data_manager.py, 73, INFO, Processing ticker DD\n", + "2024-10-25 13:41:35,188, data_manager.py, 109, INFO, Getting stock price data for DD from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:35,188, data_manager.py, 109, INFO, Getting stock price data for DD from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:36,030, data_manager.py, 83, INFO, Saving data for DD by year\n", + "2024-10-25 13:41:36,030, data_manager.py, 83, INFO, Saving data for DD by year\n", + "2024-10-25 13:41:37,547, data_manager.py, 73, INFO, Processing ticker EMN\n", + "2024-10-25 13:41:37,547, data_manager.py, 73, INFO, Processing ticker EMN\n", + "2024-10-25 13:41:37,550, data_manager.py, 109, INFO, Getting stock price data for EMN from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:37,550, data_manager.py, 109, INFO, Getting stock price data for EMN from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:38,295, data_manager.py, 83, INFO, Saving data for EMN by year\n", + "2024-10-25 13:41:38,295, data_manager.py, 83, INFO, Saving data for EMN by year\n", + "2024-10-25 13:41:39,826, data_manager.py, 73, INFO, Processing ticker ETN\n", + "2024-10-25 13:41:39,826, data_manager.py, 73, INFO, Processing ticker ETN\n", + "2024-10-25 13:41:39,829, data_manager.py, 109, INFO, Getting stock price data for ETN from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:39,829, data_manager.py, 109, INFO, Getting stock price data for ETN from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:40,526, data_manager.py, 83, INFO, Saving data for ETN by year\n", + "2024-10-25 13:41:40,526, data_manager.py, 83, INFO, Saving data for ETN by year\n", + "2024-10-25 13:41:41,997, data_manager.py, 73, INFO, Processing ticker EBAY\n", + "2024-10-25 13:41:41,997, data_manager.py, 73, INFO, Processing ticker EBAY\n", + "2024-10-25 13:41:42,002, data_manager.py, 109, INFO, Getting stock price data for EBAY from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:42,002, data_manager.py, 109, INFO, Getting stock price data for EBAY from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:42,599, data_manager.py, 83, INFO, Saving data for EBAY by year\n", + "2024-10-25 13:41:42,599, data_manager.py, 83, INFO, Saving data for EBAY by year\n", + "2024-10-25 13:41:44,072, data_manager.py, 73, INFO, Processing ticker ECL\n", + "2024-10-25 13:41:44,072, data_manager.py, 73, INFO, Processing ticker ECL\n", + "2024-10-25 13:41:44,076, data_manager.py, 109, INFO, Getting stock price data for ECL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:44,076, data_manager.py, 109, INFO, Getting stock price data for ECL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:44,569, data_manager.py, 83, INFO, Saving data for ECL by year\n", + "2024-10-25 13:41:44,569, data_manager.py, 83, INFO, Saving data for ECL by year\n", + "2024-10-25 13:41:46,000, data_manager.py, 73, INFO, Processing ticker EIX\n", + "2024-10-25 13:41:46,000, data_manager.py, 73, INFO, Processing ticker EIX\n", + "2024-10-25 13:41:46,003, data_manager.py, 109, INFO, Getting stock price data for EIX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:46,003, data_manager.py, 109, INFO, Getting stock price data for EIX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:46,484, data_manager.py, 83, INFO, Saving data for EIX by year\n", + "2024-10-25 13:41:46,484, data_manager.py, 83, INFO, Saving data for EIX by year\n", + "2024-10-25 13:41:47,988, data_manager.py, 73, INFO, Processing ticker EW\n", + "2024-10-25 13:41:47,988, data_manager.py, 73, INFO, Processing ticker EW\n", + "2024-10-25 13:41:47,991, data_manager.py, 109, INFO, Getting stock price data for EW from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:47,991, data_manager.py, 109, INFO, Getting stock price data for EW from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:48,313, data_manager.py, 83, INFO, Saving data for EW by year\n", + "2024-10-25 13:41:48,313, data_manager.py, 83, INFO, Saving data for EW by year\n", + "2024-10-25 13:41:49,785, data_manager.py, 73, INFO, Processing ticker EA\n", + "2024-10-25 13:41:49,785, data_manager.py, 73, INFO, Processing ticker EA\n", + "2024-10-25 13:41:49,787, data_manager.py, 109, INFO, Getting stock price data for EA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:49,787, data_manager.py, 109, INFO, Getting stock price data for EA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:50,310, data_manager.py, 83, INFO, Saving data for EA by year\n", + "2024-10-25 13:41:50,310, data_manager.py, 83, INFO, Saving data for EA by year\n", + "2024-10-25 13:41:51,864, data_manager.py, 73, INFO, Processing ticker ELV\n", + "2024-10-25 13:41:51,864, data_manager.py, 73, INFO, Processing ticker ELV\n", + "2024-10-25 13:41:51,866, data_manager.py, 109, INFO, Getting stock price data for ELV from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:51,866, data_manager.py, 109, INFO, Getting stock price data for ELV from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:52,424, data_manager.py, 83, INFO, Saving data for ELV by year\n", + "2024-10-25 13:41:52,424, data_manager.py, 83, INFO, Saving data for ELV by year\n", + "2024-10-25 13:41:53,982, data_manager.py, 73, INFO, Processing ticker LLY\n", + "2024-10-25 13:41:53,982, data_manager.py, 73, INFO, Processing ticker LLY\n", + "2024-10-25 13:41:53,985, data_manager.py, 109, INFO, Getting stock price data for LLY from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:53,985, data_manager.py, 109, INFO, Getting stock price data for LLY from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:54,581, data_manager.py, 83, INFO, Saving data for LLY by year\n", + "2024-10-25 13:41:54,581, data_manager.py, 83, INFO, Saving data for LLY by year\n", + "2024-10-25 13:41:55,993, data_manager.py, 73, INFO, Processing ticker EMR\n", + "2024-10-25 13:41:55,993, data_manager.py, 73, INFO, Processing ticker EMR\n", + "2024-10-25 13:41:55,995, data_manager.py, 109, INFO, Getting stock price data for EMR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:55,995, data_manager.py, 109, INFO, Getting stock price data for EMR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:56,856, data_manager.py, 83, INFO, Saving data for EMR by year\n", + "2024-10-25 13:41:56,856, data_manager.py, 83, INFO, Saving data for EMR by year\n", + "2024-10-25 13:41:58,477, data_manager.py, 73, INFO, Processing ticker ENPH\n", + "2024-10-25 13:41:58,477, data_manager.py, 73, INFO, Processing ticker ENPH\n", + "2024-10-25 13:41:58,481, data_manager.py, 109, INFO, Getting stock price data for ENPH from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:58,481, data_manager.py, 109, INFO, Getting stock price data for ENPH from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:41:58,860, data_manager.py, 83, INFO, Saving data for ENPH by year\n", + "2024-10-25 13:41:58,860, data_manager.py, 83, INFO, Saving data for ENPH by year\n", + "2024-10-25 13:41:59,629, data_manager.py, 73, INFO, Processing ticker ETR\n", + "2024-10-25 13:41:59,629, data_manager.py, 73, INFO, Processing ticker ETR\n", + "2024-10-25 13:41:59,633, data_manager.py, 109, INFO, Getting stock price data for ETR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:41:59,633, data_manager.py, 109, INFO, Getting stock price data for ETR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:00,445, data_manager.py, 83, INFO, Saving data for ETR by year\n", + "2024-10-25 13:42:00,445, data_manager.py, 83, INFO, Saving data for ETR by year\n", + "2024-10-25 13:42:01,955, data_manager.py, 73, INFO, Processing ticker EOG\n", + "2024-10-25 13:42:01,955, data_manager.py, 73, INFO, Processing ticker EOG\n", + "2024-10-25 13:42:01,957, data_manager.py, 109, INFO, Getting stock price data for EOG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:01,957, data_manager.py, 109, INFO, Getting stock price data for EOG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:02,518, data_manager.py, 83, INFO, Saving data for EOG by year\n", + "2024-10-25 13:42:02,518, data_manager.py, 83, INFO, Saving data for EOG by year\n", + "2024-10-25 13:42:04,135, data_manager.py, 73, INFO, Processing ticker EPAM\n", + "2024-10-25 13:42:04,135, data_manager.py, 73, INFO, Processing ticker EPAM\n", + "2024-10-25 13:42:04,138, data_manager.py, 109, INFO, Getting stock price data for EPAM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:04,138, data_manager.py, 109, INFO, Getting stock price data for EPAM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:04,497, data_manager.py, 83, INFO, Saving data for EPAM by year\n", + "2024-10-25 13:42:04,497, data_manager.py, 83, INFO, Saving data for EPAM by year\n", + "2024-10-25 13:42:05,392, data_manager.py, 73, INFO, Processing ticker EQT\n", + "2024-10-25 13:42:05,392, data_manager.py, 73, INFO, Processing ticker EQT\n", + "2024-10-25 13:42:05,395, data_manager.py, 109, INFO, Getting stock price data for EQT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:05,395, data_manager.py, 109, INFO, Getting stock price data for EQT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:06,014, data_manager.py, 83, INFO, Saving data for EQT by year\n", + "2024-10-25 13:42:06,014, data_manager.py, 83, INFO, Saving data for EQT by year\n", + "2024-10-25 13:42:07,483, data_manager.py, 73, INFO, Processing ticker EFX\n", + "2024-10-25 13:42:07,483, data_manager.py, 73, INFO, Processing ticker EFX\n", + "2024-10-25 13:42:07,487, data_manager.py, 109, INFO, Getting stock price data for EFX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:07,487, data_manager.py, 109, INFO, Getting stock price data for EFX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:08,108, data_manager.py, 83, INFO, Saving data for EFX by year\n", + "2024-10-25 13:42:08,108, data_manager.py, 83, INFO, Saving data for EFX by year\n", + "2024-10-25 13:42:09,606, data_manager.py, 73, INFO, Processing ticker EQIX\n", + "2024-10-25 13:42:09,606, data_manager.py, 73, INFO, Processing ticker EQIX\n", + "2024-10-25 13:42:09,609, data_manager.py, 109, INFO, Getting stock price data for EQIX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:09,609, data_manager.py, 109, INFO, Getting stock price data for EQIX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:10,054, data_manager.py, 83, INFO, Saving data for EQIX by year\n", + "2024-10-25 13:42:10,054, data_manager.py, 83, INFO, Saving data for EQIX by year\n", + "2024-10-25 13:42:11,788, data_manager.py, 73, INFO, Processing ticker EQR\n", + "2024-10-25 13:42:11,788, data_manager.py, 73, INFO, Processing ticker EQR\n", + "2024-10-25 13:42:11,793, data_manager.py, 109, INFO, Getting stock price data for EQR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:11,793, data_manager.py, 109, INFO, Getting stock price data for EQR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:12,610, data_manager.py, 83, INFO, Saving data for EQR by year\n", + "2024-10-25 13:42:12,610, data_manager.py, 83, INFO, Saving data for EQR by year\n", + "2024-10-25 13:42:14,216, data_manager.py, 73, INFO, Processing ticker ESS\n", + "2024-10-25 13:42:14,216, data_manager.py, 73, INFO, Processing ticker ESS\n", + "2024-10-25 13:42:14,220, data_manager.py, 109, INFO, Getting stock price data for ESS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:14,220, data_manager.py, 109, INFO, Getting stock price data for ESS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:14,945, data_manager.py, 83, INFO, Saving data for ESS by year\n", + "2024-10-25 13:42:14,945, data_manager.py, 83, INFO, Saving data for ESS by year\n", + "2024-10-25 13:42:16,402, data_manager.py, 73, INFO, Processing ticker EL\n", + "2024-10-25 13:42:16,402, data_manager.py, 73, INFO, Processing ticker EL\n", + "2024-10-25 13:42:16,407, data_manager.py, 109, INFO, Getting stock price data for EL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:16,407, data_manager.py, 109, INFO, Getting stock price data for EL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:16,906, data_manager.py, 83, INFO, Saving data for EL by year\n", + "2024-10-25 13:42:16,906, data_manager.py, 83, INFO, Saving data for EL by year\n", + "2024-10-25 13:42:18,569, data_manager.py, 73, INFO, Processing ticker ETSY\n", + "2024-10-25 13:42:18,569, data_manager.py, 73, INFO, Processing ticker ETSY\n", + "2024-10-25 13:42:18,573, data_manager.py, 109, INFO, Getting stock price data for ETSY from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:18,573, data_manager.py, 109, INFO, Getting stock price data for ETSY from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:18,988, data_manager.py, 83, INFO, Saving data for ETSY by year\n", + "2024-10-25 13:42:18,988, data_manager.py, 83, INFO, Saving data for ETSY by year\n", + "2024-10-25 13:42:19,697, data_manager.py, 73, INFO, Processing ticker EG\n", + "2024-10-25 13:42:19,697, data_manager.py, 73, INFO, Processing ticker EG\n", + "2024-10-25 13:42:19,700, data_manager.py, 109, INFO, Getting stock price data for EG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:19,700, data_manager.py, 109, INFO, Getting stock price data for EG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:20,623, data_manager.py, 83, INFO, Saving data for EG by year\n", + "2024-10-25 13:42:20,623, data_manager.py, 83, INFO, Saving data for EG by year\n", + "2024-10-25 13:42:22,660, data_manager.py, 73, INFO, Processing ticker EVRG\n", + "2024-10-25 13:42:22,660, data_manager.py, 73, INFO, Processing ticker EVRG\n", + "2024-10-25 13:42:22,664, data_manager.py, 109, INFO, Getting stock price data for EVRG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:22,664, data_manager.py, 109, INFO, Getting stock price data for EVRG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:23,305, data_manager.py, 83, INFO, Saving data for EVRG by year\n", + "2024-10-25 13:42:23,305, data_manager.py, 83, INFO, Saving data for EVRG by year\n", + "2024-10-25 13:42:25,085, data_manager.py, 73, INFO, Processing ticker ES\n", + "2024-10-25 13:42:25,085, data_manager.py, 73, INFO, Processing ticker ES\n", + "2024-10-25 13:42:25,088, data_manager.py, 109, INFO, Getting stock price data for ES from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:25,088, data_manager.py, 109, INFO, Getting stock price data for ES from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:25,585, data_manager.py, 83, INFO, Saving data for ES by year\n", + "2024-10-25 13:42:25,585, data_manager.py, 83, INFO, Saving data for ES by year\n", + "2024-10-25 13:42:27,246, data_manager.py, 73, INFO, Processing ticker EXC\n", + "2024-10-25 13:42:27,246, data_manager.py, 73, INFO, Processing ticker EXC\n", + "2024-10-25 13:42:27,248, data_manager.py, 109, INFO, Getting stock price data for EXC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:27,248, data_manager.py, 109, INFO, Getting stock price data for EXC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:27,996, data_manager.py, 83, INFO, Saving data for EXC by year\n", + "2024-10-25 13:42:27,996, data_manager.py, 83, INFO, Saving data for EXC by year\n", + "2024-10-25 13:42:29,684, data_manager.py, 73, INFO, Processing ticker EXPE\n", + "2024-10-25 13:42:29,684, data_manager.py, 73, INFO, Processing ticker EXPE\n", + "2024-10-25 13:42:29,688, data_manager.py, 109, INFO, Getting stock price data for EXPE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:29,688, data_manager.py, 109, INFO, Getting stock price data for EXPE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:30,258, data_manager.py, 83, INFO, Saving data for EXPE by year\n", + "2024-10-25 13:42:30,258, data_manager.py, 83, INFO, Saving data for EXPE by year\n", + "2024-10-25 13:42:31,792, data_manager.py, 73, INFO, Processing ticker EXPD\n", + "2024-10-25 13:42:31,792, data_manager.py, 73, INFO, Processing ticker EXPD\n", + "2024-10-25 13:42:31,795, data_manager.py, 109, INFO, Getting stock price data for EXPD from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:31,795, data_manager.py, 109, INFO, Getting stock price data for EXPD from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:32,561, data_manager.py, 83, INFO, Saving data for EXPD by year\n", + "2024-10-25 13:42:32,561, data_manager.py, 83, INFO, Saving data for EXPD by year\n", + "2024-10-25 13:42:34,302, data_manager.py, 73, INFO, Processing ticker EXR\n", + "2024-10-25 13:42:34,302, data_manager.py, 73, INFO, Processing ticker EXR\n", + "2024-10-25 13:42:34,307, data_manager.py, 109, INFO, Getting stock price data for EXR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:34,307, data_manager.py, 109, INFO, Getting stock price data for EXR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:34,738, data_manager.py, 83, INFO, Saving data for EXR by year\n", + "2024-10-25 13:42:34,738, data_manager.py, 83, INFO, Saving data for EXR by year\n", + "2024-10-25 13:42:36,356, data_manager.py, 73, INFO, Processing ticker XOM\n", + "2024-10-25 13:42:36,356, data_manager.py, 73, INFO, Processing ticker XOM\n", + "2024-10-25 13:42:36,360, data_manager.py, 109, INFO, Getting stock price data for XOM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:36,360, data_manager.py, 109, INFO, Getting stock price data for XOM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:37,201, data_manager.py, 83, INFO, Saving data for XOM by year\n", + "2024-10-25 13:42:37,201, data_manager.py, 83, INFO, Saving data for XOM by year\n", + "2024-10-25 13:42:38,986, data_manager.py, 73, INFO, Processing ticker FFIV\n", + "2024-10-25 13:42:38,986, data_manager.py, 73, INFO, Processing ticker FFIV\n", + "2024-10-25 13:42:38,993, data_manager.py, 109, INFO, Getting stock price data for FFIV from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:38,993, data_manager.py, 109, INFO, Getting stock price data for FFIV from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:39,440, data_manager.py, 83, INFO, Saving data for FFIV by year\n", + "2024-10-25 13:42:39,440, data_manager.py, 83, INFO, Saving data for FFIV by year\n", + "2024-10-25 13:42:41,196, data_manager.py, 73, INFO, Processing ticker FDS\n", + "2024-10-25 13:42:41,196, data_manager.py, 73, INFO, Processing ticker FDS\n", + "2024-10-25 13:42:41,201, data_manager.py, 109, INFO, Getting stock price data for FDS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:41,201, data_manager.py, 109, INFO, Getting stock price data for FDS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:41,854, data_manager.py, 83, INFO, Saving data for FDS by year\n", + "2024-10-25 13:42:41,854, data_manager.py, 83, INFO, Saving data for FDS by year\n", + "2024-10-25 13:42:43,536, data_manager.py, 73, INFO, Processing ticker FICO\n", + "2024-10-25 13:42:43,536, data_manager.py, 73, INFO, Processing ticker FICO\n", + "2024-10-25 13:42:43,539, data_manager.py, 109, INFO, Getting stock price data for FICO from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:43,539, data_manager.py, 109, INFO, Getting stock price data for FICO from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:44,276, data_manager.py, 83, INFO, Saving data for FICO by year\n", + "2024-10-25 13:42:44,276, data_manager.py, 83, INFO, Saving data for FICO by year\n", + "2024-10-25 13:42:46,063, data_manager.py, 73, INFO, Processing ticker FAST\n", + "2024-10-25 13:42:46,063, data_manager.py, 73, INFO, Processing ticker FAST\n", + "2024-10-25 13:42:46,067, data_manager.py, 109, INFO, Getting stock price data for FAST from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:46,067, data_manager.py, 109, INFO, Getting stock price data for FAST from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:46,650, data_manager.py, 83, INFO, Saving data for FAST by year\n", + "2024-10-25 13:42:46,650, data_manager.py, 83, INFO, Saving data for FAST by year\n", + "2024-10-25 13:42:48,342, data_manager.py, 73, INFO, Processing ticker FRT\n", + "2024-10-25 13:42:48,342, data_manager.py, 73, INFO, Processing ticker FRT\n", + "2024-10-25 13:42:48,344, data_manager.py, 109, INFO, Getting stock price data for FRT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:48,344, data_manager.py, 109, INFO, Getting stock price data for FRT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:48,851, data_manager.py, 83, INFO, Saving data for FRT by year\n", + "2024-10-25 13:42:48,851, data_manager.py, 83, INFO, Saving data for FRT by year\n", + "2024-10-25 13:42:50,390, data_manager.py, 73, INFO, Processing ticker FDX\n", + "2024-10-25 13:42:50,390, data_manager.py, 73, INFO, Processing ticker FDX\n", + "2024-10-25 13:42:50,393, data_manager.py, 109, INFO, Getting stock price data for FDX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:50,393, data_manager.py, 109, INFO, Getting stock price data for FDX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:50,779, data_manager.py, 83, INFO, Saving data for FDX by year\n", + "2024-10-25 13:42:50,779, data_manager.py, 83, INFO, Saving data for FDX by year\n", + "2024-10-25 13:42:52,301, data_manager.py, 73, INFO, Processing ticker FIS\n", + "2024-10-25 13:42:52,301, data_manager.py, 73, INFO, Processing ticker FIS\n", + "2024-10-25 13:42:52,303, data_manager.py, 109, INFO, Getting stock price data for FIS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:52,303, data_manager.py, 109, INFO, Getting stock price data for FIS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:52,780, data_manager.py, 83, INFO, Saving data for FIS by year\n", + "2024-10-25 13:42:52,780, data_manager.py, 83, INFO, Saving data for FIS by year\n", + "2024-10-25 13:42:54,407, data_manager.py, 73, INFO, Processing ticker FITB\n", + "2024-10-25 13:42:54,407, data_manager.py, 73, INFO, Processing ticker FITB\n", + "2024-10-25 13:42:54,410, data_manager.py, 109, INFO, Getting stock price data for FITB from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:54,410, data_manager.py, 109, INFO, Getting stock price data for FITB from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:55,001, data_manager.py, 83, INFO, Saving data for FITB by year\n", + "2024-10-25 13:42:55,001, data_manager.py, 83, INFO, Saving data for FITB by year\n", + "2024-10-25 13:42:56,522, data_manager.py, 73, INFO, Processing ticker FSLR\n", + "2024-10-25 13:42:56,522, data_manager.py, 73, INFO, Processing ticker FSLR\n", + "2024-10-25 13:42:56,525, data_manager.py, 109, INFO, Getting stock price data for FSLR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:56,525, data_manager.py, 109, INFO, Getting stock price data for FSLR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:56,798, data_manager.py, 83, INFO, Saving data for FSLR by year\n", + "2024-10-25 13:42:56,798, data_manager.py, 83, INFO, Saving data for FSLR by year\n", + "2024-10-25 13:42:57,970, data_manager.py, 73, INFO, Processing ticker FE\n", + "2024-10-25 13:42:57,970, data_manager.py, 73, INFO, Processing ticker FE\n", + "2024-10-25 13:42:57,974, data_manager.py, 109, INFO, Getting stock price data for FE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:57,974, data_manager.py, 109, INFO, Getting stock price data for FE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:42:58,443, data_manager.py, 83, INFO, Saving data for FE by year\n", + "2024-10-25 13:42:58,443, data_manager.py, 83, INFO, Saving data for FE by year\n", + "2024-10-25 13:42:59,925, data_manager.py, 73, INFO, Processing ticker FI\n", + "2024-10-25 13:42:59,925, data_manager.py, 73, INFO, Processing ticker FI\n", + "2024-10-25 13:42:59,928, data_manager.py, 109, INFO, Getting stock price data for FI from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:42:59,928, data_manager.py, 109, INFO, Getting stock price data for FI from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:00,597, data_manager.py, 83, INFO, Saving data for FI by year\n", + "2024-10-25 13:43:00,597, data_manager.py, 83, INFO, Saving data for FI by year\n", + "2024-10-25 13:43:02,092, data_manager.py, 73, INFO, Processing ticker FLT\n", + "2024-10-25 13:43:02,092, data_manager.py, 73, INFO, Processing ticker FLT\n", + "2024-10-25 13:43:02,095, data_manager.py, 109, INFO, Getting stock price data for FLT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:02,095, data_manager.py, 109, INFO, Getting stock price data for FLT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "\n", + "1 Failed download:\n", + "['FLT']: YFTzMissingError('$%ticker%: possibly delisted; no timezone found')\n", + "2024-10-25 13:43:03,121, data_manager.py, 83, INFO, Saving data for FLT by year\n", + "2024-10-25 13:43:03,121, data_manager.py, 83, INFO, Saving data for FLT by year\n", + "2024-10-25 13:43:03,124, data_manager.py, 101, WARNING, No data found for FLT\n", + "2024-10-25 13:43:03,124, data_manager.py, 101, WARNING, No data found for FLT\n", + "2024-10-25 13:43:03,127, data_manager.py, 73, INFO, Processing ticker FMC\n", + "2024-10-25 13:43:03,127, data_manager.py, 73, INFO, Processing ticker FMC\n", + "2024-10-25 13:43:03,130, data_manager.py, 109, INFO, Getting stock price data for FMC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:03,130, data_manager.py, 109, INFO, Getting stock price data for FMC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:03,601, data_manager.py, 83, INFO, Saving data for FMC by year\n", + "2024-10-25 13:43:03,601, data_manager.py, 83, INFO, Saving data for FMC by year\n", + "2024-10-25 13:43:05,180, data_manager.py, 73, INFO, Processing ticker F\n", + "2024-10-25 13:43:05,180, data_manager.py, 73, INFO, Processing ticker F\n", + "2024-10-25 13:43:05,182, data_manager.py, 109, INFO, Getting stock price data for F from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:05,182, data_manager.py, 109, INFO, Getting stock price data for F from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:05,854, data_manager.py, 83, INFO, Saving data for F by year\n", + "2024-10-25 13:43:05,854, data_manager.py, 83, INFO, Saving data for F by year\n", + "2024-10-25 13:43:07,322, data_manager.py, 73, INFO, Processing ticker FTNT\n", + "2024-10-25 13:43:07,322, data_manager.py, 73, INFO, Processing ticker FTNT\n", + "2024-10-25 13:43:07,327, data_manager.py, 109, INFO, Getting stock price data for FTNT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:07,327, data_manager.py, 109, INFO, Getting stock price data for FTNT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:07,635, data_manager.py, 83, INFO, Saving data for FTNT by year\n", + "2024-10-25 13:43:07,635, data_manager.py, 83, INFO, Saving data for FTNT by year\n", + "2024-10-25 13:43:08,592, data_manager.py, 73, INFO, Processing ticker FTV\n", + "2024-10-25 13:43:08,592, data_manager.py, 73, INFO, Processing ticker FTV\n", + "2024-10-25 13:43:08,595, data_manager.py, 109, INFO, Getting stock price data for FTV from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:08,595, data_manager.py, 109, INFO, Getting stock price data for FTV from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:09,091, data_manager.py, 83, INFO, Saving data for FTV by year\n", + "2024-10-25 13:43:09,091, data_manager.py, 83, INFO, Saving data for FTV by year\n", + "2024-10-25 13:43:09,731, data_manager.py, 73, INFO, Processing ticker FOXA\n", + "2024-10-25 13:43:09,731, data_manager.py, 73, INFO, Processing ticker FOXA\n", + "2024-10-25 13:43:09,734, data_manager.py, 109, INFO, Getting stock price data for FOXA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:09,734, data_manager.py, 109, INFO, Getting stock price data for FOXA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:10,016, data_manager.py, 83, INFO, Saving data for FOXA by year\n", + "2024-10-25 13:43:10,016, data_manager.py, 83, INFO, Saving data for FOXA by year\n", + "2024-10-25 13:43:10,376, data_manager.py, 73, INFO, Processing ticker FOX\n", + "2024-10-25 13:43:10,376, data_manager.py, 73, INFO, Processing ticker FOX\n", + "2024-10-25 13:43:10,379, data_manager.py, 109, INFO, Getting stock price data for FOX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:10,379, data_manager.py, 109, INFO, Getting stock price data for FOX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:10,686, data_manager.py, 83, INFO, Saving data for FOX by year\n", + "2024-10-25 13:43:10,686, data_manager.py, 83, INFO, Saving data for FOX by year\n", + "2024-10-25 13:43:11,122, data_manager.py, 73, INFO, Processing ticker BEN\n", + "2024-10-25 13:43:11,122, data_manager.py, 73, INFO, Processing ticker BEN\n", + "2024-10-25 13:43:11,126, data_manager.py, 109, INFO, Getting stock price data for BEN from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:11,126, data_manager.py, 109, INFO, Getting stock price data for BEN from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:11,927, data_manager.py, 83, INFO, Saving data for BEN by year\n", + "2024-10-25 13:43:11,927, data_manager.py, 83, INFO, Saving data for BEN by year\n", + "2024-10-25 13:43:13,425, data_manager.py, 73, INFO, Processing ticker FCX\n", + "2024-10-25 13:43:13,425, data_manager.py, 73, INFO, Processing ticker FCX\n", + "2024-10-25 13:43:13,429, data_manager.py, 109, INFO, Getting stock price data for FCX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:13,429, data_manager.py, 109, INFO, Getting stock price data for FCX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:14,090, data_manager.py, 83, INFO, Saving data for FCX by year\n", + "2024-10-25 13:43:14,090, data_manager.py, 83, INFO, Saving data for FCX by year\n", + "2024-10-25 13:43:15,629, data_manager.py, 73, INFO, Processing ticker GRMN\n", + "2024-10-25 13:43:15,629, data_manager.py, 73, INFO, Processing ticker GRMN\n", + "2024-10-25 13:43:15,633, data_manager.py, 109, INFO, Getting stock price data for GRMN from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:15,633, data_manager.py, 109, INFO, Getting stock price data for GRMN from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:16,409, data_manager.py, 83, INFO, Saving data for GRMN by year\n", + "2024-10-25 13:43:16,409, data_manager.py, 83, INFO, Saving data for GRMN by year\n", + "2024-10-25 13:43:18,189, data_manager.py, 73, INFO, Processing ticker IT\n", + "2024-10-25 13:43:18,189, data_manager.py, 73, INFO, Processing ticker IT\n", + "2024-10-25 13:43:18,193, data_manager.py, 109, INFO, Getting stock price data for IT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:18,193, data_manager.py, 109, INFO, Getting stock price data for IT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:18,452, data_manager.py, 83, INFO, Saving data for IT by year\n", + "2024-10-25 13:43:18,452, data_manager.py, 83, INFO, Saving data for IT by year\n", + "2024-10-25 13:43:19,946, data_manager.py, 73, INFO, Processing ticker GEHC\n", + "2024-10-25 13:43:19,946, data_manager.py, 73, INFO, Processing ticker GEHC\n", + "2024-10-25 13:43:19,948, data_manager.py, 109, INFO, Getting stock price data for GEHC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:19,948, data_manager.py, 109, INFO, Getting stock price data for GEHC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:20,238, data_manager.py, 83, INFO, Saving data for GEHC by year\n", + "2024-10-25 13:43:20,238, data_manager.py, 83, INFO, Saving data for GEHC by year\n", + "2024-10-25 13:43:20,419, data_manager.py, 73, INFO, Processing ticker GEN\n", + "2024-10-25 13:43:20,419, data_manager.py, 73, INFO, Processing ticker GEN\n", + "2024-10-25 13:43:20,423, data_manager.py, 109, INFO, Getting stock price data for GEN from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:20,423, data_manager.py, 109, INFO, Getting stock price data for GEN from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:20,829, data_manager.py, 83, INFO, Saving data for GEN by year\n", + "2024-10-25 13:43:20,829, data_manager.py, 83, INFO, Saving data for GEN by year\n", + "2024-10-25 13:43:22,299, data_manager.py, 73, INFO, Processing ticker GNRC\n", + "2024-10-25 13:43:22,299, data_manager.py, 73, INFO, Processing ticker GNRC\n", + "2024-10-25 13:43:22,302, data_manager.py, 109, INFO, Getting stock price data for GNRC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:22,302, data_manager.py, 109, INFO, Getting stock price data for GNRC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:22,582, data_manager.py, 83, INFO, Saving data for GNRC by year\n", + "2024-10-25 13:43:22,582, data_manager.py, 83, INFO, Saving data for GNRC by year\n", + "2024-10-25 13:43:23,453, data_manager.py, 73, INFO, Processing ticker GD\n", + "2024-10-25 13:43:23,453, data_manager.py, 73, INFO, Processing ticker GD\n", + "2024-10-25 13:43:23,456, data_manager.py, 109, INFO, Getting stock price data for GD from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:23,456, data_manager.py, 109, INFO, Getting stock price data for GD from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:24,015, data_manager.py, 83, INFO, Saving data for GD by year\n", + "2024-10-25 13:43:24,015, data_manager.py, 83, INFO, Saving data for GD by year\n", + "2024-10-25 13:43:25,458, data_manager.py, 73, INFO, Processing ticker GE\n", + "2024-10-25 13:43:25,458, data_manager.py, 73, INFO, Processing ticker GE\n", + "2024-10-25 13:43:25,460, data_manager.py, 109, INFO, Getting stock price data for GE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:25,460, data_manager.py, 109, INFO, Getting stock price data for GE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:26,097, data_manager.py, 83, INFO, Saving data for GE by year\n", + "2024-10-25 13:43:26,097, data_manager.py, 83, INFO, Saving data for GE by year\n", + "2024-10-25 13:43:27,647, data_manager.py, 73, INFO, Processing ticker GIS\n", + "2024-10-25 13:43:27,647, data_manager.py, 73, INFO, Processing ticker GIS\n", + "2024-10-25 13:43:27,651, data_manager.py, 109, INFO, Getting stock price data for GIS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:27,651, data_manager.py, 109, INFO, Getting stock price data for GIS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:28,119, data_manager.py, 83, INFO, Saving data for GIS by year\n", + "2024-10-25 13:43:28,119, data_manager.py, 83, INFO, Saving data for GIS by year\n", + "2024-10-25 13:43:29,571, data_manager.py, 73, INFO, Processing ticker GM\n", + "2024-10-25 13:43:29,571, data_manager.py, 73, INFO, Processing ticker GM\n", + "2024-10-25 13:43:29,574, data_manager.py, 109, INFO, Getting stock price data for GM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:29,574, data_manager.py, 109, INFO, Getting stock price data for GM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:30,013, data_manager.py, 83, INFO, Saving data for GM by year\n", + "2024-10-25 13:43:30,013, data_manager.py, 83, INFO, Saving data for GM by year\n", + "2024-10-25 13:43:30,917, data_manager.py, 73, INFO, Processing ticker GPC\n", + "2024-10-25 13:43:30,917, data_manager.py, 73, INFO, Processing ticker GPC\n", + "2024-10-25 13:43:30,920, data_manager.py, 109, INFO, Getting stock price data for GPC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:30,920, data_manager.py, 109, INFO, Getting stock price data for GPC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:31,745, data_manager.py, 83, INFO, Saving data for GPC by year\n", + "2024-10-25 13:43:31,745, data_manager.py, 83, INFO, Saving data for GPC by year\n", + "2024-10-25 13:43:33,329, data_manager.py, 73, INFO, Processing ticker GILD\n", + "2024-10-25 13:43:33,329, data_manager.py, 73, INFO, Processing ticker GILD\n", + "2024-10-25 13:43:33,332, data_manager.py, 109, INFO, Getting stock price data for GILD from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:33,332, data_manager.py, 109, INFO, Getting stock price data for GILD from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:33,814, data_manager.py, 83, INFO, Saving data for GILD by year\n", + "2024-10-25 13:43:33,814, data_manager.py, 83, INFO, Saving data for GILD by year\n", + "2024-10-25 13:43:35,304, data_manager.py, 73, INFO, Processing ticker GPN\n", + "2024-10-25 13:43:35,304, data_manager.py, 73, INFO, Processing ticker GPN\n", + "2024-10-25 13:43:35,308, data_manager.py, 109, INFO, Getting stock price data for GPN from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:35,308, data_manager.py, 109, INFO, Getting stock price data for GPN from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:35,762, data_manager.py, 83, INFO, Saving data for GPN by year\n", + "2024-10-25 13:43:35,762, data_manager.py, 83, INFO, Saving data for GPN by year\n", + "2024-10-25 13:43:37,246, data_manager.py, 73, INFO, Processing ticker GL\n", + "2024-10-25 13:43:37,246, data_manager.py, 73, INFO, Processing ticker GL\n", + "2024-10-25 13:43:37,249, data_manager.py, 109, INFO, Getting stock price data for GL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:37,249, data_manager.py, 109, INFO, Getting stock price data for GL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:37,877, data_manager.py, 83, INFO, Saving data for GL by year\n", + "2024-10-25 13:43:37,877, data_manager.py, 83, INFO, Saving data for GL by year\n", + "2024-10-25 13:43:39,386, data_manager.py, 73, INFO, Processing ticker GS\n", + "2024-10-25 13:43:39,386, data_manager.py, 73, INFO, Processing ticker GS\n", + "2024-10-25 13:43:39,388, data_manager.py, 109, INFO, Getting stock price data for GS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:39,388, data_manager.py, 109, INFO, Getting stock price data for GS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:39,855, data_manager.py, 83, INFO, Saving data for GS by year\n", + "2024-10-25 13:43:39,855, data_manager.py, 83, INFO, Saving data for GS by year\n", + "2024-10-25 13:43:41,311, data_manager.py, 73, INFO, Processing ticker HAL\n", + "2024-10-25 13:43:41,311, data_manager.py, 73, INFO, Processing ticker HAL\n", + "2024-10-25 13:43:41,314, data_manager.py, 109, INFO, Getting stock price data for HAL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:41,314, data_manager.py, 109, INFO, Getting stock price data for HAL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:41,817, data_manager.py, 83, INFO, Saving data for HAL by year\n", + "2024-10-25 13:43:41,817, data_manager.py, 83, INFO, Saving data for HAL by year\n", + "2024-10-25 13:43:43,252, data_manager.py, 73, INFO, Processing ticker HIG\n", + "2024-10-25 13:43:43,252, data_manager.py, 73, INFO, Processing ticker HIG\n", + "2024-10-25 13:43:43,254, data_manager.py, 109, INFO, Getting stock price data for HIG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:43,254, data_manager.py, 109, INFO, Getting stock price data for HIG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:43,772, data_manager.py, 83, INFO, Saving data for HIG by year\n", + "2024-10-25 13:43:43,772, data_manager.py, 83, INFO, Saving data for HIG by year\n", + "2024-10-25 13:43:45,241, data_manager.py, 73, INFO, Processing ticker HAS\n", + "2024-10-25 13:43:45,241, data_manager.py, 73, INFO, Processing ticker HAS\n", + "2024-10-25 13:43:45,245, data_manager.py, 109, INFO, Getting stock price data for HAS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:45,245, data_manager.py, 109, INFO, Getting stock price data for HAS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:45,681, data_manager.py, 83, INFO, Saving data for HAS by year\n", + "2024-10-25 13:43:45,681, data_manager.py, 83, INFO, Saving data for HAS by year\n", + "2024-10-25 13:43:47,119, data_manager.py, 73, INFO, Processing ticker HCA\n", + "2024-10-25 13:43:47,119, data_manager.py, 73, INFO, Processing ticker HCA\n", + "2024-10-25 13:43:47,122, data_manager.py, 109, INFO, Getting stock price data for HCA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:47,122, data_manager.py, 109, INFO, Getting stock price data for HCA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:47,583, data_manager.py, 83, INFO, Saving data for HCA by year\n", + "2024-10-25 13:43:47,583, data_manager.py, 83, INFO, Saving data for HCA by year\n", + "2024-10-25 13:43:48,456, data_manager.py, 73, INFO, Processing ticker PEAK\n", + "2024-10-25 13:43:48,456, data_manager.py, 73, INFO, Processing ticker PEAK\n", + "2024-10-25 13:43:48,459, data_manager.py, 109, INFO, Getting stock price data for PEAK from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:48,459, data_manager.py, 109, INFO, Getting stock price data for PEAK from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "\n", + "1 Failed download:\n", + "['PEAK']: YFTzMissingError('$%ticker%: possibly delisted; no timezone found')\n", + "2024-10-25 13:43:49,462, data_manager.py, 83, INFO, Saving data for PEAK by year\n", + "2024-10-25 13:43:49,462, data_manager.py, 83, INFO, Saving data for PEAK by year\n", + "2024-10-25 13:43:49,467, data_manager.py, 101, WARNING, No data found for PEAK\n", + "2024-10-25 13:43:49,467, data_manager.py, 101, WARNING, No data found for PEAK\n", + "2024-10-25 13:43:49,471, data_manager.py, 73, INFO, Processing ticker HSIC\n", + "2024-10-25 13:43:49,471, data_manager.py, 73, INFO, Processing ticker HSIC\n", + "2024-10-25 13:43:49,475, data_manager.py, 109, INFO, Getting stock price data for HSIC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:49,475, data_manager.py, 109, INFO, Getting stock price data for HSIC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:50,019, data_manager.py, 83, INFO, Saving data for HSIC by year\n", + "2024-10-25 13:43:50,019, data_manager.py, 83, INFO, Saving data for HSIC by year\n", + "2024-10-25 13:43:51,402, data_manager.py, 73, INFO, Processing ticker HSY\n", + "2024-10-25 13:43:51,402, data_manager.py, 73, INFO, Processing ticker HSY\n", + "2024-10-25 13:43:51,404, data_manager.py, 109, INFO, Getting stock price data for HSY from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:51,404, data_manager.py, 109, INFO, Getting stock price data for HSY from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:52,088, data_manager.py, 83, INFO, Saving data for HSY by year\n", + "2024-10-25 13:43:52,088, data_manager.py, 83, INFO, Saving data for HSY by year\n", + "2024-10-25 13:43:53,579, data_manager.py, 73, INFO, Processing ticker HES\n", + "2024-10-25 13:43:53,579, data_manager.py, 73, INFO, Processing ticker HES\n", + "2024-10-25 13:43:53,583, data_manager.py, 109, INFO, Getting stock price data for HES from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:53,583, data_manager.py, 109, INFO, Getting stock price data for HES from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:54,144, data_manager.py, 83, INFO, Saving data for HES by year\n", + "2024-10-25 13:43:54,144, data_manager.py, 83, INFO, Saving data for HES by year\n", + "2024-10-25 13:43:55,589, data_manager.py, 73, INFO, Processing ticker HPE\n", + "2024-10-25 13:43:55,589, data_manager.py, 73, INFO, Processing ticker HPE\n", + "2024-10-25 13:43:55,593, data_manager.py, 109, INFO, Getting stock price data for HPE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:55,593, data_manager.py, 109, INFO, Getting stock price data for HPE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:56,042, data_manager.py, 83, INFO, Saving data for HPE by year\n", + "2024-10-25 13:43:56,042, data_manager.py, 83, INFO, Saving data for HPE by year\n", + "2024-10-25 13:43:56,640, data_manager.py, 73, INFO, Processing ticker HLT\n", + "2024-10-25 13:43:56,640, data_manager.py, 73, INFO, Processing ticker HLT\n", + "2024-10-25 13:43:56,644, data_manager.py, 109, INFO, Getting stock price data for HLT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:56,644, data_manager.py, 109, INFO, Getting stock price data for HLT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:57,045, data_manager.py, 83, INFO, Saving data for HLT by year\n", + "2024-10-25 13:43:57,045, data_manager.py, 83, INFO, Saving data for HLT by year\n", + "2024-10-25 13:43:57,767, data_manager.py, 73, INFO, Processing ticker HOLX\n", + "2024-10-25 13:43:57,767, data_manager.py, 73, INFO, Processing ticker HOLX\n", + "2024-10-25 13:43:57,772, data_manager.py, 109, INFO, Getting stock price data for HOLX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:57,772, data_manager.py, 109, INFO, Getting stock price data for HOLX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:43:58,187, data_manager.py, 83, INFO, Saving data for HOLX by year\n", + "2024-10-25 13:43:58,187, data_manager.py, 83, INFO, Saving data for HOLX by year\n", + "2024-10-25 13:43:59,839, data_manager.py, 73, INFO, Processing ticker HD\n", + "2024-10-25 13:43:59,839, data_manager.py, 73, INFO, Processing ticker HD\n", + "2024-10-25 13:43:59,843, data_manager.py, 109, INFO, Getting stock price data for HD from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:43:59,843, data_manager.py, 109, INFO, Getting stock price data for HD from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:00,667, data_manager.py, 83, INFO, Saving data for HD by year\n", + "2024-10-25 13:44:00,667, data_manager.py, 83, INFO, Saving data for HD by year\n", + "2024-10-25 13:44:02,360, data_manager.py, 73, INFO, Processing ticker HON\n", + "2024-10-25 13:44:02,360, data_manager.py, 73, INFO, Processing ticker HON\n", + "2024-10-25 13:44:02,364, data_manager.py, 109, INFO, Getting stock price data for HON from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:02,364, data_manager.py, 109, INFO, Getting stock price data for HON from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:03,120, data_manager.py, 83, INFO, Saving data for HON by year\n", + "2024-10-25 13:44:03,120, data_manager.py, 83, INFO, Saving data for HON by year\n", + "2024-10-25 13:44:04,645, data_manager.py, 73, INFO, Processing ticker HRL\n", + "2024-10-25 13:44:04,645, data_manager.py, 73, INFO, Processing ticker HRL\n", + "2024-10-25 13:44:04,648, data_manager.py, 109, INFO, Getting stock price data for HRL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:04,648, data_manager.py, 109, INFO, Getting stock price data for HRL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:05,909, data_manager.py, 83, INFO, Saving data for HRL by year\n", + "2024-10-25 13:44:05,909, data_manager.py, 83, INFO, Saving data for HRL by year\n", + "2024-10-25 13:44:07,727, data_manager.py, 73, INFO, Processing ticker HST\n", + "2024-10-25 13:44:07,727, data_manager.py, 73, INFO, Processing ticker HST\n", + "2024-10-25 13:44:07,730, data_manager.py, 109, INFO, Getting stock price data for HST from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:07,730, data_manager.py, 109, INFO, Getting stock price data for HST from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:08,326, data_manager.py, 83, INFO, Saving data for HST by year\n", + "2024-10-25 13:44:08,326, data_manager.py, 83, INFO, Saving data for HST by year\n", + "2024-10-25 13:44:10,022, data_manager.py, 73, INFO, Processing ticker HWM\n", + "2024-10-25 13:44:10,022, data_manager.py, 73, INFO, Processing ticker HWM\n", + "2024-10-25 13:44:10,025, data_manager.py, 109, INFO, Getting stock price data for HWM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:10,025, data_manager.py, 109, INFO, Getting stock price data for HWM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:10,511, data_manager.py, 83, INFO, Saving data for HWM by year\n", + "2024-10-25 13:44:10,511, data_manager.py, 83, INFO, Saving data for HWM by year\n", + "2024-10-25 13:44:11,205, data_manager.py, 73, INFO, Processing ticker HPQ\n", + "2024-10-25 13:44:11,205, data_manager.py, 73, INFO, Processing ticker HPQ\n", + "2024-10-25 13:44:11,207, data_manager.py, 109, INFO, Getting stock price data for HPQ from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:11,207, data_manager.py, 109, INFO, Getting stock price data for HPQ from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:11,821, data_manager.py, 83, INFO, Saving data for HPQ by year\n", + "2024-10-25 13:44:11,821, data_manager.py, 83, INFO, Saving data for HPQ by year\n", + "2024-10-25 13:44:13,287, data_manager.py, 73, INFO, Processing ticker HUBB\n", + "2024-10-25 13:44:13,287, data_manager.py, 73, INFO, Processing ticker HUBB\n", + "2024-10-25 13:44:13,291, data_manager.py, 109, INFO, Getting stock price data for HUBB from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:13,291, data_manager.py, 109, INFO, Getting stock price data for HUBB from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:13,811, data_manager.py, 83, INFO, Saving data for HUBB by year\n", + "2024-10-25 13:44:13,811, data_manager.py, 83, INFO, Saving data for HUBB by year\n", + "2024-10-25 13:44:15,329, data_manager.py, 73, INFO, Processing ticker HUM\n", + "2024-10-25 13:44:15,329, data_manager.py, 73, INFO, Processing ticker HUM\n", + "2024-10-25 13:44:15,331, data_manager.py, 109, INFO, Getting stock price data for HUM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:15,331, data_manager.py, 109, INFO, Getting stock price data for HUM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:16,198, data_manager.py, 83, INFO, Saving data for HUM by year\n", + "2024-10-25 13:44:16,198, data_manager.py, 83, INFO, Saving data for HUM by year\n", + "2024-10-25 13:44:17,638, data_manager.py, 73, INFO, Processing ticker HBAN\n", + "2024-10-25 13:44:17,638, data_manager.py, 73, INFO, Processing ticker HBAN\n", + "2024-10-25 13:44:17,642, data_manager.py, 109, INFO, Getting stock price data for HBAN from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:17,642, data_manager.py, 109, INFO, Getting stock price data for HBAN from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:18,329, data_manager.py, 83, INFO, Saving data for HBAN by year\n", + "2024-10-25 13:44:18,329, data_manager.py, 83, INFO, Saving data for HBAN by year\n", + "2024-10-25 13:44:19,866, data_manager.py, 73, INFO, Processing ticker HII\n", + "2024-10-25 13:44:19,866, data_manager.py, 73, INFO, Processing ticker HII\n", + "2024-10-25 13:44:19,870, data_manager.py, 109, INFO, Getting stock price data for HII from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:19,870, data_manager.py, 109, INFO, Getting stock price data for HII from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:20,474, data_manager.py, 83, INFO, Saving data for HII by year\n", + "2024-10-25 13:44:20,474, data_manager.py, 83, INFO, Saving data for HII by year\n", + "2024-10-25 13:44:21,327, data_manager.py, 73, INFO, Processing ticker IBM\n", + "2024-10-25 13:44:21,327, data_manager.py, 73, INFO, Processing ticker IBM\n", + "2024-10-25 13:44:21,331, data_manager.py, 109, INFO, Getting stock price data for IBM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:21,331, data_manager.py, 109, INFO, Getting stock price data for IBM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:21,833, data_manager.py, 83, INFO, Saving data for IBM by year\n", + "2024-10-25 13:44:21,833, data_manager.py, 83, INFO, Saving data for IBM by year\n", + "2024-10-25 13:44:23,261, data_manager.py, 73, INFO, Processing ticker IEX\n", + "2024-10-25 13:44:23,261, data_manager.py, 73, INFO, Processing ticker IEX\n", + "2024-10-25 13:44:23,266, data_manager.py, 109, INFO, Getting stock price data for IEX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:23,266, data_manager.py, 109, INFO, Getting stock price data for IEX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:24,009, data_manager.py, 83, INFO, Saving data for IEX by year\n", + "2024-10-25 13:44:24,009, data_manager.py, 83, INFO, Saving data for IEX by year\n", + "2024-10-25 13:44:25,635, data_manager.py, 73, INFO, Processing ticker IDXX\n", + "2024-10-25 13:44:25,635, data_manager.py, 73, INFO, Processing ticker IDXX\n", + "2024-10-25 13:44:25,639, data_manager.py, 109, INFO, Getting stock price data for IDXX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:25,639, data_manager.py, 109, INFO, Getting stock price data for IDXX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:26,073, data_manager.py, 83, INFO, Saving data for IDXX by year\n", + "2024-10-25 13:44:26,073, data_manager.py, 83, INFO, Saving data for IDXX by year\n", + "2024-10-25 13:44:27,705, data_manager.py, 73, INFO, Processing ticker ITW\n", + "2024-10-25 13:44:27,705, data_manager.py, 73, INFO, Processing ticker ITW\n", + "2024-10-25 13:44:27,708, data_manager.py, 109, INFO, Getting stock price data for ITW from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:27,708, data_manager.py, 109, INFO, Getting stock price data for ITW from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:28,564, data_manager.py, 83, INFO, Saving data for ITW by year\n", + "2024-10-25 13:44:28,564, data_manager.py, 83, INFO, Saving data for ITW by year\n", + "2024-10-25 13:44:30,128, data_manager.py, 73, INFO, Processing ticker ILMN\n", + "2024-10-25 13:44:30,128, data_manager.py, 73, INFO, Processing ticker ILMN\n", + "2024-10-25 13:44:30,135, data_manager.py, 109, INFO, Getting stock price data for ILMN from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:30,135, data_manager.py, 109, INFO, Getting stock price data for ILMN from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:30,529, data_manager.py, 83, INFO, Saving data for ILMN by year\n", + "2024-10-25 13:44:30,529, data_manager.py, 83, INFO, Saving data for ILMN by year\n", + "2024-10-25 13:44:32,186, data_manager.py, 73, INFO, Processing ticker INCY\n", + "2024-10-25 13:44:32,186, data_manager.py, 73, INFO, Processing ticker INCY\n", + "2024-10-25 13:44:32,189, data_manager.py, 109, INFO, Getting stock price data for INCY from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:32,189, data_manager.py, 109, INFO, Getting stock price data for INCY from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:32,625, data_manager.py, 83, INFO, Saving data for INCY by year\n", + "2024-10-25 13:44:32,625, data_manager.py, 83, INFO, Saving data for INCY by year\n", + "2024-10-25 13:44:34,096, data_manager.py, 73, INFO, Processing ticker IR\n", + "2024-10-25 13:44:34,096, data_manager.py, 73, INFO, Processing ticker IR\n", + "2024-10-25 13:44:34,100, data_manager.py, 109, INFO, Getting stock price data for IR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:34,100, data_manager.py, 109, INFO, Getting stock price data for IR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:34,548, data_manager.py, 83, INFO, Saving data for IR by year\n", + "2024-10-25 13:44:34,548, data_manager.py, 83, INFO, Saving data for IR by year\n", + "2024-10-25 13:44:35,139, data_manager.py, 73, INFO, Processing ticker PODD\n", + "2024-10-25 13:44:35,139, data_manager.py, 73, INFO, Processing ticker PODD\n", + "2024-10-25 13:44:35,143, data_manager.py, 109, INFO, Getting stock price data for PODD from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:35,143, data_manager.py, 109, INFO, Getting stock price data for PODD from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:35,500, data_manager.py, 83, INFO, Saving data for PODD by year\n", + "2024-10-25 13:44:35,500, data_manager.py, 83, INFO, Saving data for PODD by year\n", + "2024-10-25 13:44:36,601, data_manager.py, 73, INFO, Processing ticker INTC\n", + "2024-10-25 13:44:36,601, data_manager.py, 73, INFO, Processing ticker INTC\n", + "2024-10-25 13:44:36,605, data_manager.py, 109, INFO, Getting stock price data for INTC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:36,605, data_manager.py, 109, INFO, Getting stock price data for INTC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:37,282, data_manager.py, 83, INFO, Saving data for INTC by year\n", + "2024-10-25 13:44:37,282, data_manager.py, 83, INFO, Saving data for INTC by year\n", + "2024-10-25 13:44:38,758, data_manager.py, 73, INFO, Processing ticker ICE\n", + "2024-10-25 13:44:38,758, data_manager.py, 73, INFO, Processing ticker ICE\n", + "2024-10-25 13:44:38,761, data_manager.py, 109, INFO, Getting stock price data for ICE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:38,761, data_manager.py, 109, INFO, Getting stock price data for ICE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:39,218, data_manager.py, 83, INFO, Saving data for ICE by year\n", + "2024-10-25 13:44:39,218, data_manager.py, 83, INFO, Saving data for ICE by year\n", + "2024-10-25 13:44:40,541, data_manager.py, 73, INFO, Processing ticker IFF\n", + "2024-10-25 13:44:40,541, data_manager.py, 73, INFO, Processing ticker IFF\n", + "2024-10-25 13:44:40,544, data_manager.py, 109, INFO, Getting stock price data for IFF from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:40,544, data_manager.py, 109, INFO, Getting stock price data for IFF from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:41,188, data_manager.py, 83, INFO, Saving data for IFF by year\n", + "2024-10-25 13:44:41,188, data_manager.py, 83, INFO, Saving data for IFF by year\n", + "2024-10-25 13:44:42,717, data_manager.py, 73, INFO, Processing ticker IP\n", + "2024-10-25 13:44:42,717, data_manager.py, 73, INFO, Processing ticker IP\n", + "2024-10-25 13:44:42,720, data_manager.py, 109, INFO, Getting stock price data for IP from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:42,720, data_manager.py, 109, INFO, Getting stock price data for IP from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:43,254, data_manager.py, 83, INFO, Saving data for IP by year\n", + "2024-10-25 13:44:43,254, data_manager.py, 83, INFO, Saving data for IP by year\n", + "2024-10-25 13:44:44,815, data_manager.py, 73, INFO, Processing ticker IPG\n", + "2024-10-25 13:44:44,815, data_manager.py, 73, INFO, Processing ticker IPG\n", + "2024-10-25 13:44:44,817, data_manager.py, 109, INFO, Getting stock price data for IPG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:44,817, data_manager.py, 109, INFO, Getting stock price data for IPG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:45,355, data_manager.py, 83, INFO, Saving data for IPG by year\n", + "2024-10-25 13:44:45,355, data_manager.py, 83, INFO, Saving data for IPG by year\n", + "2024-10-25 13:44:46,828, data_manager.py, 73, INFO, Processing ticker INTU\n", + "2024-10-25 13:44:46,828, data_manager.py, 73, INFO, Processing ticker INTU\n", + "2024-10-25 13:44:46,832, data_manager.py, 109, INFO, Getting stock price data for INTU from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:46,832, data_manager.py, 109, INFO, Getting stock price data for INTU from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:47,391, data_manager.py, 83, INFO, Saving data for INTU by year\n", + "2024-10-25 13:44:47,391, data_manager.py, 83, INFO, Saving data for INTU by year\n", + "2024-10-25 13:44:48,886, data_manager.py, 73, INFO, Processing ticker ISRG\n", + "2024-10-25 13:44:48,886, data_manager.py, 73, INFO, Processing ticker ISRG\n", + "2024-10-25 13:44:48,890, data_manager.py, 109, INFO, Getting stock price data for ISRG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:48,890, data_manager.py, 109, INFO, Getting stock price data for ISRG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:49,468, data_manager.py, 83, INFO, Saving data for ISRG by year\n", + "2024-10-25 13:44:49,468, data_manager.py, 83, INFO, Saving data for ISRG by year\n", + "2024-10-25 13:44:50,954, data_manager.py, 73, INFO, Processing ticker IVZ\n", + "2024-10-25 13:44:50,954, data_manager.py, 73, INFO, Processing ticker IVZ\n", + "2024-10-25 13:44:50,959, data_manager.py, 109, INFO, Getting stock price data for IVZ from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:50,959, data_manager.py, 109, INFO, Getting stock price data for IVZ from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:51,684, data_manager.py, 83, INFO, Saving data for IVZ by year\n", + "2024-10-25 13:44:51,684, data_manager.py, 83, INFO, Saving data for IVZ by year\n", + "2024-10-25 13:44:53,292, data_manager.py, 73, INFO, Processing ticker INVH\n", + "2024-10-25 13:44:53,292, data_manager.py, 73, INFO, Processing ticker INVH\n", + "2024-10-25 13:44:53,296, data_manager.py, 109, INFO, Getting stock price data for INVH from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:53,296, data_manager.py, 109, INFO, Getting stock price data for INVH from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:53,649, data_manager.py, 83, INFO, Saving data for INVH by year\n", + "2024-10-25 13:44:53,649, data_manager.py, 83, INFO, Saving data for INVH by year\n", + "2024-10-25 13:44:54,149, data_manager.py, 73, INFO, Processing ticker IQV\n", + "2024-10-25 13:44:54,149, data_manager.py, 73, INFO, Processing ticker IQV\n", + "2024-10-25 13:44:54,153, data_manager.py, 109, INFO, Getting stock price data for IQV from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:54,153, data_manager.py, 109, INFO, Getting stock price data for IQV from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:54,428, data_manager.py, 83, INFO, Saving data for IQV by year\n", + "2024-10-25 13:44:54,428, data_manager.py, 83, INFO, Saving data for IQV by year\n", + "2024-10-25 13:44:55,138, data_manager.py, 73, INFO, Processing ticker IRM\n", + "2024-10-25 13:44:55,138, data_manager.py, 73, INFO, Processing ticker IRM\n", + "2024-10-25 13:44:55,140, data_manager.py, 109, INFO, Getting stock price data for IRM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:55,140, data_manager.py, 109, INFO, Getting stock price data for IRM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:55,767, data_manager.py, 83, INFO, Saving data for IRM by year\n", + "2024-10-25 13:44:55,767, data_manager.py, 83, INFO, Saving data for IRM by year\n", + "2024-10-25 13:44:57,356, data_manager.py, 73, INFO, Processing ticker JBHT\n", + "2024-10-25 13:44:57,356, data_manager.py, 73, INFO, Processing ticker JBHT\n", + "2024-10-25 13:44:57,359, data_manager.py, 109, INFO, Getting stock price data for JBHT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:57,359, data_manager.py, 109, INFO, Getting stock price data for JBHT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:44:58,019, data_manager.py, 83, INFO, Saving data for JBHT by year\n", + "2024-10-25 13:44:58,019, data_manager.py, 83, INFO, Saving data for JBHT by year\n", + "2024-10-25 13:44:59,575, data_manager.py, 73, INFO, Processing ticker JBL\n", + "2024-10-25 13:44:59,575, data_manager.py, 73, INFO, Processing ticker JBL\n", + "2024-10-25 13:44:59,579, data_manager.py, 109, INFO, Getting stock price data for JBL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:44:59,579, data_manager.py, 109, INFO, Getting stock price data for JBL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:00,305, data_manager.py, 83, INFO, Saving data for JBL by year\n", + "2024-10-25 13:45:00,305, data_manager.py, 83, INFO, Saving data for JBL by year\n", + "2024-10-25 13:45:01,765, data_manager.py, 73, INFO, Processing ticker JKHY\n", + "2024-10-25 13:45:01,765, data_manager.py, 73, INFO, Processing ticker JKHY\n", + "2024-10-25 13:45:01,769, data_manager.py, 109, INFO, Getting stock price data for JKHY from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:01,769, data_manager.py, 109, INFO, Getting stock price data for JKHY from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:02,398, data_manager.py, 83, INFO, Saving data for JKHY by year\n", + "2024-10-25 13:45:02,398, data_manager.py, 83, INFO, Saving data for JKHY by year\n", + "2024-10-25 13:45:03,847, data_manager.py, 73, INFO, Processing ticker J\n", + "2024-10-25 13:45:03,847, data_manager.py, 73, INFO, Processing ticker J\n", + "2024-10-25 13:45:03,851, data_manager.py, 109, INFO, Getting stock price data for J from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:03,851, data_manager.py, 109, INFO, Getting stock price data for J from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:04,426, data_manager.py, 83, INFO, Saving data for J by year\n", + "2024-10-25 13:45:04,426, data_manager.py, 83, INFO, Saving data for J by year\n", + "2024-10-25 13:45:05,928, data_manager.py, 73, INFO, Processing ticker JNJ\n", + "2024-10-25 13:45:05,928, data_manager.py, 73, INFO, Processing ticker JNJ\n", + "2024-10-25 13:45:05,932, data_manager.py, 109, INFO, Getting stock price data for JNJ from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:05,932, data_manager.py, 109, INFO, Getting stock price data for JNJ from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:06,543, data_manager.py, 83, INFO, Saving data for JNJ by year\n", + "2024-10-25 13:45:06,543, data_manager.py, 83, INFO, Saving data for JNJ by year\n", + "2024-10-25 13:45:08,013, data_manager.py, 73, INFO, Processing ticker JCI\n", + "2024-10-25 13:45:08,013, data_manager.py, 73, INFO, Processing ticker JCI\n", + "2024-10-25 13:45:08,016, data_manager.py, 109, INFO, Getting stock price data for JCI from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:08,016, data_manager.py, 109, INFO, Getting stock price data for JCI from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:08,527, data_manager.py, 83, INFO, Saving data for JCI by year\n", + "2024-10-25 13:45:08,527, data_manager.py, 83, INFO, Saving data for JCI by year\n", + "2024-10-25 13:45:10,137, data_manager.py, 73, INFO, Processing ticker JPM\n", + "2024-10-25 13:45:10,137, data_manager.py, 73, INFO, Processing ticker JPM\n", + "2024-10-25 13:45:10,140, data_manager.py, 109, INFO, Getting stock price data for JPM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:10,140, data_manager.py, 109, INFO, Getting stock price data for JPM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:10,667, data_manager.py, 83, INFO, Saving data for JPM by year\n", + "2024-10-25 13:45:10,667, data_manager.py, 83, INFO, Saving data for JPM by year\n", + "2024-10-25 13:45:12,151, data_manager.py, 73, INFO, Processing ticker JNPR\n", + "2024-10-25 13:45:12,151, data_manager.py, 73, INFO, Processing ticker JNPR\n", + "2024-10-25 13:45:12,154, data_manager.py, 109, INFO, Getting stock price data for JNPR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:12,154, data_manager.py, 109, INFO, Getting stock price data for JNPR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:12,687, data_manager.py, 83, INFO, Saving data for JNPR by year\n", + "2024-10-25 13:45:12,687, data_manager.py, 83, INFO, Saving data for JNPR by year\n", + "2024-10-25 13:45:14,163, data_manager.py, 73, INFO, Processing ticker K\n", + "2024-10-25 13:45:14,163, data_manager.py, 73, INFO, Processing ticker K\n", + "2024-10-25 13:45:14,166, data_manager.py, 109, INFO, Getting stock price data for K from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:14,166, data_manager.py, 109, INFO, Getting stock price data for K from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:15,002, data_manager.py, 83, INFO, Saving data for K by year\n", + "2024-10-25 13:45:15,002, data_manager.py, 83, INFO, Saving data for K by year\n", + "2024-10-25 13:45:16,506, data_manager.py, 73, INFO, Processing ticker KVUE\n", + "2024-10-25 13:45:16,506, data_manager.py, 73, INFO, Processing ticker KVUE\n", + "2024-10-25 13:45:16,508, data_manager.py, 109, INFO, Getting stock price data for KVUE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:16,508, data_manager.py, 109, INFO, Getting stock price data for KVUE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:16,682, data_manager.py, 83, INFO, Saving data for KVUE by year\n", + "2024-10-25 13:45:16,682, data_manager.py, 83, INFO, Saving data for KVUE by year\n", + "2024-10-25 13:45:16,807, data_manager.py, 73, INFO, Processing ticker KDP\n", + "2024-10-25 13:45:16,807, data_manager.py, 73, INFO, Processing ticker KDP\n", + "2024-10-25 13:45:16,810, data_manager.py, 109, INFO, Getting stock price data for KDP from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:16,810, data_manager.py, 109, INFO, Getting stock price data for KDP from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:17,265, data_manager.py, 83, INFO, Saving data for KDP by year\n", + "2024-10-25 13:45:17,265, data_manager.py, 83, INFO, Saving data for KDP by year\n", + "2024-10-25 13:45:18,364, data_manager.py, 73, INFO, Processing ticker KEY\n", + "2024-10-25 13:45:18,364, data_manager.py, 73, INFO, Processing ticker KEY\n", + "2024-10-25 13:45:18,368, data_manager.py, 109, INFO, Getting stock price data for KEY from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:18,368, data_manager.py, 109, INFO, Getting stock price data for KEY from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:18,967, data_manager.py, 83, INFO, Saving data for KEY by year\n", + "2024-10-25 13:45:18,967, data_manager.py, 83, INFO, Saving data for KEY by year\n", + "2024-10-25 13:45:20,444, data_manager.py, 73, INFO, Processing ticker KEYS\n", + "2024-10-25 13:45:20,444, data_manager.py, 73, INFO, Processing ticker KEYS\n", + "2024-10-25 13:45:20,448, data_manager.py, 109, INFO, Getting stock price data for KEYS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:20,448, data_manager.py, 109, INFO, Getting stock price data for KEYS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:20,768, data_manager.py, 83, INFO, Saving data for KEYS by year\n", + "2024-10-25 13:45:20,768, data_manager.py, 83, INFO, Saving data for KEYS by year\n", + "2024-10-25 13:45:21,485, data_manager.py, 73, INFO, Processing ticker KMB\n", + "2024-10-25 13:45:21,485, data_manager.py, 73, INFO, Processing ticker KMB\n", + "2024-10-25 13:45:21,488, data_manager.py, 109, INFO, Getting stock price data for KMB from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:21,488, data_manager.py, 109, INFO, Getting stock price data for KMB from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:22,537, data_manager.py, 83, INFO, Saving data for KMB by year\n", + "2024-10-25 13:45:22,537, data_manager.py, 83, INFO, Saving data for KMB by year\n", + "2024-10-25 13:45:24,062, data_manager.py, 73, INFO, Processing ticker KIM\n", + "2024-10-25 13:45:24,062, data_manager.py, 73, INFO, Processing ticker KIM\n", + "2024-10-25 13:45:24,065, data_manager.py, 109, INFO, Getting stock price data for KIM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:24,065, data_manager.py, 109, INFO, Getting stock price data for KIM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:24,625, data_manager.py, 83, INFO, Saving data for KIM by year\n", + "2024-10-25 13:45:24,625, data_manager.py, 83, INFO, Saving data for KIM by year\n", + "2024-10-25 13:45:26,185, data_manager.py, 73, INFO, Processing ticker KMI\n", + "2024-10-25 13:45:26,185, data_manager.py, 73, INFO, Processing ticker KMI\n", + "2024-10-25 13:45:26,188, data_manager.py, 109, INFO, Getting stock price data for KMI from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:26,188, data_manager.py, 109, INFO, Getting stock price data for KMI from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:26,710, data_manager.py, 83, INFO, Saving data for KMI by year\n", + "2024-10-25 13:45:26,710, data_manager.py, 83, INFO, Saving data for KMI by year\n", + "2024-10-25 13:45:27,565, data_manager.py, 73, INFO, Processing ticker KLAC\n", + "2024-10-25 13:45:27,565, data_manager.py, 73, INFO, Processing ticker KLAC\n", + "2024-10-25 13:45:27,568, data_manager.py, 109, INFO, Getting stock price data for KLAC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:27,568, data_manager.py, 109, INFO, Getting stock price data for KLAC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:28,161, data_manager.py, 83, INFO, Saving data for KLAC by year\n", + "2024-10-25 13:45:28,161, data_manager.py, 83, INFO, Saving data for KLAC by year\n", + "2024-10-25 13:45:29,749, data_manager.py, 73, INFO, Processing ticker KHC\n", + "2024-10-25 13:45:29,749, data_manager.py, 73, INFO, Processing ticker KHC\n", + "2024-10-25 13:45:29,753, data_manager.py, 109, INFO, Getting stock price data for KHC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:29,753, data_manager.py, 109, INFO, Getting stock price data for KHC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:30,013, data_manager.py, 83, INFO, Saving data for KHC by year\n", + "2024-10-25 13:45:30,013, data_manager.py, 83, INFO, Saving data for KHC by year\n", + "2024-10-25 13:45:30,599, data_manager.py, 73, INFO, Processing ticker KR\n", + "2024-10-25 13:45:30,599, data_manager.py, 73, INFO, Processing ticker KR\n", + "2024-10-25 13:45:30,602, data_manager.py, 109, INFO, Getting stock price data for KR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:30,602, data_manager.py, 109, INFO, Getting stock price data for KR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:31,224, data_manager.py, 83, INFO, Saving data for KR by year\n", + "2024-10-25 13:45:31,224, data_manager.py, 83, INFO, Saving data for KR by year\n", + "2024-10-25 13:45:32,758, data_manager.py, 73, INFO, Processing ticker LHX\n", + "2024-10-25 13:45:32,758, data_manager.py, 73, INFO, Processing ticker LHX\n", + "2024-10-25 13:45:32,763, data_manager.py, 109, INFO, Getting stock price data for LHX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:32,763, data_manager.py, 109, INFO, Getting stock price data for LHX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:33,440, data_manager.py, 83, INFO, Saving data for LHX by year\n", + "2024-10-25 13:45:33,440, data_manager.py, 83, INFO, Saving data for LHX by year\n", + "2024-10-25 13:45:35,085, data_manager.py, 73, INFO, Processing ticker LH\n", + "2024-10-25 13:45:35,085, data_manager.py, 73, INFO, Processing ticker LH\n", + "2024-10-25 13:45:35,087, data_manager.py, 109, INFO, Getting stock price data for LH from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:35,087, data_manager.py, 109, INFO, Getting stock price data for LH from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:35,748, data_manager.py, 83, INFO, Saving data for LH by year\n", + "2024-10-25 13:45:35,748, data_manager.py, 83, INFO, Saving data for LH by year\n", + "2024-10-25 13:45:37,640, data_manager.py, 73, INFO, Processing ticker LRCX\n", + "2024-10-25 13:45:37,640, data_manager.py, 73, INFO, Processing ticker LRCX\n", + "2024-10-25 13:45:37,644, data_manager.py, 109, INFO, Getting stock price data for LRCX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:37,644, data_manager.py, 109, INFO, Getting stock price data for LRCX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:38,658, data_manager.py, 83, INFO, Saving data for LRCX by year\n", + "2024-10-25 13:45:38,658, data_manager.py, 83, INFO, Saving data for LRCX by year\n", + "2024-10-25 13:45:40,184, data_manager.py, 73, INFO, Processing ticker LW\n", + "2024-10-25 13:45:40,184, data_manager.py, 73, INFO, Processing ticker LW\n", + "2024-10-25 13:45:40,187, data_manager.py, 109, INFO, Getting stock price data for LW from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:40,187, data_manager.py, 109, INFO, Getting stock price data for LW from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:40,460, data_manager.py, 83, INFO, Saving data for LW by year\n", + "2024-10-25 13:45:40,460, data_manager.py, 83, INFO, Saving data for LW by year\n", + "2024-10-25 13:45:41,018, data_manager.py, 73, INFO, Processing ticker LVS\n", + "2024-10-25 13:45:41,018, data_manager.py, 73, INFO, Processing ticker LVS\n", + "2024-10-25 13:45:41,022, data_manager.py, 109, INFO, Getting stock price data for LVS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:41,022, data_manager.py, 109, INFO, Getting stock price data for LVS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:41,553, data_manager.py, 83, INFO, Saving data for LVS by year\n", + "2024-10-25 13:45:41,553, data_manager.py, 83, INFO, Saving data for LVS by year\n", + "2024-10-25 13:45:42,824, data_manager.py, 73, INFO, Processing ticker LDOS\n", + "2024-10-25 13:45:42,824, data_manager.py, 73, INFO, Processing ticker LDOS\n", + "2024-10-25 13:45:42,826, data_manager.py, 109, INFO, Getting stock price data for LDOS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:42,826, data_manager.py, 109, INFO, Getting stock price data for LDOS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:43,341, data_manager.py, 83, INFO, Saving data for LDOS by year\n", + "2024-10-25 13:45:43,341, data_manager.py, 83, INFO, Saving data for LDOS by year\n", + "2024-10-25 13:45:44,466, data_manager.py, 73, INFO, Processing ticker LEN\n", + "2024-10-25 13:45:44,466, data_manager.py, 73, INFO, Processing ticker LEN\n", + "2024-10-25 13:45:44,469, data_manager.py, 109, INFO, Getting stock price data for LEN from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:44,469, data_manager.py, 109, INFO, Getting stock price data for LEN from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:45,071, data_manager.py, 83, INFO, Saving data for LEN by year\n", + "2024-10-25 13:45:45,071, data_manager.py, 83, INFO, Saving data for LEN by year\n", + "2024-10-25 13:45:46,531, data_manager.py, 73, INFO, Processing ticker LIN\n", + "2024-10-25 13:45:46,531, data_manager.py, 73, INFO, Processing ticker LIN\n", + "2024-10-25 13:45:46,534, data_manager.py, 109, INFO, Getting stock price data for LIN from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:46,534, data_manager.py, 109, INFO, Getting stock price data for LIN from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:47,243, data_manager.py, 83, INFO, Saving data for LIN by year\n", + "2024-10-25 13:45:47,243, data_manager.py, 83, INFO, Saving data for LIN by year\n", + "2024-10-25 13:45:48,656, data_manager.py, 73, INFO, Processing ticker LYV\n", + "2024-10-25 13:45:48,656, data_manager.py, 73, INFO, Processing ticker LYV\n", + "2024-10-25 13:45:48,659, data_manager.py, 109, INFO, Getting stock price data for LYV from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:48,659, data_manager.py, 109, INFO, Getting stock price data for LYV from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:48,935, data_manager.py, 83, INFO, Saving data for LYV by year\n", + "2024-10-25 13:45:48,935, data_manager.py, 83, INFO, Saving data for LYV by year\n", + "2024-10-25 13:45:50,306, data_manager.py, 73, INFO, Processing ticker LKQ\n", + "2024-10-25 13:45:50,306, data_manager.py, 73, INFO, Processing ticker LKQ\n", + "2024-10-25 13:45:50,308, data_manager.py, 109, INFO, Getting stock price data for LKQ from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:50,308, data_manager.py, 109, INFO, Getting stock price data for LKQ from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:50,793, data_manager.py, 83, INFO, Saving data for LKQ by year\n", + "2024-10-25 13:45:50,793, data_manager.py, 83, INFO, Saving data for LKQ by year\n", + "2024-10-25 13:45:52,100, data_manager.py, 73, INFO, Processing ticker LMT\n", + "2024-10-25 13:45:52,100, data_manager.py, 73, INFO, Processing ticker LMT\n", + "2024-10-25 13:45:52,104, data_manager.py, 109, INFO, Getting stock price data for LMT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:52,104, data_manager.py, 109, INFO, Getting stock price data for LMT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:52,636, data_manager.py, 83, INFO, Saving data for LMT by year\n", + "2024-10-25 13:45:52,636, data_manager.py, 83, INFO, Saving data for LMT by year\n", + "2024-10-25 13:45:54,140, data_manager.py, 73, INFO, Processing ticker L\n", + "2024-10-25 13:45:54,140, data_manager.py, 73, INFO, Processing ticker L\n", + "2024-10-25 13:45:54,143, data_manager.py, 109, INFO, Getting stock price data for L from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:54,143, data_manager.py, 109, INFO, Getting stock price data for L from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:55,025, data_manager.py, 83, INFO, Saving data for L by year\n", + "2024-10-25 13:45:55,025, data_manager.py, 83, INFO, Saving data for L by year\n", + "2024-10-25 13:45:56,509, data_manager.py, 73, INFO, Processing ticker LOW\n", + "2024-10-25 13:45:56,509, data_manager.py, 73, INFO, Processing ticker LOW\n", + "2024-10-25 13:45:56,512, data_manager.py, 109, INFO, Getting stock price data for LOW from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:56,512, data_manager.py, 109, INFO, Getting stock price data for LOW from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:57,258, data_manager.py, 83, INFO, Saving data for LOW by year\n", + "2024-10-25 13:45:57,258, data_manager.py, 83, INFO, Saving data for LOW by year\n", + "2024-10-25 13:45:58,772, data_manager.py, 73, INFO, Processing ticker LULU\n", + "2024-10-25 13:45:58,772, data_manager.py, 73, INFO, Processing ticker LULU\n", + "2024-10-25 13:45:58,774, data_manager.py, 109, INFO, Getting stock price data for LULU from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:45:58,774, data_manager.py, 109, INFO, Getting stock price data for LULU from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:45:59,166, data_manager.py, 83, INFO, Saving data for LULU by year\n", + "2024-10-25 13:45:59,166, data_manager.py, 83, INFO, Saving data for LULU by year\n", + "2024-10-25 13:46:00,248, data_manager.py, 73, INFO, Processing ticker LYB\n", + "2024-10-25 13:46:00,248, data_manager.py, 73, INFO, Processing ticker LYB\n", + "2024-10-25 13:46:00,251, data_manager.py, 109, INFO, Getting stock price data for LYB from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:00,251, data_manager.py, 109, INFO, Getting stock price data for LYB from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:00,484, data_manager.py, 83, INFO, Saving data for LYB by year\n", + "2024-10-25 13:46:00,484, data_manager.py, 83, INFO, Saving data for LYB by year\n", + "2024-10-25 13:46:01,339, data_manager.py, 73, INFO, Processing ticker MTB\n", + "2024-10-25 13:46:01,339, data_manager.py, 73, INFO, Processing ticker MTB\n", + "2024-10-25 13:46:01,342, data_manager.py, 109, INFO, Getting stock price data for MTB from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:01,342, data_manager.py, 109, INFO, Getting stock price data for MTB from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:02,287, data_manager.py, 83, INFO, Saving data for MTB by year\n", + "2024-10-25 13:46:02,287, data_manager.py, 83, INFO, Saving data for MTB by year\n", + "2024-10-25 13:46:03,748, data_manager.py, 73, INFO, Processing ticker MRO\n", + "2024-10-25 13:46:03,748, data_manager.py, 73, INFO, Processing ticker MRO\n", + "2024-10-25 13:46:03,752, data_manager.py, 109, INFO, Getting stock price data for MRO from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:03,752, data_manager.py, 109, INFO, Getting stock price data for MRO from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:04,392, data_manager.py, 83, INFO, Saving data for MRO by year\n", + "2024-10-25 13:46:04,392, data_manager.py, 83, INFO, Saving data for MRO by year\n", + "2024-10-25 13:46:05,862, data_manager.py, 73, INFO, Processing ticker MPC\n", + "2024-10-25 13:46:05,862, data_manager.py, 73, INFO, Processing ticker MPC\n", + "2024-10-25 13:46:05,868, data_manager.py, 109, INFO, Getting stock price data for MPC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:05,868, data_manager.py, 109, INFO, Getting stock price data for MPC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:06,661, data_manager.py, 83, INFO, Saving data for MPC by year\n", + "2024-10-25 13:46:06,661, data_manager.py, 83, INFO, Saving data for MPC by year\n", + "2024-10-25 13:46:07,475, data_manager.py, 73, INFO, Processing ticker MKTX\n", + "2024-10-25 13:46:07,475, data_manager.py, 73, INFO, Processing ticker MKTX\n", + "2024-10-25 13:46:07,478, data_manager.py, 109, INFO, Getting stock price data for MKTX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:07,478, data_manager.py, 109, INFO, Getting stock price data for MKTX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:07,906, data_manager.py, 83, INFO, Saving data for MKTX by year\n", + "2024-10-25 13:46:07,906, data_manager.py, 83, INFO, Saving data for MKTX by year\n", + "2024-10-25 13:46:09,245, data_manager.py, 73, INFO, Processing ticker MAR\n", + "2024-10-25 13:46:09,245, data_manager.py, 73, INFO, Processing ticker MAR\n", + "2024-10-25 13:46:09,248, data_manager.py, 109, INFO, Getting stock price data for MAR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:09,248, data_manager.py, 109, INFO, Getting stock price data for MAR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:10,039, data_manager.py, 83, INFO, Saving data for MAR by year\n", + "2024-10-25 13:46:10,039, data_manager.py, 83, INFO, Saving data for MAR by year\n", + "2024-10-25 13:46:11,540, data_manager.py, 73, INFO, Processing ticker MMC\n", + "2024-10-25 13:46:11,540, data_manager.py, 73, INFO, Processing ticker MMC\n", + "2024-10-25 13:46:11,544, data_manager.py, 109, INFO, Getting stock price data for MMC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:11,544, data_manager.py, 109, INFO, Getting stock price data for MMC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:12,117, data_manager.py, 83, INFO, Saving data for MMC by year\n", + "2024-10-25 13:46:12,117, data_manager.py, 83, INFO, Saving data for MMC by year\n", + "2024-10-25 13:46:13,586, data_manager.py, 73, INFO, Processing ticker MLM\n", + "2024-10-25 13:46:13,586, data_manager.py, 73, INFO, Processing ticker MLM\n", + "2024-10-25 13:46:13,589, data_manager.py, 109, INFO, Getting stock price data for MLM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:13,589, data_manager.py, 109, INFO, Getting stock price data for MLM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:14,212, data_manager.py, 83, INFO, Saving data for MLM by year\n", + "2024-10-25 13:46:14,212, data_manager.py, 83, INFO, Saving data for MLM by year\n", + "2024-10-25 13:46:15,657, data_manager.py, 73, INFO, Processing ticker MAS\n", + "2024-10-25 13:46:15,657, data_manager.py, 73, INFO, Processing ticker MAS\n", + "2024-10-25 13:46:15,660, data_manager.py, 109, INFO, Getting stock price data for MAS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:15,660, data_manager.py, 109, INFO, Getting stock price data for MAS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:16,171, data_manager.py, 83, INFO, Saving data for MAS by year\n", + "2024-10-25 13:46:16,171, data_manager.py, 83, INFO, Saving data for MAS by year\n", + "2024-10-25 13:46:17,627, data_manager.py, 73, INFO, Processing ticker MA\n", + "2024-10-25 13:46:17,627, data_manager.py, 73, INFO, Processing ticker MA\n", + "2024-10-25 13:46:17,631, data_manager.py, 109, INFO, Getting stock price data for MA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:17,631, data_manager.py, 109, INFO, Getting stock price data for MA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:18,035, data_manager.py, 83, INFO, Saving data for MA by year\n", + "2024-10-25 13:46:18,035, data_manager.py, 83, INFO, Saving data for MA by year\n", + "2024-10-25 13:46:19,257, data_manager.py, 73, INFO, Processing ticker MTCH\n", + "2024-10-25 13:46:19,257, data_manager.py, 73, INFO, Processing ticker MTCH\n", + "2024-10-25 13:46:19,260, data_manager.py, 109, INFO, Getting stock price data for MTCH from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:19,260, data_manager.py, 109, INFO, Getting stock price data for MTCH from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:19,722, data_manager.py, 83, INFO, Saving data for MTCH by year\n", + "2024-10-25 13:46:19,722, data_manager.py, 83, INFO, Saving data for MTCH by year\n", + "2024-10-25 13:46:21,181, data_manager.py, 73, INFO, Processing ticker MKC\n", + "2024-10-25 13:46:21,181, data_manager.py, 73, INFO, Processing ticker MKC\n", + "2024-10-25 13:46:21,185, data_manager.py, 109, INFO, Getting stock price data for MKC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:21,185, data_manager.py, 109, INFO, Getting stock price data for MKC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:21,848, data_manager.py, 83, INFO, Saving data for MKC by year\n", + "2024-10-25 13:46:21,848, data_manager.py, 83, INFO, Saving data for MKC by year\n", + "2024-10-25 13:46:23,312, data_manager.py, 73, INFO, Processing ticker MCD\n", + "2024-10-25 13:46:23,312, data_manager.py, 73, INFO, Processing ticker MCD\n", + "2024-10-25 13:46:23,316, data_manager.py, 109, INFO, Getting stock price data for MCD from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:23,316, data_manager.py, 109, INFO, Getting stock price data for MCD from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:23,952, data_manager.py, 83, INFO, Saving data for MCD by year\n", + "2024-10-25 13:46:23,952, data_manager.py, 83, INFO, Saving data for MCD by year\n", + "2024-10-25 13:46:25,413, data_manager.py, 73, INFO, Processing ticker MCK\n", + "2024-10-25 13:46:25,413, data_manager.py, 73, INFO, Processing ticker MCK\n", + "2024-10-25 13:46:25,416, data_manager.py, 109, INFO, Getting stock price data for MCK from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:25,416, data_manager.py, 109, INFO, Getting stock price data for MCK from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:26,018, data_manager.py, 83, INFO, Saving data for MCK by year\n", + "2024-10-25 13:46:26,018, data_manager.py, 83, INFO, Saving data for MCK by year\n", + "2024-10-25 13:46:27,519, data_manager.py, 73, INFO, Processing ticker MDT\n", + "2024-10-25 13:46:27,519, data_manager.py, 73, INFO, Processing ticker MDT\n", + "2024-10-25 13:46:27,523, data_manager.py, 109, INFO, Getting stock price data for MDT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:27,523, data_manager.py, 109, INFO, Getting stock price data for MDT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:27,851, data_manager.py, 83, INFO, Saving data for MDT by year\n", + "2024-10-25 13:46:27,851, data_manager.py, 83, INFO, Saving data for MDT by year\n", + "2024-10-25 13:46:29,308, data_manager.py, 73, INFO, Processing ticker MRK\n", + "2024-10-25 13:46:29,308, data_manager.py, 73, INFO, Processing ticker MRK\n", + "2024-10-25 13:46:29,311, data_manager.py, 109, INFO, Getting stock price data for MRK from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:29,311, data_manager.py, 109, INFO, Getting stock price data for MRK from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:29,986, data_manager.py, 83, INFO, Saving data for MRK by year\n", + "2024-10-25 13:46:29,986, data_manager.py, 83, INFO, Saving data for MRK by year\n", + "2024-10-25 13:46:31,436, data_manager.py, 73, INFO, Processing ticker META\n", + "2024-10-25 13:46:31,436, data_manager.py, 73, INFO, Processing ticker META\n", + "2024-10-25 13:46:31,439, data_manager.py, 109, INFO, Getting stock price data for META from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:31,439, data_manager.py, 109, INFO, Getting stock price data for META from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:31,881, data_manager.py, 83, INFO, Saving data for META by year\n", + "2024-10-25 13:46:31,881, data_manager.py, 83, INFO, Saving data for META by year\n", + "2024-10-25 13:46:32,648, data_manager.py, 73, INFO, Processing ticker MET\n", + "2024-10-25 13:46:32,648, data_manager.py, 73, INFO, Processing ticker MET\n", + "2024-10-25 13:46:32,652, data_manager.py, 109, INFO, Getting stock price data for MET from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:32,652, data_manager.py, 109, INFO, Getting stock price data for MET from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:33,142, data_manager.py, 83, INFO, Saving data for MET by year\n", + "2024-10-25 13:46:33,142, data_manager.py, 83, INFO, Saving data for MET by year\n", + "2024-10-25 13:46:34,588, data_manager.py, 73, INFO, Processing ticker MTD\n", + "2024-10-25 13:46:34,588, data_manager.py, 73, INFO, Processing ticker MTD\n", + "2024-10-25 13:46:34,591, data_manager.py, 109, INFO, Getting stock price data for MTD from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:34,591, data_manager.py, 109, INFO, Getting stock price data for MTD from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:35,027, data_manager.py, 83, INFO, Saving data for MTD by year\n", + "2024-10-25 13:46:35,027, data_manager.py, 83, INFO, Saving data for MTD by year\n", + "2024-10-25 13:46:36,492, data_manager.py, 73, INFO, Processing ticker MGM\n", + "2024-10-25 13:46:36,492, data_manager.py, 73, INFO, Processing ticker MGM\n", + "2024-10-25 13:46:36,494, data_manager.py, 109, INFO, Getting stock price data for MGM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:36,494, data_manager.py, 109, INFO, Getting stock price data for MGM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:37,153, data_manager.py, 83, INFO, Saving data for MGM by year\n", + "2024-10-25 13:46:37,153, data_manager.py, 83, INFO, Saving data for MGM by year\n", + "2024-10-25 13:46:38,601, data_manager.py, 73, INFO, Processing ticker MCHP\n", + "2024-10-25 13:46:38,601, data_manager.py, 73, INFO, Processing ticker MCHP\n", + "2024-10-25 13:46:38,603, data_manager.py, 109, INFO, Getting stock price data for MCHP from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:38,603, data_manager.py, 109, INFO, Getting stock price data for MCHP from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:39,171, data_manager.py, 83, INFO, Saving data for MCHP by year\n", + "2024-10-25 13:46:39,171, data_manager.py, 83, INFO, Saving data for MCHP by year\n", + "2024-10-25 13:46:40,705, data_manager.py, 73, INFO, Processing ticker MU\n", + "2024-10-25 13:46:40,705, data_manager.py, 73, INFO, Processing ticker MU\n", + "2024-10-25 13:46:40,709, data_manager.py, 109, INFO, Getting stock price data for MU from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:40,709, data_manager.py, 109, INFO, Getting stock price data for MU from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:41,047, data_manager.py, 83, INFO, Saving data for MU by year\n", + "2024-10-25 13:46:41,047, data_manager.py, 83, INFO, Saving data for MU by year\n", + "2024-10-25 13:46:42,516, data_manager.py, 73, INFO, Processing ticker MSFT\n", + "2024-10-25 13:46:42,516, data_manager.py, 73, INFO, Processing ticker MSFT\n", + "2024-10-25 13:46:42,519, data_manager.py, 109, INFO, Getting stock price data for MSFT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:42,519, data_manager.py, 109, INFO, Getting stock price data for MSFT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:43,235, data_manager.py, 83, INFO, Saving data for MSFT by year\n", + "2024-10-25 13:46:43,235, data_manager.py, 83, INFO, Saving data for MSFT by year\n", + "2024-10-25 13:46:44,690, data_manager.py, 73, INFO, Processing ticker MAA\n", + "2024-10-25 13:46:44,690, data_manager.py, 73, INFO, Processing ticker MAA\n", + "2024-10-25 13:46:44,693, data_manager.py, 109, INFO, Getting stock price data for MAA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:44,693, data_manager.py, 109, INFO, Getting stock price data for MAA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:45,419, data_manager.py, 83, INFO, Saving data for MAA by year\n", + "2024-10-25 13:46:45,419, data_manager.py, 83, INFO, Saving data for MAA by year\n", + "2024-10-25 13:46:46,961, data_manager.py, 73, INFO, Processing ticker MRNA\n", + "2024-10-25 13:46:46,961, data_manager.py, 73, INFO, Processing ticker MRNA\n", + "2024-10-25 13:46:46,965, data_manager.py, 109, INFO, Getting stock price data for MRNA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:46,965, data_manager.py, 109, INFO, Getting stock price data for MRNA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:47,203, data_manager.py, 83, INFO, Saving data for MRNA by year\n", + "2024-10-25 13:46:47,203, data_manager.py, 83, INFO, Saving data for MRNA by year\n", + "2024-10-25 13:46:47,598, data_manager.py, 73, INFO, Processing ticker MHK\n", + "2024-10-25 13:46:47,598, data_manager.py, 73, INFO, Processing ticker MHK\n", + "2024-10-25 13:46:47,602, data_manager.py, 109, INFO, Getting stock price data for MHK from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:47,602, data_manager.py, 109, INFO, Getting stock price data for MHK from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:48,124, data_manager.py, 83, INFO, Saving data for MHK by year\n", + "2024-10-25 13:46:48,124, data_manager.py, 83, INFO, Saving data for MHK by year\n", + "2024-10-25 13:46:49,590, data_manager.py, 73, INFO, Processing ticker MOH\n", + "2024-10-25 13:46:49,590, data_manager.py, 73, INFO, Processing ticker MOH\n", + "2024-10-25 13:46:49,593, data_manager.py, 109, INFO, Getting stock price data for MOH from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:49,593, data_manager.py, 109, INFO, Getting stock price data for MOH from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:50,184, data_manager.py, 83, INFO, Saving data for MOH by year\n", + "2024-10-25 13:46:50,184, data_manager.py, 83, INFO, Saving data for MOH by year\n", + "2024-10-25 13:46:51,452, data_manager.py, 73, INFO, Processing ticker TAP\n", + "2024-10-25 13:46:51,452, data_manager.py, 73, INFO, Processing ticker TAP\n", + "2024-10-25 13:46:51,456, data_manager.py, 109, INFO, Getting stock price data for TAP from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:51,456, data_manager.py, 109, INFO, Getting stock price data for TAP from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:51,961, data_manager.py, 83, INFO, Saving data for TAP by year\n", + "2024-10-25 13:46:51,961, data_manager.py, 83, INFO, Saving data for TAP by year\n", + "2024-10-25 13:46:53,483, data_manager.py, 73, INFO, Processing ticker MDLZ\n", + "2024-10-25 13:46:53,483, data_manager.py, 73, INFO, Processing ticker MDLZ\n", + "2024-10-25 13:46:53,488, data_manager.py, 109, INFO, Getting stock price data for MDLZ from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:53,488, data_manager.py, 109, INFO, Getting stock price data for MDLZ from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:53,958, data_manager.py, 83, INFO, Saving data for MDLZ by year\n", + "2024-10-25 13:46:53,958, data_manager.py, 83, INFO, Saving data for MDLZ by year\n", + "2024-10-25 13:46:55,347, data_manager.py, 73, INFO, Processing ticker MPWR\n", + "2024-10-25 13:46:55,347, data_manager.py, 73, INFO, Processing ticker MPWR\n", + "2024-10-25 13:46:55,350, data_manager.py, 109, INFO, Getting stock price data for MPWR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:55,350, data_manager.py, 109, INFO, Getting stock price data for MPWR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:55,691, data_manager.py, 83, INFO, Saving data for MPWR by year\n", + "2024-10-25 13:46:55,691, data_manager.py, 83, INFO, Saving data for MPWR by year\n", + "2024-10-25 13:46:56,906, data_manager.py, 73, INFO, Processing ticker MNST\n", + "2024-10-25 13:46:56,906, data_manager.py, 73, INFO, Processing ticker MNST\n", + "2024-10-25 13:46:56,908, data_manager.py, 109, INFO, Getting stock price data for MNST from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:56,908, data_manager.py, 109, INFO, Getting stock price data for MNST from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:57,248, data_manager.py, 83, INFO, Saving data for MNST by year\n", + "2024-10-25 13:46:57,248, data_manager.py, 83, INFO, Saving data for MNST by year\n", + "2024-10-25 13:46:58,669, data_manager.py, 73, INFO, Processing ticker MCO\n", + "2024-10-25 13:46:58,669, data_manager.py, 73, INFO, Processing ticker MCO\n", + "2024-10-25 13:46:58,672, data_manager.py, 109, INFO, Getting stock price data for MCO from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:46:58,672, data_manager.py, 109, INFO, Getting stock price data for MCO from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:46:59,358, data_manager.py, 83, INFO, Saving data for MCO by year\n", + "2024-10-25 13:46:59,358, data_manager.py, 83, INFO, Saving data for MCO by year\n", + "2024-10-25 13:47:00,775, data_manager.py, 73, INFO, Processing ticker MS\n", + "2024-10-25 13:47:00,775, data_manager.py, 73, INFO, Processing ticker MS\n", + "2024-10-25 13:47:00,777, data_manager.py, 109, INFO, Getting stock price data for MS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:00,777, data_manager.py, 109, INFO, Getting stock price data for MS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:01,313, data_manager.py, 83, INFO, Saving data for MS by year\n", + "2024-10-25 13:47:01,313, data_manager.py, 83, INFO, Saving data for MS by year\n", + "2024-10-25 13:47:02,775, data_manager.py, 73, INFO, Processing ticker MOS\n", + "2024-10-25 13:47:02,775, data_manager.py, 73, INFO, Processing ticker MOS\n", + "2024-10-25 13:47:02,777, data_manager.py, 109, INFO, Getting stock price data for MOS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:02,777, data_manager.py, 109, INFO, Getting stock price data for MOS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:03,399, data_manager.py, 83, INFO, Saving data for MOS by year\n", + "2024-10-25 13:47:03,399, data_manager.py, 83, INFO, Saving data for MOS by year\n", + "2024-10-25 13:47:04,848, data_manager.py, 73, INFO, Processing ticker MSI\n", + "2024-10-25 13:47:04,848, data_manager.py, 73, INFO, Processing ticker MSI\n", + "2024-10-25 13:47:04,853, data_manager.py, 109, INFO, Getting stock price data for MSI from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:04,853, data_manager.py, 109, INFO, Getting stock price data for MSI from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:05,480, data_manager.py, 83, INFO, Saving data for MSI by year\n", + "2024-10-25 13:47:05,480, data_manager.py, 83, INFO, Saving data for MSI by year\n", + "2024-10-25 13:47:06,962, data_manager.py, 73, INFO, Processing ticker MSCI\n", + "2024-10-25 13:47:06,962, data_manager.py, 73, INFO, Processing ticker MSCI\n", + "2024-10-25 13:47:06,967, data_manager.py, 109, INFO, Getting stock price data for MSCI from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:06,967, data_manager.py, 109, INFO, Getting stock price data for MSCI from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:07,626, data_manager.py, 83, INFO, Saving data for MSCI by year\n", + "2024-10-25 13:47:07,626, data_manager.py, 83, INFO, Saving data for MSCI by year\n", + "2024-10-25 13:47:08,667, data_manager.py, 73, INFO, Processing ticker NDAQ\n", + "2024-10-25 13:47:08,667, data_manager.py, 73, INFO, Processing ticker NDAQ\n", + "2024-10-25 13:47:08,669, data_manager.py, 109, INFO, Getting stock price data for NDAQ from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:08,669, data_manager.py, 109, INFO, Getting stock price data for NDAQ from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:09,018, data_manager.py, 83, INFO, Saving data for NDAQ by year\n", + "2024-10-25 13:47:09,018, data_manager.py, 83, INFO, Saving data for NDAQ by year\n", + "2024-10-25 13:47:10,318, data_manager.py, 73, INFO, Processing ticker NTAP\n", + "2024-10-25 13:47:10,318, data_manager.py, 73, INFO, Processing ticker NTAP\n", + "2024-10-25 13:47:10,322, data_manager.py, 109, INFO, Getting stock price data for NTAP from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:10,322, data_manager.py, 109, INFO, Getting stock price data for NTAP from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:10,784, data_manager.py, 83, INFO, Saving data for NTAP by year\n", + "2024-10-25 13:47:10,784, data_manager.py, 83, INFO, Saving data for NTAP by year\n", + "2024-10-25 13:47:12,364, data_manager.py, 73, INFO, Processing ticker NFLX\n", + "2024-10-25 13:47:12,364, data_manager.py, 73, INFO, Processing ticker NFLX\n", + "2024-10-25 13:47:12,368, data_manager.py, 109, INFO, Getting stock price data for NFLX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:12,368, data_manager.py, 109, INFO, Getting stock price data for NFLX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:12,852, data_manager.py, 83, INFO, Saving data for NFLX by year\n", + "2024-10-25 13:47:12,852, data_manager.py, 83, INFO, Saving data for NFLX by year\n", + "2024-10-25 13:47:14,234, data_manager.py, 73, INFO, Processing ticker NEM\n", + "2024-10-25 13:47:14,234, data_manager.py, 73, INFO, Processing ticker NEM\n", + "2024-10-25 13:47:14,237, data_manager.py, 109, INFO, Getting stock price data for NEM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:14,237, data_manager.py, 109, INFO, Getting stock price data for NEM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:14,809, data_manager.py, 83, INFO, Saving data for NEM by year\n", + "2024-10-25 13:47:14,809, data_manager.py, 83, INFO, Saving data for NEM by year\n", + "2024-10-25 13:47:16,259, data_manager.py, 73, INFO, Processing ticker NWSA\n", + "2024-10-25 13:47:16,259, data_manager.py, 73, INFO, Processing ticker NWSA\n", + "2024-10-25 13:47:16,263, data_manager.py, 109, INFO, Getting stock price data for NWSA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:16,263, data_manager.py, 109, INFO, Getting stock price data for NWSA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:16,773, data_manager.py, 83, INFO, Saving data for NWSA by year\n", + "2024-10-25 13:47:16,773, data_manager.py, 83, INFO, Saving data for NWSA by year\n", + "2024-10-25 13:47:17,489, data_manager.py, 73, INFO, Processing ticker NWS\n", + "2024-10-25 13:47:17,489, data_manager.py, 73, INFO, Processing ticker NWS\n", + "2024-10-25 13:47:17,492, data_manager.py, 109, INFO, Getting stock price data for NWS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:17,492, data_manager.py, 109, INFO, Getting stock price data for NWS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:18,383, data_manager.py, 83, INFO, Saving data for NWS by year\n", + "2024-10-25 13:47:18,383, data_manager.py, 83, INFO, Saving data for NWS by year\n", + "2024-10-25 13:47:19,241, data_manager.py, 73, INFO, Processing ticker NEE\n", + "2024-10-25 13:47:19,241, data_manager.py, 73, INFO, Processing ticker NEE\n", + "2024-10-25 13:47:19,246, data_manager.py, 109, INFO, Getting stock price data for NEE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:19,246, data_manager.py, 109, INFO, Getting stock price data for NEE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:19,825, data_manager.py, 83, INFO, Saving data for NEE by year\n", + "2024-10-25 13:47:19,825, data_manager.py, 83, INFO, Saving data for NEE by year\n", + "2024-10-25 13:47:21,481, data_manager.py, 73, INFO, Processing ticker NKE\n", + "2024-10-25 13:47:21,481, data_manager.py, 73, INFO, Processing ticker NKE\n", + "2024-10-25 13:47:21,485, data_manager.py, 109, INFO, Getting stock price data for NKE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:21,485, data_manager.py, 109, INFO, Getting stock price data for NKE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:22,049, data_manager.py, 83, INFO, Saving data for NKE by year\n", + "2024-10-25 13:47:22,049, data_manager.py, 83, INFO, Saving data for NKE by year\n", + "2024-10-25 13:47:23,556, data_manager.py, 73, INFO, Processing ticker NI\n", + "2024-10-25 13:47:23,556, data_manager.py, 73, INFO, Processing ticker NI\n", + "2024-10-25 13:47:23,560, data_manager.py, 109, INFO, Getting stock price data for NI from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:23,560, data_manager.py, 109, INFO, Getting stock price data for NI from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:24,119, data_manager.py, 83, INFO, Saving data for NI by year\n", + "2024-10-25 13:47:24,119, data_manager.py, 83, INFO, Saving data for NI by year\n", + "2024-10-25 13:47:25,575, data_manager.py, 73, INFO, Processing ticker NDSN\n", + "2024-10-25 13:47:25,575, data_manager.py, 73, INFO, Processing ticker NDSN\n", + "2024-10-25 13:47:25,578, data_manager.py, 109, INFO, Getting stock price data for NDSN from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:25,578, data_manager.py, 109, INFO, Getting stock price data for NDSN from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:26,193, data_manager.py, 83, INFO, Saving data for NDSN by year\n", + "2024-10-25 13:47:26,193, data_manager.py, 83, INFO, Saving data for NDSN by year\n", + "2024-10-25 13:47:27,691, data_manager.py, 73, INFO, Processing ticker NSC\n", + "2024-10-25 13:47:27,691, data_manager.py, 73, INFO, Processing ticker NSC\n", + "2024-10-25 13:47:27,694, data_manager.py, 109, INFO, Getting stock price data for NSC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:27,694, data_manager.py, 109, INFO, Getting stock price data for NSC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:28,576, data_manager.py, 83, INFO, Saving data for NSC by year\n", + "2024-10-25 13:47:28,576, data_manager.py, 83, INFO, Saving data for NSC by year\n", + "2024-10-25 13:47:30,031, data_manager.py, 73, INFO, Processing ticker NTRS\n", + "2024-10-25 13:47:30,031, data_manager.py, 73, INFO, Processing ticker NTRS\n", + "2024-10-25 13:47:30,034, data_manager.py, 109, INFO, Getting stock price data for NTRS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:30,034, data_manager.py, 109, INFO, Getting stock price data for NTRS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:30,645, data_manager.py, 83, INFO, Saving data for NTRS by year\n", + "2024-10-25 13:47:30,645, data_manager.py, 83, INFO, Saving data for NTRS by year\n", + "2024-10-25 13:47:32,174, data_manager.py, 73, INFO, Processing ticker NOC\n", + "2024-10-25 13:47:32,174, data_manager.py, 73, INFO, Processing ticker NOC\n", + "2024-10-25 13:47:32,178, data_manager.py, 109, INFO, Getting stock price data for NOC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:32,178, data_manager.py, 109, INFO, Getting stock price data for NOC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:33,116, data_manager.py, 83, INFO, Saving data for NOC by year\n", + "2024-10-25 13:47:33,116, data_manager.py, 83, INFO, Saving data for NOC by year\n", + "2024-10-25 13:47:34,569, data_manager.py, 73, INFO, Processing ticker NCLH\n", + "2024-10-25 13:47:34,569, data_manager.py, 73, INFO, Processing ticker NCLH\n", + "2024-10-25 13:47:34,571, data_manager.py, 109, INFO, Getting stock price data for NCLH from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:34,571, data_manager.py, 109, INFO, Getting stock price data for NCLH from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:34,892, data_manager.py, 83, INFO, Saving data for NCLH by year\n", + "2024-10-25 13:47:34,892, data_manager.py, 83, INFO, Saving data for NCLH by year\n", + "2024-10-25 13:47:35,802, data_manager.py, 73, INFO, Processing ticker NRG\n", + "2024-10-25 13:47:35,802, data_manager.py, 73, INFO, Processing ticker NRG\n", + "2024-10-25 13:47:35,807, data_manager.py, 109, INFO, Getting stock price data for NRG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:35,807, data_manager.py, 109, INFO, Getting stock price data for NRG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:36,180, data_manager.py, 83, INFO, Saving data for NRG by year\n", + "2024-10-25 13:47:36,180, data_manager.py, 83, INFO, Saving data for NRG by year\n", + "2024-10-25 13:47:37,445, data_manager.py, 73, INFO, Processing ticker NUE\n", + "2024-10-25 13:47:37,445, data_manager.py, 73, INFO, Processing ticker NUE\n", + "2024-10-25 13:47:37,447, data_manager.py, 109, INFO, Getting stock price data for NUE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:37,447, data_manager.py, 109, INFO, Getting stock price data for NUE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:37,968, data_manager.py, 83, INFO, Saving data for NUE by year\n", + "2024-10-25 13:47:37,968, data_manager.py, 83, INFO, Saving data for NUE by year\n", + "2024-10-25 13:47:39,401, data_manager.py, 73, INFO, Processing ticker NVDA\n", + "2024-10-25 13:47:39,401, data_manager.py, 73, INFO, Processing ticker NVDA\n", + "2024-10-25 13:47:39,404, data_manager.py, 109, INFO, Getting stock price data for NVDA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:39,404, data_manager.py, 109, INFO, Getting stock price data for NVDA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:39,812, data_manager.py, 83, INFO, Saving data for NVDA by year\n", + "2024-10-25 13:47:39,812, data_manager.py, 83, INFO, Saving data for NVDA by year\n", + "2024-10-25 13:47:41,299, data_manager.py, 73, INFO, Processing ticker NVR\n", + "2024-10-25 13:47:41,299, data_manager.py, 73, INFO, Processing ticker NVR\n", + "2024-10-25 13:47:41,303, data_manager.py, 109, INFO, Getting stock price data for NVR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:41,303, data_manager.py, 109, INFO, Getting stock price data for NVR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:41,806, data_manager.py, 83, INFO, Saving data for NVR by year\n", + "2024-10-25 13:47:41,806, data_manager.py, 83, INFO, Saving data for NVR by year\n", + "2024-10-25 13:47:43,293, data_manager.py, 73, INFO, Processing ticker NXPI\n", + "2024-10-25 13:47:43,293, data_manager.py, 73, INFO, Processing ticker NXPI\n", + "2024-10-25 13:47:43,296, data_manager.py, 109, INFO, Getting stock price data for NXPI from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:43,296, data_manager.py, 109, INFO, Getting stock price data for NXPI from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:43,752, data_manager.py, 83, INFO, Saving data for NXPI by year\n", + "2024-10-25 13:47:43,752, data_manager.py, 83, INFO, Saving data for NXPI by year\n", + "2024-10-25 13:47:44,848, data_manager.py, 73, INFO, Processing ticker ORLY\n", + "2024-10-25 13:47:44,848, data_manager.py, 73, INFO, Processing ticker ORLY\n", + "2024-10-25 13:47:44,852, data_manager.py, 109, INFO, Getting stock price data for ORLY from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:44,852, data_manager.py, 109, INFO, Getting stock price data for ORLY from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:45,165, data_manager.py, 83, INFO, Saving data for ORLY by year\n", + "2024-10-25 13:47:45,165, data_manager.py, 83, INFO, Saving data for ORLY by year\n", + "2024-10-25 13:47:46,710, data_manager.py, 73, INFO, Processing ticker OXY\n", + "2024-10-25 13:47:46,710, data_manager.py, 73, INFO, Processing ticker OXY\n", + "2024-10-25 13:47:46,713, data_manager.py, 109, INFO, Getting stock price data for OXY from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:46,713, data_manager.py, 109, INFO, Getting stock price data for OXY from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:47,550, data_manager.py, 83, INFO, Saving data for OXY by year\n", + "2024-10-25 13:47:47,550, data_manager.py, 83, INFO, Saving data for OXY by year\n", + "2024-10-25 13:47:48,989, data_manager.py, 73, INFO, Processing ticker ODFL\n", + "2024-10-25 13:47:48,989, data_manager.py, 73, INFO, Processing ticker ODFL\n", + "2024-10-25 13:47:48,992, data_manager.py, 109, INFO, Getting stock price data for ODFL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:48,992, data_manager.py, 109, INFO, Getting stock price data for ODFL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:49,403, data_manager.py, 83, INFO, Saving data for ODFL by year\n", + "2024-10-25 13:47:49,403, data_manager.py, 83, INFO, Saving data for ODFL by year\n", + "2024-10-25 13:47:50,845, data_manager.py, 73, INFO, Processing ticker OMC\n", + "2024-10-25 13:47:50,845, data_manager.py, 73, INFO, Processing ticker OMC\n", + "2024-10-25 13:47:50,848, data_manager.py, 109, INFO, Getting stock price data for OMC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:50,848, data_manager.py, 109, INFO, Getting stock price data for OMC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:51,869, data_manager.py, 83, INFO, Saving data for OMC by year\n", + "2024-10-25 13:47:51,869, data_manager.py, 83, INFO, Saving data for OMC by year\n", + "2024-10-25 13:47:53,359, data_manager.py, 73, INFO, Processing ticker ON\n", + "2024-10-25 13:47:53,359, data_manager.py, 73, INFO, Processing ticker ON\n", + "2024-10-25 13:47:53,362, data_manager.py, 109, INFO, Getting stock price data for ON from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:53,362, data_manager.py, 109, INFO, Getting stock price data for ON from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:53,847, data_manager.py, 83, INFO, Saving data for ON by year\n", + "2024-10-25 13:47:53,847, data_manager.py, 83, INFO, Saving data for ON by year\n", + "2024-10-25 13:47:55,353, data_manager.py, 73, INFO, Processing ticker OKE\n", + "2024-10-25 13:47:55,353, data_manager.py, 73, INFO, Processing ticker OKE\n", + "2024-10-25 13:47:55,356, data_manager.py, 109, INFO, Getting stock price data for OKE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:55,356, data_manager.py, 109, INFO, Getting stock price data for OKE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:55,948, data_manager.py, 83, INFO, Saving data for OKE by year\n", + "2024-10-25 13:47:55,948, data_manager.py, 83, INFO, Saving data for OKE by year\n", + "2024-10-25 13:47:57,428, data_manager.py, 73, INFO, Processing ticker ORCL\n", + "2024-10-25 13:47:57,428, data_manager.py, 73, INFO, Processing ticker ORCL\n", + "2024-10-25 13:47:57,431, data_manager.py, 109, INFO, Getting stock price data for ORCL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:57,431, data_manager.py, 109, INFO, Getting stock price data for ORCL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:57,929, data_manager.py, 83, INFO, Saving data for ORCL by year\n", + "2024-10-25 13:47:57,929, data_manager.py, 83, INFO, Saving data for ORCL by year\n", + "2024-10-25 13:47:59,375, data_manager.py, 73, INFO, Processing ticker OTIS\n", + "2024-10-25 13:47:59,375, data_manager.py, 73, INFO, Processing ticker OTIS\n", + "2024-10-25 13:47:59,378, data_manager.py, 109, INFO, Getting stock price data for OTIS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:47:59,378, data_manager.py, 109, INFO, Getting stock price data for OTIS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:47:59,750, data_manager.py, 83, INFO, Saving data for OTIS by year\n", + "2024-10-25 13:47:59,750, data_manager.py, 83, INFO, Saving data for OTIS by year\n", + "2024-10-25 13:48:00,051, data_manager.py, 73, INFO, Processing ticker PCAR\n", + "2024-10-25 13:48:00,051, data_manager.py, 73, INFO, Processing ticker PCAR\n", + "2024-10-25 13:48:00,057, data_manager.py, 109, INFO, Getting stock price data for PCAR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:00,057, data_manager.py, 109, INFO, Getting stock price data for PCAR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:00,580, data_manager.py, 83, INFO, Saving data for PCAR by year\n", + "2024-10-25 13:48:00,580, data_manager.py, 83, INFO, Saving data for PCAR by year\n", + "2024-10-25 13:48:02,090, data_manager.py, 73, INFO, Processing ticker PKG\n", + "2024-10-25 13:48:02,090, data_manager.py, 73, INFO, Processing ticker PKG\n", + "2024-10-25 13:48:02,095, data_manager.py, 109, INFO, Getting stock price data for PKG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:02,095, data_manager.py, 109, INFO, Getting stock price data for PKG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:02,731, data_manager.py, 83, INFO, Saving data for PKG by year\n", + "2024-10-25 13:48:02,731, data_manager.py, 83, INFO, Saving data for PKG by year\n", + "2024-10-25 13:48:04,213, data_manager.py, 73, INFO, Processing ticker PANW\n", + "2024-10-25 13:48:04,213, data_manager.py, 73, INFO, Processing ticker PANW\n", + "2024-10-25 13:48:04,218, data_manager.py, 109, INFO, Getting stock price data for PANW from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:04,218, data_manager.py, 109, INFO, Getting stock price data for PANW from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:04,598, data_manager.py, 83, INFO, Saving data for PANW by year\n", + "2024-10-25 13:48:04,598, data_manager.py, 83, INFO, Saving data for PANW by year\n", + "2024-10-25 13:48:05,363, data_manager.py, 73, INFO, Processing ticker PARA\n", + "2024-10-25 13:48:05,363, data_manager.py, 73, INFO, Processing ticker PARA\n", + "2024-10-25 13:48:05,368, data_manager.py, 109, INFO, Getting stock price data for PARA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:05,368, data_manager.py, 109, INFO, Getting stock price data for PARA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:05,785, data_manager.py, 83, INFO, Saving data for PARA by year\n", + "2024-10-25 13:48:05,785, data_manager.py, 83, INFO, Saving data for PARA by year\n", + "2024-10-25 13:48:07,032, data_manager.py, 73, INFO, Processing ticker PH\n", + "2024-10-25 13:48:07,032, data_manager.py, 73, INFO, Processing ticker PH\n", + "2024-10-25 13:48:07,035, data_manager.py, 109, INFO, Getting stock price data for PH from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:07,035, data_manager.py, 109, INFO, Getting stock price data for PH from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:07,658, data_manager.py, 83, INFO, Saving data for PH by year\n", + "2024-10-25 13:48:07,658, data_manager.py, 83, INFO, Saving data for PH by year\n", + "2024-10-25 13:48:09,101, data_manager.py, 73, INFO, Processing ticker PAYX\n", + "2024-10-25 13:48:09,101, data_manager.py, 73, INFO, Processing ticker PAYX\n", + "2024-10-25 13:48:09,103, data_manager.py, 109, INFO, Getting stock price data for PAYX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:09,103, data_manager.py, 109, INFO, Getting stock price data for PAYX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:09,793, data_manager.py, 83, INFO, Saving data for PAYX by year\n", + "2024-10-25 13:48:09,793, data_manager.py, 83, INFO, Saving data for PAYX by year\n", + "2024-10-25 13:48:11,235, data_manager.py, 73, INFO, Processing ticker PAYC\n", + "2024-10-25 13:48:11,235, data_manager.py, 73, INFO, Processing ticker PAYC\n", + "2024-10-25 13:48:11,237, data_manager.py, 109, INFO, Getting stock price data for PAYC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:11,237, data_manager.py, 109, INFO, Getting stock price data for PAYC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:11,483, data_manager.py, 83, INFO, Saving data for PAYC by year\n", + "2024-10-25 13:48:11,483, data_manager.py, 83, INFO, Saving data for PAYC by year\n", + "2024-10-25 13:48:12,136, data_manager.py, 73, INFO, Processing ticker PYPL\n", + "2024-10-25 13:48:12,136, data_manager.py, 73, INFO, Processing ticker PYPL\n", + "2024-10-25 13:48:12,138, data_manager.py, 109, INFO, Getting stock price data for PYPL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:12,138, data_manager.py, 109, INFO, Getting stock price data for PYPL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:12,625, data_manager.py, 83, INFO, Saving data for PYPL by year\n", + "2024-10-25 13:48:12,625, data_manager.py, 83, INFO, Saving data for PYPL by year\n", + "2024-10-25 13:48:13,185, data_manager.py, 73, INFO, Processing ticker PNR\n", + "2024-10-25 13:48:13,185, data_manager.py, 73, INFO, Processing ticker PNR\n", + "2024-10-25 13:48:13,189, data_manager.py, 109, INFO, Getting stock price data for PNR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:13,189, data_manager.py, 109, INFO, Getting stock price data for PNR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:13,795, data_manager.py, 83, INFO, Saving data for PNR by year\n", + "2024-10-25 13:48:13,795, data_manager.py, 83, INFO, Saving data for PNR by year\n", + "2024-10-25 13:48:15,354, data_manager.py, 73, INFO, Processing ticker PEP\n", + "2024-10-25 13:48:15,354, data_manager.py, 73, INFO, Processing ticker PEP\n", + "2024-10-25 13:48:15,357, data_manager.py, 109, INFO, Getting stock price data for PEP from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:15,357, data_manager.py, 109, INFO, Getting stock price data for PEP from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:16,181, data_manager.py, 83, INFO, Saving data for PEP by year\n", + "2024-10-25 13:48:16,181, data_manager.py, 83, INFO, Saving data for PEP by year\n", + "2024-10-25 13:48:17,606, data_manager.py, 73, INFO, Processing ticker PFE\n", + "2024-10-25 13:48:17,606, data_manager.py, 73, INFO, Processing ticker PFE\n", + "2024-10-25 13:48:17,609, data_manager.py, 109, INFO, Getting stock price data for PFE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:17,609, data_manager.py, 109, INFO, Getting stock price data for PFE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:18,259, data_manager.py, 83, INFO, Saving data for PFE by year\n", + "2024-10-25 13:48:18,259, data_manager.py, 83, INFO, Saving data for PFE by year\n", + "2024-10-25 13:48:19,715, data_manager.py, 73, INFO, Processing ticker PCG\n", + "2024-10-25 13:48:19,715, data_manager.py, 73, INFO, Processing ticker PCG\n", + "2024-10-25 13:48:19,717, data_manager.py, 109, INFO, Getting stock price data for PCG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:19,717, data_manager.py, 109, INFO, Getting stock price data for PCG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:20,317, data_manager.py, 83, INFO, Saving data for PCG by year\n", + "2024-10-25 13:48:20,317, data_manager.py, 83, INFO, Saving data for PCG by year\n", + "2024-10-25 13:48:21,816, data_manager.py, 73, INFO, Processing ticker PM\n", + "2024-10-25 13:48:21,816, data_manager.py, 73, INFO, Processing ticker PM\n", + "2024-10-25 13:48:21,818, data_manager.py, 109, INFO, Getting stock price data for PM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:21,818, data_manager.py, 109, INFO, Getting stock price data for PM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:22,481, data_manager.py, 83, INFO, Saving data for PM by year\n", + "2024-10-25 13:48:22,481, data_manager.py, 83, INFO, Saving data for PM by year\n", + "2024-10-25 13:48:23,466, data_manager.py, 73, INFO, Processing ticker PSX\n", + "2024-10-25 13:48:23,466, data_manager.py, 73, INFO, Processing ticker PSX\n", + "2024-10-25 13:48:23,468, data_manager.py, 109, INFO, Getting stock price data for PSX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:23,468, data_manager.py, 109, INFO, Getting stock price data for PSX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:23,776, data_manager.py, 83, INFO, Saving data for PSX by year\n", + "2024-10-25 13:48:23,776, data_manager.py, 83, INFO, Saving data for PSX by year\n", + "2024-10-25 13:48:24,527, data_manager.py, 73, INFO, Processing ticker PNW\n", + "2024-10-25 13:48:24,527, data_manager.py, 73, INFO, Processing ticker PNW\n", + "2024-10-25 13:48:24,532, data_manager.py, 109, INFO, Getting stock price data for PNW from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:24,532, data_manager.py, 109, INFO, Getting stock price data for PNW from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:25,101, data_manager.py, 83, INFO, Saving data for PNW by year\n", + "2024-10-25 13:48:25,101, data_manager.py, 83, INFO, Saving data for PNW by year\n", + "2024-10-25 13:48:26,540, data_manager.py, 73, INFO, Processing ticker PXD\n", + "2024-10-25 13:48:26,540, data_manager.py, 73, INFO, Processing ticker PXD\n", + "2024-10-25 13:48:26,543, data_manager.py, 109, INFO, Getting stock price data for PXD from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:26,543, data_manager.py, 109, INFO, Getting stock price data for PXD from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "\n", + "1 Failed download:\n", + "['PXD']: YFTzMissingError('$%ticker%: possibly delisted; no timezone found')\n", + "2024-10-25 13:48:27,584, data_manager.py, 83, INFO, Saving data for PXD by year\n", + "2024-10-25 13:48:27,584, data_manager.py, 83, INFO, Saving data for PXD by year\n", + "2024-10-25 13:48:27,587, data_manager.py, 101, WARNING, No data found for PXD\n", + "2024-10-25 13:48:27,587, data_manager.py, 101, WARNING, No data found for PXD\n", + "2024-10-25 13:48:27,593, data_manager.py, 73, INFO, Processing ticker PNC\n", + "2024-10-25 13:48:27,593, data_manager.py, 73, INFO, Processing ticker PNC\n", + "2024-10-25 13:48:27,597, data_manager.py, 109, INFO, Getting stock price data for PNC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:27,597, data_manager.py, 109, INFO, Getting stock price data for PNC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:28,174, data_manager.py, 83, INFO, Saving data for PNC by year\n", + "2024-10-25 13:48:28,174, data_manager.py, 83, INFO, Saving data for PNC by year\n", + "2024-10-25 13:48:29,590, data_manager.py, 73, INFO, Processing ticker POOL\n", + "2024-10-25 13:48:29,590, data_manager.py, 73, INFO, Processing ticker POOL\n", + "2024-10-25 13:48:29,593, data_manager.py, 109, INFO, Getting stock price data for POOL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:29,593, data_manager.py, 109, INFO, Getting stock price data for POOL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:30,084, data_manager.py, 83, INFO, Saving data for POOL by year\n", + "2024-10-25 13:48:30,084, data_manager.py, 83, INFO, Saving data for POOL by year\n", + "2024-10-25 13:48:31,529, data_manager.py, 73, INFO, Processing ticker PPG\n", + "2024-10-25 13:48:31,529, data_manager.py, 73, INFO, Processing ticker PPG\n", + "2024-10-25 13:48:31,532, data_manager.py, 109, INFO, Getting stock price data for PPG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:31,532, data_manager.py, 109, INFO, Getting stock price data for PPG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:32,285, data_manager.py, 83, INFO, Saving data for PPG by year\n", + "2024-10-25 13:48:32,285, data_manager.py, 83, INFO, Saving data for PPG by year\n", + "2024-10-25 13:48:33,724, data_manager.py, 73, INFO, Processing ticker PPL\n", + "2024-10-25 13:48:33,724, data_manager.py, 73, INFO, Processing ticker PPL\n", + "2024-10-25 13:48:33,727, data_manager.py, 109, INFO, Getting stock price data for PPL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:33,727, data_manager.py, 109, INFO, Getting stock price data for PPL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:34,629, data_manager.py, 83, INFO, Saving data for PPL by year\n", + "2024-10-25 13:48:34,629, data_manager.py, 83, INFO, Saving data for PPL by year\n", + "2024-10-25 13:48:36,096, data_manager.py, 73, INFO, Processing ticker PFG\n", + "2024-10-25 13:48:36,096, data_manager.py, 73, INFO, Processing ticker PFG\n", + "2024-10-25 13:48:36,099, data_manager.py, 109, INFO, Getting stock price data for PFG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:36,099, data_manager.py, 109, INFO, Getting stock price data for PFG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:36,573, data_manager.py, 83, INFO, Saving data for PFG by year\n", + "2024-10-25 13:48:36,573, data_manager.py, 83, INFO, Saving data for PFG by year\n", + "2024-10-25 13:48:37,935, data_manager.py, 73, INFO, Processing ticker PG\n", + "2024-10-25 13:48:37,935, data_manager.py, 73, INFO, Processing ticker PG\n", + "2024-10-25 13:48:37,940, data_manager.py, 109, INFO, Getting stock price data for PG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:37,940, data_manager.py, 109, INFO, Getting stock price data for PG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:38,671, data_manager.py, 83, INFO, Saving data for PG by year\n", + "2024-10-25 13:48:38,671, data_manager.py, 83, INFO, Saving data for PG by year\n", + "2024-10-25 13:48:40,091, data_manager.py, 73, INFO, Processing ticker PGR\n", + "2024-10-25 13:48:40,091, data_manager.py, 73, INFO, Processing ticker PGR\n", + "2024-10-25 13:48:40,094, data_manager.py, 109, INFO, Getting stock price data for PGR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:40,094, data_manager.py, 109, INFO, Getting stock price data for PGR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:40,769, data_manager.py, 83, INFO, Saving data for PGR by year\n", + "2024-10-25 13:48:40,769, data_manager.py, 83, INFO, Saving data for PGR by year\n", + "2024-10-25 13:48:42,256, data_manager.py, 73, INFO, Processing ticker PLD\n", + "2024-10-25 13:48:42,256, data_manager.py, 73, INFO, Processing ticker PLD\n", + "2024-10-25 13:48:42,258, data_manager.py, 109, INFO, Getting stock price data for PLD from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:42,258, data_manager.py, 109, INFO, Getting stock price data for PLD from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:43,038, data_manager.py, 83, INFO, Saving data for PLD by year\n", + "2024-10-25 13:48:43,038, data_manager.py, 83, INFO, Saving data for PLD by year\n", + "2024-10-25 13:48:44,482, data_manager.py, 73, INFO, Processing ticker PRU\n", + "2024-10-25 13:48:44,482, data_manager.py, 73, INFO, Processing ticker PRU\n", + "2024-10-25 13:48:44,484, data_manager.py, 109, INFO, Getting stock price data for PRU from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:44,484, data_manager.py, 109, INFO, Getting stock price data for PRU from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:45,177, data_manager.py, 83, INFO, Saving data for PRU by year\n", + "2024-10-25 13:48:45,177, data_manager.py, 83, INFO, Saving data for PRU by year\n", + "2024-10-25 13:48:46,547, data_manager.py, 73, INFO, Processing ticker PEG\n", + "2024-10-25 13:48:46,547, data_manager.py, 73, INFO, Processing ticker PEG\n", + "2024-10-25 13:48:46,551, data_manager.py, 109, INFO, Getting stock price data for PEG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:46,551, data_manager.py, 109, INFO, Getting stock price data for PEG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:47,331, data_manager.py, 83, INFO, Saving data for PEG by year\n", + "2024-10-25 13:48:47,331, data_manager.py, 83, INFO, Saving data for PEG by year\n", + "2024-10-25 13:48:48,838, data_manager.py, 73, INFO, Processing ticker PTC\n", + "2024-10-25 13:48:48,838, data_manager.py, 73, INFO, Processing ticker PTC\n", + "2024-10-25 13:48:48,841, data_manager.py, 109, INFO, Getting stock price data for PTC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:48,841, data_manager.py, 109, INFO, Getting stock price data for PTC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:49,382, data_manager.py, 83, INFO, Saving data for PTC by year\n", + "2024-10-25 13:48:49,382, data_manager.py, 83, INFO, Saving data for PTC by year\n", + "2024-10-25 13:48:50,838, data_manager.py, 73, INFO, Processing ticker PSA\n", + "2024-10-25 13:48:50,838, data_manager.py, 73, INFO, Processing ticker PSA\n", + "2024-10-25 13:48:50,841, data_manager.py, 109, INFO, Getting stock price data for PSA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:50,841, data_manager.py, 109, INFO, Getting stock price data for PSA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:51,537, data_manager.py, 83, INFO, Saving data for PSA by year\n", + "2024-10-25 13:48:51,537, data_manager.py, 83, INFO, Saving data for PSA by year\n", + "2024-10-25 13:48:52,969, data_manager.py, 73, INFO, Processing ticker PHM\n", + "2024-10-25 13:48:52,969, data_manager.py, 73, INFO, Processing ticker PHM\n", + "2024-10-25 13:48:52,971, data_manager.py, 109, INFO, Getting stock price data for PHM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:52,971, data_manager.py, 109, INFO, Getting stock price data for PHM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:53,585, data_manager.py, 83, INFO, Saving data for PHM by year\n", + "2024-10-25 13:48:53,585, data_manager.py, 83, INFO, Saving data for PHM by year\n", + "2024-10-25 13:48:55,022, data_manager.py, 73, INFO, Processing ticker QRVO\n", + "2024-10-25 13:48:55,022, data_manager.py, 73, INFO, Processing ticker QRVO\n", + "2024-10-25 13:48:55,025, data_manager.py, 109, INFO, Getting stock price data for QRVO from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:55,025, data_manager.py, 109, INFO, Getting stock price data for QRVO from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:55,302, data_manager.py, 83, INFO, Saving data for QRVO by year\n", + "2024-10-25 13:48:55,302, data_manager.py, 83, INFO, Saving data for QRVO by year\n", + "2024-10-25 13:48:55,901, data_manager.py, 73, INFO, Processing ticker PWR\n", + "2024-10-25 13:48:55,901, data_manager.py, 73, INFO, Processing ticker PWR\n", + "2024-10-25 13:48:55,905, data_manager.py, 109, INFO, Getting stock price data for PWR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:55,905, data_manager.py, 109, INFO, Getting stock price data for PWR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:56,354, data_manager.py, 83, INFO, Saving data for PWR by year\n", + "2024-10-25 13:48:56,354, data_manager.py, 83, INFO, Saving data for PWR by year\n", + "2024-10-25 13:48:57,814, data_manager.py, 73, INFO, Processing ticker QCOM\n", + "2024-10-25 13:48:57,814, data_manager.py, 73, INFO, Processing ticker QCOM\n", + "2024-10-25 13:48:57,819, data_manager.py, 109, INFO, Getting stock price data for QCOM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:57,819, data_manager.py, 109, INFO, Getting stock price data for QCOM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:48:58,391, data_manager.py, 83, INFO, Saving data for QCOM by year\n", + "2024-10-25 13:48:58,391, data_manager.py, 83, INFO, Saving data for QCOM by year\n", + "2024-10-25 13:48:59,891, data_manager.py, 73, INFO, Processing ticker DGX\n", + "2024-10-25 13:48:59,891, data_manager.py, 73, INFO, Processing ticker DGX\n", + "2024-10-25 13:48:59,894, data_manager.py, 109, INFO, Getting stock price data for DGX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:48:59,894, data_manager.py, 109, INFO, Getting stock price data for DGX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:00,336, data_manager.py, 83, INFO, Saving data for DGX by year\n", + "2024-10-25 13:49:00,336, data_manager.py, 83, INFO, Saving data for DGX by year\n", + "2024-10-25 13:49:01,852, data_manager.py, 73, INFO, Processing ticker RL\n", + "2024-10-25 13:49:01,852, data_manager.py, 73, INFO, Processing ticker RL\n", + "2024-10-25 13:49:01,856, data_manager.py, 109, INFO, Getting stock price data for RL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:01,856, data_manager.py, 109, INFO, Getting stock price data for RL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:02,230, data_manager.py, 83, INFO, Saving data for RL by year\n", + "2024-10-25 13:49:02,230, data_manager.py, 83, INFO, Saving data for RL by year\n", + "2024-10-25 13:49:03,753, data_manager.py, 73, INFO, Processing ticker RJF\n", + "2024-10-25 13:49:03,753, data_manager.py, 73, INFO, Processing ticker RJF\n", + "2024-10-25 13:49:03,756, data_manager.py, 109, INFO, Getting stock price data for RJF from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:03,756, data_manager.py, 109, INFO, Getting stock price data for RJF from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:04,390, data_manager.py, 83, INFO, Saving data for RJF by year\n", + "2024-10-25 13:49:04,390, data_manager.py, 83, INFO, Saving data for RJF by year\n", + "2024-10-25 13:49:05,850, data_manager.py, 73, INFO, Processing ticker RTX\n", + "2024-10-25 13:49:05,850, data_manager.py, 73, INFO, Processing ticker RTX\n", + "2024-10-25 13:49:05,854, data_manager.py, 109, INFO, Getting stock price data for RTX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:05,854, data_manager.py, 109, INFO, Getting stock price data for RTX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:06,569, data_manager.py, 83, INFO, Saving data for RTX by year\n", + "2024-10-25 13:49:06,569, data_manager.py, 83, INFO, Saving data for RTX by year\n", + "2024-10-25 13:49:08,028, data_manager.py, 73, INFO, Processing ticker O\n", + "2024-10-25 13:49:08,028, data_manager.py, 73, INFO, Processing ticker O\n", + "2024-10-25 13:49:08,032, data_manager.py, 109, INFO, Getting stock price data for O from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:08,032, data_manager.py, 109, INFO, Getting stock price data for O from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:08,899, data_manager.py, 83, INFO, Saving data for O by year\n", + "2024-10-25 13:49:08,899, data_manager.py, 83, INFO, Saving data for O by year\n", + "2024-10-25 13:49:10,348, data_manager.py, 73, INFO, Processing ticker REG\n", + "2024-10-25 13:49:10,348, data_manager.py, 73, INFO, Processing ticker REG\n", + "2024-10-25 13:49:10,351, data_manager.py, 109, INFO, Getting stock price data for REG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:10,351, data_manager.py, 109, INFO, Getting stock price data for REG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:10,753, data_manager.py, 83, INFO, Saving data for REG by year\n", + "2024-10-25 13:49:10,753, data_manager.py, 83, INFO, Saving data for REG by year\n", + "2024-10-25 13:49:12,208, data_manager.py, 73, INFO, Processing ticker REGN\n", + "2024-10-25 13:49:12,208, data_manager.py, 73, INFO, Processing ticker REGN\n", + "2024-10-25 13:49:12,212, data_manager.py, 109, INFO, Getting stock price data for REGN from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:12,212, data_manager.py, 109, INFO, Getting stock price data for REGN from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:13,082, data_manager.py, 83, INFO, Saving data for REGN by year\n", + "2024-10-25 13:49:13,082, data_manager.py, 83, INFO, Saving data for REGN by year\n", + "2024-10-25 13:49:14,552, data_manager.py, 73, INFO, Processing ticker RF\n", + "2024-10-25 13:49:14,552, data_manager.py, 73, INFO, Processing ticker RF\n", + "2024-10-25 13:49:14,555, data_manager.py, 109, INFO, Getting stock price data for RF from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:14,555, data_manager.py, 109, INFO, Getting stock price data for RF from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:15,172, data_manager.py, 83, INFO, Saving data for RF by year\n", + "2024-10-25 13:49:15,172, data_manager.py, 83, INFO, Saving data for RF by year\n", + "2024-10-25 13:49:16,654, data_manager.py, 73, INFO, Processing ticker RSG\n", + "2024-10-25 13:49:16,654, data_manager.py, 73, INFO, Processing ticker RSG\n", + "2024-10-25 13:49:16,656, data_manager.py, 109, INFO, Getting stock price data for RSG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:16,656, data_manager.py, 109, INFO, Getting stock price data for RSG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:17,275, data_manager.py, 83, INFO, Saving data for RSG by year\n", + "2024-10-25 13:49:17,275, data_manager.py, 83, INFO, Saving data for RSG by year\n", + "2024-10-25 13:49:18,712, data_manager.py, 73, INFO, Processing ticker RMD\n", + "2024-10-25 13:49:18,712, data_manager.py, 73, INFO, Processing ticker RMD\n", + "2024-10-25 13:49:18,714, data_manager.py, 109, INFO, Getting stock price data for RMD from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:18,714, data_manager.py, 109, INFO, Getting stock price data for RMD from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:19,255, data_manager.py, 83, INFO, Saving data for RMD by year\n", + "2024-10-25 13:49:19,255, data_manager.py, 83, INFO, Saving data for RMD by year\n", + "2024-10-25 13:49:20,740, data_manager.py, 73, INFO, Processing ticker RVTY\n", + "2024-10-25 13:49:20,740, data_manager.py, 73, INFO, Processing ticker RVTY\n", + "2024-10-25 13:49:20,742, data_manager.py, 109, INFO, Getting stock price data for RVTY from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:20,742, data_manager.py, 109, INFO, Getting stock price data for RVTY from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:21,367, data_manager.py, 83, INFO, Saving data for RVTY by year\n", + "2024-10-25 13:49:21,367, data_manager.py, 83, INFO, Saving data for RVTY by year\n", + "2024-10-25 13:49:22,853, data_manager.py, 73, INFO, Processing ticker RHI\n", + "2024-10-25 13:49:22,853, data_manager.py, 73, INFO, Processing ticker RHI\n", + "2024-10-25 13:49:22,858, data_manager.py, 109, INFO, Getting stock price data for RHI from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:22,858, data_manager.py, 109, INFO, Getting stock price data for RHI from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:23,483, data_manager.py, 83, INFO, Saving data for RHI by year\n", + "2024-10-25 13:49:23,483, data_manager.py, 83, INFO, Saving data for RHI by year\n", + "2024-10-25 13:49:25,047, data_manager.py, 73, INFO, Processing ticker ROK\n", + "2024-10-25 13:49:25,047, data_manager.py, 73, INFO, Processing ticker ROK\n", + "2024-10-25 13:49:25,050, data_manager.py, 109, INFO, Getting stock price data for ROK from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:25,050, data_manager.py, 109, INFO, Getting stock price data for ROK from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:25,714, data_manager.py, 83, INFO, Saving data for ROK by year\n", + "2024-10-25 13:49:25,714, data_manager.py, 83, INFO, Saving data for ROK by year\n", + "2024-10-25 13:49:27,145, data_manager.py, 73, INFO, Processing ticker ROL\n", + "2024-10-25 13:49:27,145, data_manager.py, 73, INFO, Processing ticker ROL\n", + "2024-10-25 13:49:27,148, data_manager.py, 109, INFO, Getting stock price data for ROL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:27,148, data_manager.py, 109, INFO, Getting stock price data for ROL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:27,804, data_manager.py, 83, INFO, Saving data for ROL by year\n", + "2024-10-25 13:49:27,804, data_manager.py, 83, INFO, Saving data for ROL by year\n", + "2024-10-25 13:49:29,287, data_manager.py, 73, INFO, Processing ticker ROP\n", + "2024-10-25 13:49:29,287, data_manager.py, 73, INFO, Processing ticker ROP\n", + "2024-10-25 13:49:29,291, data_manager.py, 109, INFO, Getting stock price data for ROP from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:29,291, data_manager.py, 109, INFO, Getting stock price data for ROP from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:29,866, data_manager.py, 83, INFO, Saving data for ROP by year\n", + "2024-10-25 13:49:29,866, data_manager.py, 83, INFO, Saving data for ROP by year\n", + "2024-10-25 13:49:31,498, data_manager.py, 73, INFO, Processing ticker ROST\n", + "2024-10-25 13:49:31,498, data_manager.py, 73, INFO, Processing ticker ROST\n", + "2024-10-25 13:49:31,500, data_manager.py, 109, INFO, Getting stock price data for ROST from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:31,500, data_manager.py, 109, INFO, Getting stock price data for ROST from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:32,238, data_manager.py, 83, INFO, Saving data for ROST by year\n", + "2024-10-25 13:49:32,238, data_manager.py, 83, INFO, Saving data for ROST by year\n", + "2024-10-25 13:49:33,674, data_manager.py, 73, INFO, Processing ticker RCL\n", + "2024-10-25 13:49:33,674, data_manager.py, 73, INFO, Processing ticker RCL\n", + "2024-10-25 13:49:33,678, data_manager.py, 109, INFO, Getting stock price data for RCL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:33,678, data_manager.py, 109, INFO, Getting stock price data for RCL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:34,363, data_manager.py, 83, INFO, Saving data for RCL by year\n", + "2024-10-25 13:49:34,363, data_manager.py, 83, INFO, Saving data for RCL by year\n", + "2024-10-25 13:49:35,802, data_manager.py, 73, INFO, Processing ticker SPGI\n", + "2024-10-25 13:49:35,802, data_manager.py, 73, INFO, Processing ticker SPGI\n", + "2024-10-25 13:49:35,805, data_manager.py, 109, INFO, Getting stock price data for SPGI from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:35,805, data_manager.py, 109, INFO, Getting stock price data for SPGI from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:36,651, data_manager.py, 83, INFO, Saving data for SPGI by year\n", + "2024-10-25 13:49:36,651, data_manager.py, 83, INFO, Saving data for SPGI by year\n", + "2024-10-25 13:49:38,130, data_manager.py, 73, INFO, Processing ticker CRM\n", + "2024-10-25 13:49:38,130, data_manager.py, 73, INFO, Processing ticker CRM\n", + "2024-10-25 13:49:38,132, data_manager.py, 109, INFO, Getting stock price data for CRM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:38,132, data_manager.py, 109, INFO, Getting stock price data for CRM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:39,067, data_manager.py, 83, INFO, Saving data for CRM by year\n", + "2024-10-25 13:49:39,067, data_manager.py, 83, INFO, Saving data for CRM by year\n", + "2024-10-25 13:49:40,317, data_manager.py, 73, INFO, Processing ticker SBAC\n", + "2024-10-25 13:49:40,317, data_manager.py, 73, INFO, Processing ticker SBAC\n", + "2024-10-25 13:49:40,320, data_manager.py, 109, INFO, Getting stock price data for SBAC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:40,320, data_manager.py, 109, INFO, Getting stock price data for SBAC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:40,810, data_manager.py, 83, INFO, Saving data for SBAC by year\n", + "2024-10-25 13:49:40,810, data_manager.py, 83, INFO, Saving data for SBAC by year\n", + "2024-10-25 13:49:42,230, data_manager.py, 73, INFO, Processing ticker SLB\n", + "2024-10-25 13:49:42,230, data_manager.py, 73, INFO, Processing ticker SLB\n", + "2024-10-25 13:49:42,235, data_manager.py, 109, INFO, Getting stock price data for SLB from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:42,235, data_manager.py, 109, INFO, Getting stock price data for SLB from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:42,902, data_manager.py, 83, INFO, Saving data for SLB by year\n", + "2024-10-25 13:49:42,902, data_manager.py, 83, INFO, Saving data for SLB by year\n", + "2024-10-25 13:49:44,338, data_manager.py, 73, INFO, Processing ticker STX\n", + "2024-10-25 13:49:44,338, data_manager.py, 73, INFO, Processing ticker STX\n", + "2024-10-25 13:49:44,341, data_manager.py, 109, INFO, Getting stock price data for STX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:44,341, data_manager.py, 109, INFO, Getting stock price data for STX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:44,795, data_manager.py, 83, INFO, Saving data for STX by year\n", + "2024-10-25 13:49:44,795, data_manager.py, 83, INFO, Saving data for STX by year\n", + "2024-10-25 13:49:46,175, data_manager.py, 73, INFO, Processing ticker SRE\n", + "2024-10-25 13:49:46,175, data_manager.py, 73, INFO, Processing ticker SRE\n", + "2024-10-25 13:49:46,179, data_manager.py, 109, INFO, Getting stock price data for SRE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:46,179, data_manager.py, 109, INFO, Getting stock price data for SRE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:46,747, data_manager.py, 83, INFO, Saving data for SRE by year\n", + "2024-10-25 13:49:46,747, data_manager.py, 83, INFO, Saving data for SRE by year\n", + "2024-10-25 13:49:48,197, data_manager.py, 73, INFO, Processing ticker NOW\n", + "2024-10-25 13:49:48,197, data_manager.py, 73, INFO, Processing ticker NOW\n", + "2024-10-25 13:49:48,201, data_manager.py, 109, INFO, Getting stock price data for NOW from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:48,201, data_manager.py, 109, INFO, Getting stock price data for NOW from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:48,498, data_manager.py, 83, INFO, Saving data for NOW by year\n", + "2024-10-25 13:49:48,498, data_manager.py, 83, INFO, Saving data for NOW by year\n", + "2024-10-25 13:49:49,218, data_manager.py, 73, INFO, Processing ticker SHW\n", + "2024-10-25 13:49:49,218, data_manager.py, 73, INFO, Processing ticker SHW\n", + "2024-10-25 13:49:49,220, data_manager.py, 109, INFO, Getting stock price data for SHW from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:49,220, data_manager.py, 109, INFO, Getting stock price data for SHW from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:50,012, data_manager.py, 83, INFO, Saving data for SHW by year\n", + "2024-10-25 13:49:50,012, data_manager.py, 83, INFO, Saving data for SHW by year\n", + "2024-10-25 13:49:51,542, data_manager.py, 73, INFO, Processing ticker SPG\n", + "2024-10-25 13:49:51,542, data_manager.py, 73, INFO, Processing ticker SPG\n", + "2024-10-25 13:49:51,545, data_manager.py, 109, INFO, Getting stock price data for SPG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:51,545, data_manager.py, 109, INFO, Getting stock price data for SPG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:52,075, data_manager.py, 83, INFO, Saving data for SPG by year\n", + "2024-10-25 13:49:52,075, data_manager.py, 83, INFO, Saving data for SPG by year\n", + "2024-10-25 13:49:53,624, data_manager.py, 73, INFO, Processing ticker SWKS\n", + "2024-10-25 13:49:53,624, data_manager.py, 73, INFO, Processing ticker SWKS\n", + "2024-10-25 13:49:53,626, data_manager.py, 109, INFO, Getting stock price data for SWKS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:53,626, data_manager.py, 109, INFO, Getting stock price data for SWKS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:54,107, data_manager.py, 83, INFO, Saving data for SWKS by year\n", + "2024-10-25 13:49:54,107, data_manager.py, 83, INFO, Saving data for SWKS by year\n", + "2024-10-25 13:49:55,539, data_manager.py, 73, INFO, Processing ticker SJM\n", + "2024-10-25 13:49:55,539, data_manager.py, 73, INFO, Processing ticker SJM\n", + "2024-10-25 13:49:55,542, data_manager.py, 109, INFO, Getting stock price data for SJM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:55,542, data_manager.py, 109, INFO, Getting stock price data for SJM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:56,260, data_manager.py, 83, INFO, Saving data for SJM by year\n", + "2024-10-25 13:49:56,260, data_manager.py, 83, INFO, Saving data for SJM by year\n", + "2024-10-25 13:49:57,816, data_manager.py, 73, INFO, Processing ticker SNA\n", + "2024-10-25 13:49:57,816, data_manager.py, 73, INFO, Processing ticker SNA\n", + "2024-10-25 13:49:57,820, data_manager.py, 109, INFO, Getting stock price data for SNA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:57,820, data_manager.py, 109, INFO, Getting stock price data for SNA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:49:58,406, data_manager.py, 83, INFO, Saving data for SNA by year\n", + "2024-10-25 13:49:58,406, data_manager.py, 83, INFO, Saving data for SNA by year\n", + "2024-10-25 13:49:59,820, data_manager.py, 73, INFO, Processing ticker SO\n", + "2024-10-25 13:49:59,820, data_manager.py, 73, INFO, Processing ticker SO\n", + "2024-10-25 13:49:59,822, data_manager.py, 109, INFO, Getting stock price data for SO from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:49:59,822, data_manager.py, 109, INFO, Getting stock price data for SO from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:00,255, data_manager.py, 83, INFO, Saving data for SO by year\n", + "2024-10-25 13:50:00,255, data_manager.py, 83, INFO, Saving data for SO by year\n", + "2024-10-25 13:50:01,850, data_manager.py, 73, INFO, Processing ticker LUV\n", + "2024-10-25 13:50:01,850, data_manager.py, 73, INFO, Processing ticker LUV\n", + "2024-10-25 13:50:01,853, data_manager.py, 109, INFO, Getting stock price data for LUV from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:01,853, data_manager.py, 109, INFO, Getting stock price data for LUV from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:02,410, data_manager.py, 83, INFO, Saving data for LUV by year\n", + "2024-10-25 13:50:02,410, data_manager.py, 83, INFO, Saving data for LUV by year\n", + "2024-10-25 13:50:03,981, data_manager.py, 73, INFO, Processing ticker SWK\n", + "2024-10-25 13:50:03,981, data_manager.py, 73, INFO, Processing ticker SWK\n", + "2024-10-25 13:50:03,985, data_manager.py, 109, INFO, Getting stock price data for SWK from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:03,985, data_manager.py, 109, INFO, Getting stock price data for SWK from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:04,763, data_manager.py, 83, INFO, Saving data for SWK by year\n", + "2024-10-25 13:50:04,763, data_manager.py, 83, INFO, Saving data for SWK by year\n", + "2024-10-25 13:50:06,200, data_manager.py, 73, INFO, Processing ticker SBUX\n", + "2024-10-25 13:50:06,200, data_manager.py, 73, INFO, Processing ticker SBUX\n", + "2024-10-25 13:50:06,203, data_manager.py, 109, INFO, Getting stock price data for SBUX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:06,203, data_manager.py, 109, INFO, Getting stock price data for SBUX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:06,659, data_manager.py, 83, INFO, Saving data for SBUX by year\n", + "2024-10-25 13:50:06,659, data_manager.py, 83, INFO, Saving data for SBUX by year\n", + "2024-10-25 13:50:08,240, data_manager.py, 73, INFO, Processing ticker STT\n", + "2024-10-25 13:50:08,240, data_manager.py, 73, INFO, Processing ticker STT\n", + "2024-10-25 13:50:08,244, data_manager.py, 109, INFO, Getting stock price data for STT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:08,244, data_manager.py, 109, INFO, Getting stock price data for STT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:08,912, data_manager.py, 83, INFO, Saving data for STT by year\n", + "2024-10-25 13:50:08,912, data_manager.py, 83, INFO, Saving data for STT by year\n", + "2024-10-25 13:50:10,400, data_manager.py, 73, INFO, Processing ticker STLD\n", + "2024-10-25 13:50:10,400, data_manager.py, 73, INFO, Processing ticker STLD\n", + "2024-10-25 13:50:10,403, data_manager.py, 109, INFO, Getting stock price data for STLD from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:10,403, data_manager.py, 109, INFO, Getting stock price data for STLD from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:10,886, data_manager.py, 83, INFO, Saving data for STLD by year\n", + "2024-10-25 13:50:10,886, data_manager.py, 83, INFO, Saving data for STLD by year\n", + "2024-10-25 13:50:12,338, data_manager.py, 73, INFO, Processing ticker STE\n", + "2024-10-25 13:50:12,338, data_manager.py, 73, INFO, Processing ticker STE\n", + "2024-10-25 13:50:12,342, data_manager.py, 109, INFO, Getting stock price data for STE from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:12,342, data_manager.py, 109, INFO, Getting stock price data for STE from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:12,715, data_manager.py, 83, INFO, Saving data for STE by year\n", + "2024-10-25 13:50:12,715, data_manager.py, 83, INFO, Saving data for STE by year\n", + "2024-10-25 13:50:14,195, data_manager.py, 73, INFO, Processing ticker SYK\n", + "2024-10-25 13:50:14,195, data_manager.py, 73, INFO, Processing ticker SYK\n", + "2024-10-25 13:50:14,199, data_manager.py, 109, INFO, Getting stock price data for SYK from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:14,199, data_manager.py, 109, INFO, Getting stock price data for SYK from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:14,669, data_manager.py, 83, INFO, Saving data for SYK by year\n", + "2024-10-25 13:50:14,669, data_manager.py, 83, INFO, Saving data for SYK by year\n", + "2024-10-25 13:50:16,214, data_manager.py, 73, INFO, Processing ticker SYF\n", + "2024-10-25 13:50:16,214, data_manager.py, 73, INFO, Processing ticker SYF\n", + "2024-10-25 13:50:16,218, data_manager.py, 109, INFO, Getting stock price data for SYF from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:16,218, data_manager.py, 109, INFO, Getting stock price data for SYF from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:16,509, data_manager.py, 83, INFO, Saving data for SYF by year\n", + "2024-10-25 13:50:16,509, data_manager.py, 83, INFO, Saving data for SYF by year\n", + "2024-10-25 13:50:17,143, data_manager.py, 73, INFO, Processing ticker SNPS\n", + "2024-10-25 13:50:17,143, data_manager.py, 73, INFO, Processing ticker SNPS\n", + "2024-10-25 13:50:17,146, data_manager.py, 109, INFO, Getting stock price data for SNPS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:17,146, data_manager.py, 109, INFO, Getting stock price data for SNPS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:17,534, data_manager.py, 83, INFO, Saving data for SNPS by year\n", + "2024-10-25 13:50:17,534, data_manager.py, 83, INFO, Saving data for SNPS by year\n", + "2024-10-25 13:50:18,993, data_manager.py, 73, INFO, Processing ticker SYY\n", + "2024-10-25 13:50:18,993, data_manager.py, 73, INFO, Processing ticker SYY\n", + "2024-10-25 13:50:18,996, data_manager.py, 109, INFO, Getting stock price data for SYY from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:18,996, data_manager.py, 109, INFO, Getting stock price data for SYY from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:19,568, data_manager.py, 83, INFO, Saving data for SYY by year\n", + "2024-10-25 13:50:19,568, data_manager.py, 83, INFO, Saving data for SYY by year\n", + "2024-10-25 13:50:21,200, data_manager.py, 73, INFO, Processing ticker TMUS\n", + "2024-10-25 13:50:21,200, data_manager.py, 73, INFO, Processing ticker TMUS\n", + "2024-10-25 13:50:21,203, data_manager.py, 109, INFO, Getting stock price data for TMUS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:21,203, data_manager.py, 109, INFO, Getting stock price data for TMUS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:21,917, data_manager.py, 83, INFO, Saving data for TMUS by year\n", + "2024-10-25 13:50:21,917, data_manager.py, 83, INFO, Saving data for TMUS by year\n", + "2024-10-25 13:50:23,062, data_manager.py, 73, INFO, Processing ticker TROW\n", + "2024-10-25 13:50:23,062, data_manager.py, 73, INFO, Processing ticker TROW\n", + "2024-10-25 13:50:23,065, data_manager.py, 109, INFO, Getting stock price data for TROW from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:23,065, data_manager.py, 109, INFO, Getting stock price data for TROW from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:23,984, data_manager.py, 83, INFO, Saving data for TROW by year\n", + "2024-10-25 13:50:23,984, data_manager.py, 83, INFO, Saving data for TROW by year\n", + "2024-10-25 13:50:25,470, data_manager.py, 73, INFO, Processing ticker TTWO\n", + "2024-10-25 13:50:25,470, data_manager.py, 73, INFO, Processing ticker TTWO\n", + "2024-10-25 13:50:25,474, data_manager.py, 109, INFO, Getting stock price data for TTWO from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:25,474, data_manager.py, 109, INFO, Getting stock price data for TTWO from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:26,099, data_manager.py, 83, INFO, Saving data for TTWO by year\n", + "2024-10-25 13:50:26,099, data_manager.py, 83, INFO, Saving data for TTWO by year\n", + "2024-10-25 13:50:27,624, data_manager.py, 73, INFO, Processing ticker TPR\n", + "2024-10-25 13:50:27,624, data_manager.py, 73, INFO, Processing ticker TPR\n", + "2024-10-25 13:50:27,626, data_manager.py, 109, INFO, Getting stock price data for TPR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:27,626, data_manager.py, 109, INFO, Getting stock price data for TPR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:28,199, data_manager.py, 83, INFO, Saving data for TPR by year\n", + "2024-10-25 13:50:28,199, data_manager.py, 83, INFO, Saving data for TPR by year\n", + "2024-10-25 13:50:29,658, data_manager.py, 73, INFO, Processing ticker TRGP\n", + "2024-10-25 13:50:29,658, data_manager.py, 73, INFO, Processing ticker TRGP\n", + "2024-10-25 13:50:29,661, data_manager.py, 109, INFO, Getting stock price data for TRGP from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:29,661, data_manager.py, 109, INFO, Getting stock price data for TRGP from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:30,132, data_manager.py, 83, INFO, Saving data for TRGP by year\n", + "2024-10-25 13:50:30,132, data_manager.py, 83, INFO, Saving data for TRGP by year\n", + "2024-10-25 13:50:30,986, data_manager.py, 73, INFO, Processing ticker TGT\n", + "2024-10-25 13:50:30,986, data_manager.py, 73, INFO, Processing ticker TGT\n", + "2024-10-25 13:50:30,989, data_manager.py, 109, INFO, Getting stock price data for TGT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:30,989, data_manager.py, 109, INFO, Getting stock price data for TGT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:31,782, data_manager.py, 83, INFO, Saving data for TGT by year\n", + "2024-10-25 13:50:31,782, data_manager.py, 83, INFO, Saving data for TGT by year\n", + "2024-10-25 13:50:33,244, data_manager.py, 73, INFO, Processing ticker TEL\n", + "2024-10-25 13:50:33,244, data_manager.py, 73, INFO, Processing ticker TEL\n", + "2024-10-25 13:50:33,248, data_manager.py, 109, INFO, Getting stock price data for TEL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:33,248, data_manager.py, 109, INFO, Getting stock price data for TEL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:33,982, data_manager.py, 83, INFO, Saving data for TEL by year\n", + "2024-10-25 13:50:33,982, data_manager.py, 83, INFO, Saving data for TEL by year\n", + "2024-10-25 13:50:35,016, data_manager.py, 73, INFO, Processing ticker TDY\n", + "2024-10-25 13:50:35,016, data_manager.py, 73, INFO, Processing ticker TDY\n", + "2024-10-25 13:50:35,020, data_manager.py, 109, INFO, Getting stock price data for TDY from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:35,020, data_manager.py, 109, INFO, Getting stock price data for TDY from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:35,524, data_manager.py, 83, INFO, Saving data for TDY by year\n", + "2024-10-25 13:50:35,524, data_manager.py, 83, INFO, Saving data for TDY by year\n", + "2024-10-25 13:50:36,968, data_manager.py, 73, INFO, Processing ticker TFX\n", + "2024-10-25 13:50:36,968, data_manager.py, 73, INFO, Processing ticker TFX\n", + "2024-10-25 13:50:36,971, data_manager.py, 109, INFO, Getting stock price data for TFX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:36,971, data_manager.py, 109, INFO, Getting stock price data for TFX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:37,564, data_manager.py, 83, INFO, Saving data for TFX by year\n", + "2024-10-25 13:50:37,564, data_manager.py, 83, INFO, Saving data for TFX by year\n", + "2024-10-25 13:50:39,054, data_manager.py, 73, INFO, Processing ticker TER\n", + "2024-10-25 13:50:39,054, data_manager.py, 73, INFO, Processing ticker TER\n", + "2024-10-25 13:50:39,056, data_manager.py, 109, INFO, Getting stock price data for TER from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:39,056, data_manager.py, 109, INFO, Getting stock price data for TER from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:39,430, data_manager.py, 83, INFO, Saving data for TER by year\n", + "2024-10-25 13:50:39,430, data_manager.py, 83, INFO, Saving data for TER by year\n", + "2024-10-25 13:50:40,854, data_manager.py, 73, INFO, Processing ticker TSLA\n", + "2024-10-25 13:50:40,854, data_manager.py, 73, INFO, Processing ticker TSLA\n", + "2024-10-25 13:50:40,856, data_manager.py, 109, INFO, Getting stock price data for TSLA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:40,856, data_manager.py, 109, INFO, Getting stock price data for TSLA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:41,319, data_manager.py, 83, INFO, Saving data for TSLA by year\n", + "2024-10-25 13:50:41,319, data_manager.py, 83, INFO, Saving data for TSLA by year\n", + "2024-10-25 13:50:42,191, data_manager.py, 73, INFO, Processing ticker TXN\n", + "2024-10-25 13:50:42,191, data_manager.py, 73, INFO, Processing ticker TXN\n", + "2024-10-25 13:50:42,195, data_manager.py, 109, INFO, Getting stock price data for TXN from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:42,195, data_manager.py, 109, INFO, Getting stock price data for TXN from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:42,977, data_manager.py, 83, INFO, Saving data for TXN by year\n", + "2024-10-25 13:50:42,977, data_manager.py, 83, INFO, Saving data for TXN by year\n", + "2024-10-25 13:50:44,435, data_manager.py, 73, INFO, Processing ticker TXT\n", + "2024-10-25 13:50:44,435, data_manager.py, 73, INFO, Processing ticker TXT\n", + "2024-10-25 13:50:44,437, data_manager.py, 109, INFO, Getting stock price data for TXT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:44,437, data_manager.py, 109, INFO, Getting stock price data for TXT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:45,243, data_manager.py, 83, INFO, Saving data for TXT by year\n", + "2024-10-25 13:50:45,243, data_manager.py, 83, INFO, Saving data for TXT by year\n", + "2024-10-25 13:50:46,679, data_manager.py, 73, INFO, Processing ticker TMO\n", + "2024-10-25 13:50:46,679, data_manager.py, 73, INFO, Processing ticker TMO\n", + "2024-10-25 13:50:46,682, data_manager.py, 109, INFO, Getting stock price data for TMO from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:46,682, data_manager.py, 109, INFO, Getting stock price data for TMO from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:47,175, data_manager.py, 83, INFO, Saving data for TMO by year\n", + "2024-10-25 13:50:47,175, data_manager.py, 83, INFO, Saving data for TMO by year\n", + "2024-10-25 13:50:48,599, data_manager.py, 73, INFO, Processing ticker TJX\n", + "2024-10-25 13:50:48,599, data_manager.py, 73, INFO, Processing ticker TJX\n", + "2024-10-25 13:50:48,602, data_manager.py, 109, INFO, Getting stock price data for TJX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:48,602, data_manager.py, 109, INFO, Getting stock price data for TJX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:49,194, data_manager.py, 83, INFO, Saving data for TJX by year\n", + "2024-10-25 13:50:49,194, data_manager.py, 83, INFO, Saving data for TJX by year\n", + "2024-10-25 13:50:50,769, data_manager.py, 73, INFO, Processing ticker TSCO\n", + "2024-10-25 13:50:50,769, data_manager.py, 73, INFO, Processing ticker TSCO\n", + "2024-10-25 13:50:50,772, data_manager.py, 109, INFO, Getting stock price data for TSCO from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:50,772, data_manager.py, 109, INFO, Getting stock price data for TSCO from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:51,395, data_manager.py, 83, INFO, Saving data for TSCO by year\n", + "2024-10-25 13:50:51,395, data_manager.py, 83, INFO, Saving data for TSCO by year\n", + "2024-10-25 13:50:52,856, data_manager.py, 73, INFO, Processing ticker TT\n", + "2024-10-25 13:50:52,856, data_manager.py, 73, INFO, Processing ticker TT\n", + "2024-10-25 13:50:52,860, data_manager.py, 109, INFO, Getting stock price data for TT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:52,860, data_manager.py, 109, INFO, Getting stock price data for TT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:53,511, data_manager.py, 83, INFO, Saving data for TT by year\n", + "2024-10-25 13:50:53,511, data_manager.py, 83, INFO, Saving data for TT by year\n", + "2024-10-25 13:50:55,027, data_manager.py, 73, INFO, Processing ticker TDG\n", + "2024-10-25 13:50:55,027, data_manager.py, 73, INFO, Processing ticker TDG\n", + "2024-10-25 13:50:55,031, data_manager.py, 109, INFO, Getting stock price data for TDG from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:55,031, data_manager.py, 109, INFO, Getting stock price data for TDG from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:55,596, data_manager.py, 83, INFO, Saving data for TDG by year\n", + "2024-10-25 13:50:55,596, data_manager.py, 83, INFO, Saving data for TDG by year\n", + "2024-10-25 13:50:56,819, data_manager.py, 73, INFO, Processing ticker TRV\n", + "2024-10-25 13:50:56,819, data_manager.py, 73, INFO, Processing ticker TRV\n", + "2024-10-25 13:50:56,824, data_manager.py, 109, INFO, Getting stock price data for TRV from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:56,824, data_manager.py, 109, INFO, Getting stock price data for TRV from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:57,420, data_manager.py, 83, INFO, Saving data for TRV by year\n", + "2024-10-25 13:50:57,420, data_manager.py, 83, INFO, Saving data for TRV by year\n", + "2024-10-25 13:50:58,850, data_manager.py, 73, INFO, Processing ticker TRMB\n", + "2024-10-25 13:50:58,850, data_manager.py, 73, INFO, Processing ticker TRMB\n", + "2024-10-25 13:50:58,852, data_manager.py, 109, INFO, Getting stock price data for TRMB from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:50:58,852, data_manager.py, 109, INFO, Getting stock price data for TRMB from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:50:59,220, data_manager.py, 83, INFO, Saving data for TRMB by year\n", + "2024-10-25 13:50:59,220, data_manager.py, 83, INFO, Saving data for TRMB by year\n", + "2024-10-25 13:51:00,724, data_manager.py, 73, INFO, Processing ticker TFC\n", + "2024-10-25 13:51:00,724, data_manager.py, 73, INFO, Processing ticker TFC\n", + "2024-10-25 13:51:00,727, data_manager.py, 109, INFO, Getting stock price data for TFC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:00,727, data_manager.py, 109, INFO, Getting stock price data for TFC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:01,173, data_manager.py, 83, INFO, Saving data for TFC by year\n", + "2024-10-25 13:51:01,173, data_manager.py, 83, INFO, Saving data for TFC by year\n", + "2024-10-25 13:51:02,646, data_manager.py, 73, INFO, Processing ticker TYL\n", + "2024-10-25 13:51:02,646, data_manager.py, 73, INFO, Processing ticker TYL\n", + "2024-10-25 13:51:02,648, data_manager.py, 109, INFO, Getting stock price data for TYL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:02,648, data_manager.py, 109, INFO, Getting stock price data for TYL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:03,095, data_manager.py, 83, INFO, Saving data for TYL by year\n", + "2024-10-25 13:51:03,095, data_manager.py, 83, INFO, Saving data for TYL by year\n", + "2024-10-25 13:51:04,556, data_manager.py, 73, INFO, Processing ticker TSN\n", + "2024-10-25 13:51:04,556, data_manager.py, 73, INFO, Processing ticker TSN\n", + "2024-10-25 13:51:04,561, data_manager.py, 109, INFO, Getting stock price data for TSN from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:04,561, data_manager.py, 109, INFO, Getting stock price data for TSN from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:05,456, data_manager.py, 83, INFO, Saving data for TSN by year\n", + "2024-10-25 13:51:05,456, data_manager.py, 83, INFO, Saving data for TSN by year\n", + "2024-10-25 13:51:06,950, data_manager.py, 73, INFO, Processing ticker USB\n", + "2024-10-25 13:51:06,950, data_manager.py, 73, INFO, Processing ticker USB\n", + "2024-10-25 13:51:06,953, data_manager.py, 109, INFO, Getting stock price data for USB from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:06,953, data_manager.py, 109, INFO, Getting stock price data for USB from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:07,489, data_manager.py, 83, INFO, Saving data for USB by year\n", + "2024-10-25 13:51:07,489, data_manager.py, 83, INFO, Saving data for USB by year\n", + "2024-10-25 13:51:08,952, data_manager.py, 73, INFO, Processing ticker UBER\n", + "2024-10-25 13:51:08,952, data_manager.py, 73, INFO, Processing ticker UBER\n", + "2024-10-25 13:51:08,956, data_manager.py, 109, INFO, Getting stock price data for UBER from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:08,956, data_manager.py, 109, INFO, Getting stock price data for UBER from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:09,277, data_manager.py, 83, INFO, Saving data for UBER by year\n", + "2024-10-25 13:51:09,277, data_manager.py, 83, INFO, Saving data for UBER by year\n", + "2024-10-25 13:51:09,688, data_manager.py, 73, INFO, Processing ticker UDR\n", + "2024-10-25 13:51:09,688, data_manager.py, 73, INFO, Processing ticker UDR\n", + "2024-10-25 13:51:09,692, data_manager.py, 109, INFO, Getting stock price data for UDR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:09,692, data_manager.py, 109, INFO, Getting stock price data for UDR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:10,261, data_manager.py, 83, INFO, Saving data for UDR by year\n", + "2024-10-25 13:51:10,261, data_manager.py, 83, INFO, Saving data for UDR by year\n", + "2024-10-25 13:51:11,815, data_manager.py, 73, INFO, Processing ticker ULTA\n", + "2024-10-25 13:51:11,815, data_manager.py, 73, INFO, Processing ticker ULTA\n", + "2024-10-25 13:51:11,818, data_manager.py, 109, INFO, Getting stock price data for ULTA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:11,818, data_manager.py, 109, INFO, Getting stock price data for ULTA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:12,234, data_manager.py, 83, INFO, Saving data for ULTA by year\n", + "2024-10-25 13:51:12,234, data_manager.py, 83, INFO, Saving data for ULTA by year\n", + "2024-10-25 13:51:13,276, data_manager.py, 73, INFO, Processing ticker UNP\n", + "2024-10-25 13:51:13,276, data_manager.py, 73, INFO, Processing ticker UNP\n", + "2024-10-25 13:51:13,279, data_manager.py, 109, INFO, Getting stock price data for UNP from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:13,279, data_manager.py, 109, INFO, Getting stock price data for UNP from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:14,019, data_manager.py, 83, INFO, Saving data for UNP by year\n", + "2024-10-25 13:51:14,019, data_manager.py, 83, INFO, Saving data for UNP by year\n", + "2024-10-25 13:51:15,527, data_manager.py, 73, INFO, Processing ticker UAL\n", + "2024-10-25 13:51:15,527, data_manager.py, 73, INFO, Processing ticker UAL\n", + "2024-10-25 13:51:15,530, data_manager.py, 109, INFO, Getting stock price data for UAL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:15,530, data_manager.py, 109, INFO, Getting stock price data for UAL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:15,822, data_manager.py, 83, INFO, Saving data for UAL by year\n", + "2024-10-25 13:51:15,822, data_manager.py, 83, INFO, Saving data for UAL by year\n", + "2024-10-25 13:51:16,911, data_manager.py, 73, INFO, Processing ticker UPS\n", + "2024-10-25 13:51:16,911, data_manager.py, 73, INFO, Processing ticker UPS\n", + "2024-10-25 13:51:16,914, data_manager.py, 109, INFO, Getting stock price data for UPS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:16,914, data_manager.py, 109, INFO, Getting stock price data for UPS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:17,410, data_manager.py, 83, INFO, Saving data for UPS by year\n", + "2024-10-25 13:51:17,410, data_manager.py, 83, INFO, Saving data for UPS by year\n", + "2024-10-25 13:51:18,845, data_manager.py, 73, INFO, Processing ticker URI\n", + "2024-10-25 13:51:18,845, data_manager.py, 73, INFO, Processing ticker URI\n", + "2024-10-25 13:51:18,849, data_manager.py, 109, INFO, Getting stock price data for URI from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:18,849, data_manager.py, 109, INFO, Getting stock price data for URI from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:19,391, data_manager.py, 83, INFO, Saving data for URI by year\n", + "2024-10-25 13:51:19,391, data_manager.py, 83, INFO, Saving data for URI by year\n", + "2024-10-25 13:51:20,975, data_manager.py, 73, INFO, Processing ticker UNH\n", + "2024-10-25 13:51:20,975, data_manager.py, 73, INFO, Processing ticker UNH\n", + "2024-10-25 13:51:20,978, data_manager.py, 109, INFO, Getting stock price data for UNH from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:20,978, data_manager.py, 109, INFO, Getting stock price data for UNH from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:21,573, data_manager.py, 83, INFO, Saving data for UNH by year\n", + "2024-10-25 13:51:21,573, data_manager.py, 83, INFO, Saving data for UNH by year\n", + "2024-10-25 13:51:23,048, data_manager.py, 73, INFO, Processing ticker UHS\n", + "2024-10-25 13:51:23,048, data_manager.py, 73, INFO, Processing ticker UHS\n", + "2024-10-25 13:51:23,051, data_manager.py, 109, INFO, Getting stock price data for UHS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:23,051, data_manager.py, 109, INFO, Getting stock price data for UHS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:23,499, data_manager.py, 83, INFO, Saving data for UHS by year\n", + "2024-10-25 13:51:23,499, data_manager.py, 83, INFO, Saving data for UHS by year\n", + "2024-10-25 13:51:24,967, data_manager.py, 73, INFO, Processing ticker VLO\n", + "2024-10-25 13:51:24,967, data_manager.py, 73, INFO, Processing ticker VLO\n", + "2024-10-25 13:51:24,972, data_manager.py, 109, INFO, Getting stock price data for VLO from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:24,972, data_manager.py, 109, INFO, Getting stock price data for VLO from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:25,477, data_manager.py, 83, INFO, Saving data for VLO by year\n", + "2024-10-25 13:51:25,477, data_manager.py, 83, INFO, Saving data for VLO by year\n", + "2024-10-25 13:51:26,918, data_manager.py, 73, INFO, Processing ticker VTR\n", + "2024-10-25 13:51:26,918, data_manager.py, 73, INFO, Processing ticker VTR\n", + "2024-10-25 13:51:26,922, data_manager.py, 109, INFO, Getting stock price data for VTR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:26,922, data_manager.py, 109, INFO, Getting stock price data for VTR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:27,320, data_manager.py, 83, INFO, Saving data for VTR by year\n", + "2024-10-25 13:51:27,320, data_manager.py, 83, INFO, Saving data for VTR by year\n", + "2024-10-25 13:51:28,788, data_manager.py, 73, INFO, Processing ticker VLTO\n", + "2024-10-25 13:51:28,788, data_manager.py, 73, INFO, Processing ticker VLTO\n", + "2024-10-25 13:51:28,791, data_manager.py, 109, INFO, Getting stock price data for VLTO from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:28,791, data_manager.py, 109, INFO, Getting stock price data for VLTO from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:29,038, data_manager.py, 83, INFO, Saving data for VLTO by year\n", + "2024-10-25 13:51:29,038, data_manager.py, 83, INFO, Saving data for VLTO by year\n", + "2024-10-25 13:51:29,162, data_manager.py, 73, INFO, Processing ticker VRSN\n", + "2024-10-25 13:51:29,162, data_manager.py, 73, INFO, Processing ticker VRSN\n", + "2024-10-25 13:51:29,164, data_manager.py, 109, INFO, Getting stock price data for VRSN from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:29,164, data_manager.py, 109, INFO, Getting stock price data for VRSN from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:29,499, data_manager.py, 83, INFO, Saving data for VRSN by year\n", + "2024-10-25 13:51:29,499, data_manager.py, 83, INFO, Saving data for VRSN by year\n", + "2024-10-25 13:51:30,993, data_manager.py, 73, INFO, Processing ticker VRSK\n", + "2024-10-25 13:51:30,993, data_manager.py, 73, INFO, Processing ticker VRSK\n", + "2024-10-25 13:51:30,996, data_manager.py, 109, INFO, Getting stock price data for VRSK from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:30,996, data_manager.py, 109, INFO, Getting stock price data for VRSK from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:31,534, data_manager.py, 83, INFO, Saving data for VRSK by year\n", + "2024-10-25 13:51:31,534, data_manager.py, 83, INFO, Saving data for VRSK by year\n", + "2024-10-25 13:51:32,461, data_manager.py, 73, INFO, Processing ticker VZ\n", + "2024-10-25 13:51:32,461, data_manager.py, 73, INFO, Processing ticker VZ\n", + "2024-10-25 13:51:32,465, data_manager.py, 109, INFO, Getting stock price data for VZ from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:32,465, data_manager.py, 109, INFO, Getting stock price data for VZ from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:33,160, data_manager.py, 83, INFO, Saving data for VZ by year\n", + "2024-10-25 13:51:33,160, data_manager.py, 83, INFO, Saving data for VZ by year\n", + "2024-10-25 13:51:34,645, data_manager.py, 73, INFO, Processing ticker VRTX\n", + "2024-10-25 13:51:34,645, data_manager.py, 73, INFO, Processing ticker VRTX\n", + "2024-10-25 13:51:34,649, data_manager.py, 109, INFO, Getting stock price data for VRTX from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:34,649, data_manager.py, 109, INFO, Getting stock price data for VRTX from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:35,179, data_manager.py, 83, INFO, Saving data for VRTX by year\n", + "2024-10-25 13:51:35,179, data_manager.py, 83, INFO, Saving data for VRTX by year\n", + "2024-10-25 13:51:36,650, data_manager.py, 73, INFO, Processing ticker VFC\n", + "2024-10-25 13:51:36,650, data_manager.py, 73, INFO, Processing ticker VFC\n", + "2024-10-25 13:51:36,654, data_manager.py, 109, INFO, Getting stock price data for VFC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:36,654, data_manager.py, 109, INFO, Getting stock price data for VFC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:37,178, data_manager.py, 83, INFO, Saving data for VFC by year\n", + "2024-10-25 13:51:37,178, data_manager.py, 83, INFO, Saving data for VFC by year\n", + "2024-10-25 13:51:38,597, data_manager.py, 73, INFO, Processing ticker VTRS\n", + "2024-10-25 13:51:38,597, data_manager.py, 73, INFO, Processing ticker VTRS\n", + "2024-10-25 13:51:38,601, data_manager.py, 109, INFO, Getting stock price data for VTRS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:38,601, data_manager.py, 109, INFO, Getting stock price data for VTRS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:39,109, data_manager.py, 83, INFO, Saving data for VTRS by year\n", + "2024-10-25 13:51:39,109, data_manager.py, 83, INFO, Saving data for VTRS by year\n", + "2024-10-25 13:51:40,535, data_manager.py, 73, INFO, Processing ticker VICI\n", + "2024-10-25 13:51:40,535, data_manager.py, 73, INFO, Processing ticker VICI\n", + "2024-10-25 13:51:40,538, data_manager.py, 109, INFO, Getting stock price data for VICI from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:40,538, data_manager.py, 109, INFO, Getting stock price data for VICI from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:40,761, data_manager.py, 83, INFO, Saving data for VICI by year\n", + "2024-10-25 13:51:40,761, data_manager.py, 83, INFO, Saving data for VICI by year\n", + "2024-10-25 13:51:41,217, data_manager.py, 73, INFO, Processing ticker V\n", + "2024-10-25 13:51:41,217, data_manager.py, 73, INFO, Processing ticker V\n", + "2024-10-25 13:51:41,220, data_manager.py, 109, INFO, Getting stock price data for V from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:41,220, data_manager.py, 109, INFO, Getting stock price data for V from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:41,500, data_manager.py, 83, INFO, Saving data for V by year\n", + "2024-10-25 13:51:41,500, data_manager.py, 83, INFO, Saving data for V by year\n", + "2024-10-25 13:51:42,500, data_manager.py, 73, INFO, Processing ticker VMC\n", + "2024-10-25 13:51:42,500, data_manager.py, 73, INFO, Processing ticker VMC\n", + "2024-10-25 13:51:42,503, data_manager.py, 109, INFO, Getting stock price data for VMC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:42,503, data_manager.py, 109, INFO, Getting stock price data for VMC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:43,110, data_manager.py, 83, INFO, Saving data for VMC by year\n", + "2024-10-25 13:51:43,110, data_manager.py, 83, INFO, Saving data for VMC by year\n", + "2024-10-25 13:51:44,553, data_manager.py, 73, INFO, Processing ticker WRB\n", + "2024-10-25 13:51:44,553, data_manager.py, 73, INFO, Processing ticker WRB\n", + "2024-10-25 13:51:44,555, data_manager.py, 109, INFO, Getting stock price data for WRB from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:44,555, data_manager.py, 109, INFO, Getting stock price data for WRB from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:45,133, data_manager.py, 83, INFO, Saving data for WRB by year\n", + "2024-10-25 13:51:45,133, data_manager.py, 83, INFO, Saving data for WRB by year\n", + "2024-10-25 13:51:46,583, data_manager.py, 73, INFO, Processing ticker WAB\n", + "2024-10-25 13:51:46,583, data_manager.py, 73, INFO, Processing ticker WAB\n", + "2024-10-25 13:51:46,585, data_manager.py, 109, INFO, Getting stock price data for WAB from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:46,585, data_manager.py, 109, INFO, Getting stock price data for WAB from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:47,307, data_manager.py, 83, INFO, Saving data for WAB by year\n", + "2024-10-25 13:51:47,307, data_manager.py, 83, INFO, Saving data for WAB by year\n", + "2024-10-25 13:51:48,779, data_manager.py, 73, INFO, Processing ticker WBA\n", + "2024-10-25 13:51:48,779, data_manager.py, 73, INFO, Processing ticker WBA\n", + "2024-10-25 13:51:48,783, data_manager.py, 109, INFO, Getting stock price data for WBA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:48,783, data_manager.py, 109, INFO, Getting stock price data for WBA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:49,451, data_manager.py, 83, INFO, Saving data for WBA by year\n", + "2024-10-25 13:51:49,451, data_manager.py, 83, INFO, Saving data for WBA by year\n", + "2024-10-25 13:51:50,937, data_manager.py, 73, INFO, Processing ticker WMT\n", + "2024-10-25 13:51:50,937, data_manager.py, 73, INFO, Processing ticker WMT\n", + "2024-10-25 13:51:50,939, data_manager.py, 109, INFO, Getting stock price data for WMT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:50,939, data_manager.py, 109, INFO, Getting stock price data for WMT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:51,691, data_manager.py, 83, INFO, Saving data for WMT by year\n", + "2024-10-25 13:51:51,691, data_manager.py, 83, INFO, Saving data for WMT by year\n", + "2024-10-25 13:51:53,145, data_manager.py, 73, INFO, Processing ticker DIS\n", + "2024-10-25 13:51:53,145, data_manager.py, 73, INFO, Processing ticker DIS\n", + "2024-10-25 13:51:53,148, data_manager.py, 109, INFO, Getting stock price data for DIS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:53,148, data_manager.py, 109, INFO, Getting stock price data for DIS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:53,923, data_manager.py, 83, INFO, Saving data for DIS by year\n", + "2024-10-25 13:51:53,923, data_manager.py, 83, INFO, Saving data for DIS by year\n", + "2024-10-25 13:51:55,389, data_manager.py, 73, INFO, Processing ticker WBD\n", + "2024-10-25 13:51:55,389, data_manager.py, 73, INFO, Processing ticker WBD\n", + "2024-10-25 13:51:55,392, data_manager.py, 109, INFO, Getting stock price data for WBD from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:55,392, data_manager.py, 109, INFO, Getting stock price data for WBD from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:55,753, data_manager.py, 83, INFO, Saving data for WBD by year\n", + "2024-10-25 13:51:55,753, data_manager.py, 83, INFO, Saving data for WBD by year\n", + "2024-10-25 13:51:56,908, data_manager.py, 73, INFO, Processing ticker WM\n", + "2024-10-25 13:51:56,908, data_manager.py, 73, INFO, Processing ticker WM\n", + "2024-10-25 13:51:56,911, data_manager.py, 109, INFO, Getting stock price data for WM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:56,911, data_manager.py, 109, INFO, Getting stock price data for WM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:57,408, data_manager.py, 83, INFO, Saving data for WM by year\n", + "2024-10-25 13:51:57,408, data_manager.py, 83, INFO, Saving data for WM by year\n", + "2024-10-25 13:51:58,980, data_manager.py, 73, INFO, Processing ticker WAT\n", + "2024-10-25 13:51:58,980, data_manager.py, 73, INFO, Processing ticker WAT\n", + "2024-10-25 13:51:58,982, data_manager.py, 109, INFO, Getting stock price data for WAT from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:51:58,982, data_manager.py, 109, INFO, Getting stock price data for WAT from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:51:59,412, data_manager.py, 83, INFO, Saving data for WAT by year\n", + "2024-10-25 13:51:59,412, data_manager.py, 83, INFO, Saving data for WAT by year\n", + "2024-10-25 13:52:00,977, data_manager.py, 73, INFO, Processing ticker WEC\n", + "2024-10-25 13:52:00,977, data_manager.py, 73, INFO, Processing ticker WEC\n", + "2024-10-25 13:52:00,979, data_manager.py, 109, INFO, Getting stock price data for WEC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:52:00,979, data_manager.py, 109, INFO, Getting stock price data for WEC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:52:01,621, data_manager.py, 83, INFO, Saving data for WEC by year\n", + "2024-10-25 13:52:01,621, data_manager.py, 83, INFO, Saving data for WEC by year\n", + "2024-10-25 13:52:03,070, data_manager.py, 73, INFO, Processing ticker WFC\n", + "2024-10-25 13:52:03,070, data_manager.py, 73, INFO, Processing ticker WFC\n", + "2024-10-25 13:52:03,073, data_manager.py, 109, INFO, Getting stock price data for WFC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:52:03,073, data_manager.py, 109, INFO, Getting stock price data for WFC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:52:03,765, data_manager.py, 83, INFO, Saving data for WFC by year\n", + "2024-10-25 13:52:03,765, data_manager.py, 83, INFO, Saving data for WFC by year\n", + "2024-10-25 13:52:05,186, data_manager.py, 73, INFO, Processing ticker WELL\n", + "2024-10-25 13:52:05,186, data_manager.py, 73, INFO, Processing ticker WELL\n", + "2024-10-25 13:52:05,188, data_manager.py, 109, INFO, Getting stock price data for WELL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:52:05,188, data_manager.py, 109, INFO, Getting stock price data for WELL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:52:05,802, data_manager.py, 83, INFO, Saving data for WELL by year\n", + "2024-10-25 13:52:05,802, data_manager.py, 83, INFO, Saving data for WELL by year\n", + "2024-10-25 13:52:07,301, data_manager.py, 73, INFO, Processing ticker WST\n", + "2024-10-25 13:52:07,301, data_manager.py, 73, INFO, Processing ticker WST\n", + "2024-10-25 13:52:07,304, data_manager.py, 109, INFO, Getting stock price data for WST from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:52:07,304, data_manager.py, 109, INFO, Getting stock price data for WST from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:52:07,825, data_manager.py, 83, INFO, Saving data for WST by year\n", + "2024-10-25 13:52:07,825, data_manager.py, 83, INFO, Saving data for WST by year\n", + "2024-10-25 13:52:09,364, data_manager.py, 73, INFO, Processing ticker WDC\n", + "2024-10-25 13:52:09,364, data_manager.py, 73, INFO, Processing ticker WDC\n", + "2024-10-25 13:52:09,370, data_manager.py, 109, INFO, Getting stock price data for WDC from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:52:09,370, data_manager.py, 109, INFO, Getting stock price data for WDC from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:52:10,000, data_manager.py, 83, INFO, Saving data for WDC by year\n", + "2024-10-25 13:52:10,000, data_manager.py, 83, INFO, Saving data for WDC by year\n", + "2024-10-25 13:52:11,489, data_manager.py, 73, INFO, Processing ticker WRK\n", + "2024-10-25 13:52:11,489, data_manager.py, 73, INFO, Processing ticker WRK\n", + "2024-10-25 13:52:11,492, data_manager.py, 109, INFO, Getting stock price data for WRK from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:52:11,492, data_manager.py, 109, INFO, Getting stock price data for WRK from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "\n", + "1 Failed download:\n", + "['WRK']: YFTzMissingError('$%ticker%: possibly delisted; no timezone found')\n", + "2024-10-25 13:52:12,601, data_manager.py, 83, INFO, Saving data for WRK by year\n", + "2024-10-25 13:52:12,601, data_manager.py, 83, INFO, Saving data for WRK by year\n", + "2024-10-25 13:52:12,607, data_manager.py, 101, WARNING, No data found for WRK\n", + "2024-10-25 13:52:12,607, data_manager.py, 101, WARNING, No data found for WRK\n", + "2024-10-25 13:52:12,609, data_manager.py, 73, INFO, Processing ticker WY\n", + "2024-10-25 13:52:12,609, data_manager.py, 73, INFO, Processing ticker WY\n", + "2024-10-25 13:52:12,612, data_manager.py, 109, INFO, Getting stock price data for WY from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:52:12,612, data_manager.py, 109, INFO, Getting stock price data for WY from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:52:13,213, data_manager.py, 83, INFO, Saving data for WY by year\n", + "2024-10-25 13:52:13,213, data_manager.py, 83, INFO, Saving data for WY by year\n", + "2024-10-25 13:52:14,764, data_manager.py, 73, INFO, Processing ticker WHR\n", + "2024-10-25 13:52:14,764, data_manager.py, 73, INFO, Processing ticker WHR\n", + "2024-10-25 13:52:14,767, data_manager.py, 109, INFO, Getting stock price data for WHR from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:52:14,767, data_manager.py, 109, INFO, Getting stock price data for WHR from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:52:15,297, data_manager.py, 83, INFO, Saving data for WHR by year\n", + "2024-10-25 13:52:15,297, data_manager.py, 83, INFO, Saving data for WHR by year\n", + "2024-10-25 13:52:16,867, data_manager.py, 73, INFO, Processing ticker WMB\n", + "2024-10-25 13:52:16,867, data_manager.py, 73, INFO, Processing ticker WMB\n", + "2024-10-25 13:52:16,872, data_manager.py, 109, INFO, Getting stock price data for WMB from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:52:16,872, data_manager.py, 109, INFO, Getting stock price data for WMB from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:52:17,562, data_manager.py, 83, INFO, Saving data for WMB by year\n", + "2024-10-25 13:52:17,562, data_manager.py, 83, INFO, Saving data for WMB by year\n", + "2024-10-25 13:52:19,026, data_manager.py, 73, INFO, Processing ticker WTW\n", + "2024-10-25 13:52:19,026, data_manager.py, 73, INFO, Processing ticker WTW\n", + "2024-10-25 13:52:19,029, data_manager.py, 109, INFO, Getting stock price data for WTW from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:52:19,029, data_manager.py, 109, INFO, Getting stock price data for WTW from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:52:19,666, data_manager.py, 83, INFO, Saving data for WTW by year\n", + "2024-10-25 13:52:19,666, data_manager.py, 83, INFO, Saving data for WTW by year\n", + "2024-10-25 13:52:21,202, data_manager.py, 73, INFO, Processing ticker GWW\n", + "2024-10-25 13:52:21,202, data_manager.py, 73, INFO, Processing ticker GWW\n", + "2024-10-25 13:52:21,205, data_manager.py, 109, INFO, Getting stock price data for GWW from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:52:21,205, data_manager.py, 109, INFO, Getting stock price data for GWW from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:52:21,515, data_manager.py, 83, INFO, Saving data for GWW by year\n", + "2024-10-25 13:52:21,515, data_manager.py, 83, INFO, Saving data for GWW by year\n", + "2024-10-25 13:52:22,988, data_manager.py, 73, INFO, Processing ticker WYNN\n", + "2024-10-25 13:52:22,988, data_manager.py, 73, INFO, Processing ticker WYNN\n", + "2024-10-25 13:52:22,991, data_manager.py, 109, INFO, Getting stock price data for WYNN from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:52:22,991, data_manager.py, 109, INFO, Getting stock price data for WYNN from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:52:23,316, data_manager.py, 83, INFO, Saving data for WYNN by year\n", + "2024-10-25 13:52:23,316, data_manager.py, 83, INFO, Saving data for WYNN by year\n", + "2024-10-25 13:52:24,681, data_manager.py, 73, INFO, Processing ticker XEL\n", + "2024-10-25 13:52:24,681, data_manager.py, 73, INFO, Processing ticker XEL\n", + "2024-10-25 13:52:24,683, data_manager.py, 109, INFO, Getting stock price data for XEL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:52:24,683, data_manager.py, 109, INFO, Getting stock price data for XEL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:52:25,306, data_manager.py, 83, INFO, Saving data for XEL by year\n", + "2024-10-25 13:52:25,306, data_manager.py, 83, INFO, Saving data for XEL by year\n", + "2024-10-25 13:52:26,773, data_manager.py, 73, INFO, Processing ticker XYL\n", + "2024-10-25 13:52:26,773, data_manager.py, 73, INFO, Processing ticker XYL\n", + "2024-10-25 13:52:26,776, data_manager.py, 109, INFO, Getting stock price data for XYL from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:52:26,776, data_manager.py, 109, INFO, Getting stock price data for XYL from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:52:27,200, data_manager.py, 83, INFO, Saving data for XYL by year\n", + "2024-10-25 13:52:27,200, data_manager.py, 83, INFO, Saving data for XYL by year\n", + "2024-10-25 13:52:28,006, data_manager.py, 73, INFO, Processing ticker YUM\n", + "2024-10-25 13:52:28,006, data_manager.py, 73, INFO, Processing ticker YUM\n", + "2024-10-25 13:52:28,009, data_manager.py, 109, INFO, Getting stock price data for YUM from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:52:28,009, data_manager.py, 109, INFO, Getting stock price data for YUM from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:52:28,498, data_manager.py, 83, INFO, Saving data for YUM by year\n", + "2024-10-25 13:52:28,498, data_manager.py, 83, INFO, Saving data for YUM by year\n", + "2024-10-25 13:52:29,920, data_manager.py, 73, INFO, Processing ticker ZBRA\n", + "2024-10-25 13:52:29,920, data_manager.py, 73, INFO, Processing ticker ZBRA\n", + "2024-10-25 13:52:29,923, data_manager.py, 109, INFO, Getting stock price data for ZBRA from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:52:29,923, data_manager.py, 109, INFO, Getting stock price data for ZBRA from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:52:30,361, data_manager.py, 83, INFO, Saving data for ZBRA by year\n", + "2024-10-25 13:52:30,361, data_manager.py, 83, INFO, Saving data for ZBRA by year\n", + "2024-10-25 13:52:31,804, data_manager.py, 73, INFO, Processing ticker ZBH\n", + "2024-10-25 13:52:31,804, data_manager.py, 73, INFO, Processing ticker ZBH\n", + "2024-10-25 13:52:31,808, data_manager.py, 109, INFO, Getting stock price data for ZBH from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:52:31,808, data_manager.py, 109, INFO, Getting stock price data for ZBH from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:52:32,303, data_manager.py, 83, INFO, Saving data for ZBH by year\n", + "2024-10-25 13:52:32,303, data_manager.py, 83, INFO, Saving data for ZBH by year\n", + "2024-10-25 13:52:33,729, data_manager.py, 73, INFO, Processing ticker ZION\n", + "2024-10-25 13:52:33,729, data_manager.py, 73, INFO, Processing ticker ZION\n", + "2024-10-25 13:52:33,734, data_manager.py, 109, INFO, Getting stock price data for ZION from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:52:33,734, data_manager.py, 109, INFO, Getting stock price data for ZION from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:52:34,292, data_manager.py, 83, INFO, Saving data for ZION by year\n", + "2024-10-25 13:52:34,292, data_manager.py, 83, INFO, Saving data for ZION by year\n", + "2024-10-25 13:52:35,741, data_manager.py, 73, INFO, Processing ticker ZTS\n", + "2024-10-25 13:52:35,741, data_manager.py, 73, INFO, Processing ticker ZTS\n", + "2024-10-25 13:52:35,744, data_manager.py, 109, INFO, Getting stock price data for ZTS from 2000-01-01 to 2024-10-25\n", + "2024-10-25 13:52:35,744, data_manager.py, 109, INFO, Getting stock price data for ZTS from 2000-01-01 to 2024-10-25\n", + "[*********************100%***********************] 1 of 1 completed\n", + "2024-10-25 13:52:36,189, data_manager.py, 83, INFO, Saving data for ZTS by year\n", + "2024-10-25 13:52:36,189, data_manager.py, 83, INFO, Saving data for ZTS by year\n" + ] + } + ], "source": [ "\n", "dm.download_all()" @@ -609,9 +4731,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-10-25 13:52:36,884, data_manager.py, 121, INFO, Creating features data.\n", + "2024-10-25 13:52:36,884, data_manager.py, 121, INFO, Creating features data.\n", + "2024-10-25 13:52:36,888, data_manager.py, 132, INFO, Loading price data from ../../05_src/data/prices/\n", + "2024-10-25 13:52:36,888, data_manager.py, 132, INFO, Loading price data from ../../05_src/data/prices/\n", + "2024-10-25 13:52:43,198, data_manager.py, 140, INFO, Creating features\n", + "2024-10-25 13:52:43,198, data_manager.py, 140, INFO, Creating features\n", + "c:\\Users\\Zekiye\\OneDrive - Toronto Metropolitan University\\Documents\\GitHub\\production\\01_materials\\labs\\../../05_src\\data_manager.py:144: UserWarning: `meta` is not specified, inferred from partial data. Please provide `meta` if the result is unexpected.\n", + " Before: .apply(func)\n", + " After: .apply(func, meta={'x': 'f8', 'y': 'f8'}) for dataframe result\n", + " or: .apply(func, meta=('x', 'f8')) for series result\n", + " .apply(\n", + "2024-10-25 13:52:43,224, data_manager.py, 158, INFO, Creating target\n", + "2024-10-25 13:52:43,224, data_manager.py, 158, INFO, Creating target\n", + "c:\\Users\\Zekiye\\OneDrive - Toronto Metropolitan University\\Documents\\GitHub\\production\\01_materials\\labs\\../../05_src\\data_manager.py:159: UserWarning: `meta` is not specified, inferred from partial data. Please provide `meta` if the result is unexpected.\n", + " Before: .apply(func)\n", + " After: .apply(func, meta={'x': 'f8', 'y': 'f8'}) for dataframe result\n", + " or: .apply(func, meta=('x', 'f8')) for series result\n", + " self.features = (self.features.groupby('ticker', group_keys=False).apply(\n", + "2024-10-25 13:52:43,243, data_manager.py, 168, INFO, Saving features to ../../05_src/data/features/stock_features.parquet\n", + "2024-10-25 13:52:43,243, data_manager.py, 168, INFO, Saving features to ../../05_src/data/features/stock_features.parquet\n" + ] + } + ], "source": [ "dm.featurize()" ] @@ -619,7 +4768,7 @@ ], "metadata": { "kernelspec": { - "display_name": "env", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -633,7 +4782,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.3" + "version": "3.12.4" } }, "nbformat": 4, diff --git a/02_activities/assignments/.env b/02_activities/assignments/.env new file mode 100644 index 000000000..292e1ee99 --- /dev/null +++ b/02_activities/assignments/.env @@ -0,0 +1,18 @@ +# Logs +LOG_DIR=../../07_logs/ +LOG_LEVEL=INFO + +TICKERS=../../05_src/data/tickers/sp500_wiki.csv +TEMP_DATA=../../05_src/data/temp/ +SRC_DIR =../../05_src/ +PRICE_DATA=../../05_src/data/prices/ +FEATURES_DATA=../../05_src/data/features/stock_features.parquet +FEATURES_DATA_2=../../05_src/data/features/features_assignment.parquet + +DB_URL=postgresql://postgres:HumanAfterAll@localhost:5432/model_db +ARTIFACTS_DIR=../../05_src/data/artifacts/ + +CREDIT_DATA=../../05_src/data/credit/cs-training.csv + +LOGISTIC_REGRESSION_PG=../../05_src/config/logistic_regression_pg.json +SVM_PG=../../05_src/config/svm_pg.json From 0955640e8d022f4b63e23c99c679a63572d5492f Mon Sep 17 00:00:00 2001 From: Zekiye Erdem Date: Fri, 25 Oct 2024 22:31:21 -0400 Subject: [PATCH 2/5] Assignment 1 last quesiton Assignment 1 last question. Still getting errors. --- 01_materials/labs/01_setup.ipynb | 4 +- 02_activities/assignments/assignment_1.ipynb | 11841 ++++++++++++++++- 2 files changed, 11832 insertions(+), 13 deletions(-) diff --git a/01_materials/labs/01_setup.ipynb b/01_materials/labs/01_setup.ipynb index 6b0966a70..afeccfea8 100644 --- a/01_materials/labs/01_setup.ipynb +++ b/01_materials/labs/01_setup.ipynb @@ -425,7 +425,7 @@ ], "metadata": { "kernelspec": { - "display_name": "env", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -439,7 +439,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.3" + "version": "3.12.4" } }, "nbformat": 4, diff --git a/02_activities/assignments/assignment_1.ipynb b/02_activities/assignments/assignment_1.ipynb index 29d0b8687..997755a04 100644 --- a/02_activities/assignments/assignment_1.ipynb +++ b/02_activities/assignments/assignment_1.ipynb @@ -26,12 +26,13 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Write your code below.\n", - "\n" + "%load_ext dotenv\n", + "%dotenv \n" ] }, { @@ -57,13 +58,11256 @@ "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "11207" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import os\n", "from glob import glob\n", "\n", "# Write your code below.\n", - "\n" + "\n", + "directory_path='../../05_src/data/prices'\n", + "PRICE_DATA = os.getenv(\"PRICE_DATA\")\n", + "\n", + "\n", + "from glob import glob\n", + "\n", + "parquet_files = glob(os.path.join(directory_path, \"**/*.0.parquet\"),recursive=True)\n", + "len(parquet_files)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "../../05_src/data/prices\\A\\A_2000.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\A\\A_2001.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\A\\A_2002.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\A\\A_2003.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\A\\A_2004.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\A\\A_2005.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\A\\A_2006.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\A\\A_2007.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\A\\A_2008.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\A\\A_2009.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\A\\A_2010.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\A\\A_2011.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\A\\A_2012.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\A\\A_2013.parquet\\part.0.parquet\n", + 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"../../05_src/data/prices\\ZION\\ZION_2018.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\ZION\\ZION_2019.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\ZION\\ZION_2020.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\ZION\\ZION_2021.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\ZION\\ZION_2022.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\ZION\\ZION_2023.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\ZION\\ZION_2024.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\ZTS\\ZTS_2013.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\ZTS\\ZTS_2014.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\ZTS\\ZTS_2015.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\ZTS\\ZTS_2016.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\ZTS\\ZTS_2017.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\ZTS\\ZTS_2018.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\ZTS\\ZTS_2019.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\ZTS\\ZTS_2020.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\ZTS\\ZTS_2021.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\ZTS\\ZTS_2022.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\ZTS\\ZTS_2023.parquet\\part.0.parquet\n", + "../../05_src/data/prices\\ZTS\\ZTS_2024.parquet\\part.0.parquet\n" + ] + } + ], + "source": [ + "for f in parquet_files:\n", + " print (f)" ] }, { @@ -88,12 +11332,547 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Write your code below.\n", - "\n" + "import dask.dataframe as dd\n", + "\n", + "dd_px = dd.read_parquet(parquet_files)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PriceDateAdj CloseCloseHighLowOpenVolumesectorsubsectoryearAdj_Close_lagreturnshi_lo_range
ticker
HUM2021-01-04 00:00:00+00:00400.628418412.190002417.989990400.489990417.8200071268200Health CareManaged Health Care2021NaNNaN17.500000
HUM2021-01-05 00:00:00+00:00401.590637413.179993417.010010408.920013408.920013958400Health CareManaged Health Care2021400.6284180.0024028.089996
HUM2021-01-06 00:00:00+00:00425.549225437.829987438.070007405.500000405.6000061495200Health CareManaged Health Care2021401.5906370.05965932.570007
HUM2021-01-07 00:00:00+00:00435.132721447.690002449.279999435.500000437.0199891421400Health CareManaged Health Care2021425.5492250.02252013.779999
HUM2021-01-08 00:00:00+00:00424.518982436.769989448.000000432.220001446.510010962500Health CareManaged Health Care2021435.132721-0.02439215.779999
\n", + "
" + ], + "text/plain": [ + "Price Date Adj Close Close High \\\n", + "ticker \n", + "HUM 2021-01-04 00:00:00+00:00 400.628418 412.190002 417.989990 \n", + "HUM 2021-01-05 00:00:00+00:00 401.590637 413.179993 417.010010 \n", + "HUM 2021-01-06 00:00:00+00:00 425.549225 437.829987 438.070007 \n", + "HUM 2021-01-07 00:00:00+00:00 435.132721 447.690002 449.279999 \n", + "HUM 2021-01-08 00:00:00+00:00 424.518982 436.769989 448.000000 \n", + "\n", + "Price Low Open Volume sector subsector \\\n", + "ticker \n", + "HUM 400.489990 417.820007 1268200 Health Care Managed Health Care \n", + "HUM 408.920013 408.920013 958400 Health Care Managed Health Care \n", + "HUM 405.500000 405.600006 1495200 Health Care Managed Health Care \n", + "HUM 435.500000 437.019989 1421400 Health Care Managed Health Care \n", + "HUM 432.220001 446.510010 962500 Health Care Managed Health Care \n", + "\n", + "Price year Adj_Close_lag returns hi_lo_range \n", + "ticker \n", + "HUM 2021 NaN NaN 17.500000 \n", + "HUM 2021 400.628418 0.002402 8.089996 \n", + "HUM 2021 401.590637 0.059659 32.570007 \n", + "HUM 2021 425.549225 0.022520 13.779999 \n", + "HUM 2021 435.132721 -0.024392 15.779999 " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dd_px.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# Replace NaN values with zero in all columns of dd_px\n", + "dd_px = dd_px.fillna(0)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PriceDateAdj CloseCloseHighLowOpenVolumesectorsubsectoryearAdj_Close_lagreturnshi_lo_range
ticker
HUM2003-01-02 00:00:00+00:009.20575010.3110.3510.0310.10856400Health CareManaged Health Care20030.0000000.0000000.320001
HUM2003-01-03 00:00:00+00:009.28611310.4010.4810.3110.32795300Health CareManaged Health Care20039.2057500.0087300.169999
HUM2003-01-06 00:00:00+00:009.21468310.3210.5010.2610.48962000Health CareManaged Health Care20039.286113-0.0076920.240000
HUM2003-01-07 00:00:00+00:009.20575010.3110.4010.2510.26980000Health CareManaged Health Care20039.214683-0.0009690.150000
HUM2003-01-08 00:00:00+00:009.28611310.4010.4410.2510.321071600Health CareManaged Health Care20039.2057500.0087300.190000
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" + ], + "text/plain": [ + "Price Date Adj Close Close High Low Open \\\n", + "ticker \n", + "HUM 2003-01-02 00:00:00+00:00 9.205750 10.31 10.35 10.03 10.10 \n", + "HUM 2003-01-03 00:00:00+00:00 9.286113 10.40 10.48 10.31 10.32 \n", + "HUM 2003-01-06 00:00:00+00:00 9.214683 10.32 10.50 10.26 10.48 \n", + "HUM 2003-01-07 00:00:00+00:00 9.205750 10.31 10.40 10.25 10.26 \n", + "HUM 2003-01-08 00:00:00+00:00 9.286113 10.40 10.44 10.25 10.32 \n", + "\n", + "Price Volume sector subsector year Adj_Close_lag \\\n", + "ticker \n", + "HUM 856400 Health Care Managed Health Care 2003 0.000000 \n", + "HUM 795300 Health Care Managed Health Care 2003 9.205750 \n", + "HUM 962000 Health Care Managed Health Care 2003 9.286113 \n", + "HUM 980000 Health Care Managed Health Care 2003 9.214683 \n", + "HUM 1071600 Health Care Managed Health Care 2003 9.205750 \n", + "\n", + "Price returns hi_lo_range \n", + "ticker \n", + "HUM 0.000000 0.320001 \n", + "HUM 0.008730 0.169999 \n", + "HUM -0.007692 0.240000 \n", + "HUM -0.000969 0.150000 \n", + "HUM 0.008730 0.190000 " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Double check that NaN's replace with zero\n", + "dd_px.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Zekiye\\AppData\\Local\\Temp\\ipykernel_14116\\3806333837.py:2: UserWarning: `meta` is not specified, inferred from partial data. Please provide `meta` if the result is unexpected.\n", + " Before: .apply(func)\n", + " After: .apply(func, meta={'x': 'f8', 'y': 'f8'}) for dataframe result\n", + " or: .apply(func, meta=('x', 'f8')) for series result\n", + " dd_px=dd_px.groupby('ticker', group_keys=False).apply(lambda x: x.assign(Adj_Close_lag = x['Adj Close'].shift(1)))\n" + ] + } + ], + "source": [ + "#Step 1: Add lags variables Close and Adj Close.\n", + "dd_px=dd_px.groupby('ticker', group_keys=False).apply(lambda x: x.assign(Adj_Close_lag = x['Adj Close'].shift(1)))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "# Step 2: Calculate returns based on Adjusted Close\n", + "dd_px['returns'] = (dd_px['Adj Close'] / dd_px['Adj_Close_lag']) - 1\n", + "\n", + "# Step 3: Calculate the high-low range for each day\n", + "dd_px['hi_lo_range'] = dd_px['High'] - dd_px['Low']\n", + "\n", + "# Assign the resulting DataFrame to `dd_feat`\n", + "dd_feat = dd_px[['Date', 'Close', 'Adj Close', 'Adj_Close_lag', 'returns', 'hi_lo_range']]" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PriceDateCloseAdj CloseAdj_Close_lagreturnshi_lo_range
ticker
HUM2006-01-03 00:00:00+00:0055.77999949.805721NaNNaN1.680000
HUM2006-01-04 00:00:00+00:0056.86999950.77897349.8057210.0195411.459999
HUM2006-01-05 00:00:00+00:0057.45999951.30577550.7789730.0103740.950001
HUM2006-01-06 00:00:00+00:0057.08000250.96648451.305775-0.0066130.930000
HUM2006-01-09 00:00:00+00:0057.33000251.18970150.9664840.0043801.090000
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" + ], + "text/plain": [ + "Price Date Close Adj Close Adj_Close_lag \\\n", + "ticker \n", + "HUM 2006-01-03 00:00:00+00:00 55.779999 49.805721 NaN \n", + "HUM 2006-01-04 00:00:00+00:00 56.869999 50.778973 49.805721 \n", + "HUM 2006-01-05 00:00:00+00:00 57.459999 51.305775 50.778973 \n", + "HUM 2006-01-06 00:00:00+00:00 57.080002 50.966484 51.305775 \n", + "HUM 2006-01-09 00:00:00+00:00 57.330002 51.189701 50.966484 \n", + "\n", + "Price returns hi_lo_range \n", + "ticker \n", + "HUM NaN 1.680000 \n", + "HUM 0.019541 1.459999 \n", + "HUM 0.010374 0.950001 \n", + "HUM -0.006613 0.930000 \n", + "HUM 0.004380 1.090000 " + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dd_feat.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "# Replace NaN values with zero in all columns of dd_feat\n", + "dd_feat = dd_feat.fillna(0)" ] }, { @@ -109,12 +11888,40 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "ValueError", + "evalue": "cannot reindex on an axis with duplicate labels", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[23], line 9\u001b[0m\n\u001b[0;32m 6\u001b[0m df_feat \u001b[38;5;241m=\u001b[39m dd_feat\u001b[38;5;241m.\u001b[39mcompute()\n\u001b[0;32m 8\u001b[0m \u001b[38;5;66;03m# Step 5: Add a 10-day rolling average return calculation\u001b[39;00m\n\u001b[1;32m----> 9\u001b[0m \u001b[43mdf_feat\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mrolling_avg_return\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m \u001b[38;5;241m=\u001b[39m df_feat\u001b[38;5;241m.\u001b[39mgroupby(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mticker\u001b[39m\u001b[38;5;124m'\u001b[39m)[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreturns\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mrolling(window\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m10\u001b[39m)\u001b[38;5;241m.\u001b[39mmean()\u001b[38;5;241m.\u001b[39mreset_index(level\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m, drop\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n", + "File \u001b[1;32mc:\\Users\\Zekiye\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\frame.py:4311\u001b[0m, in \u001b[0;36mDataFrame.__setitem__\u001b[1;34m(self, key, value)\u001b[0m\n\u001b[0;32m 4308\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_setitem_array([key], value)\n\u001b[0;32m 4309\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 4310\u001b[0m \u001b[38;5;66;03m# set column\u001b[39;00m\n\u001b[1;32m-> 4311\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_set_item\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\Users\\Zekiye\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\frame.py:4524\u001b[0m, in \u001b[0;36mDataFrame._set_item\u001b[1;34m(self, key, value)\u001b[0m\n\u001b[0;32m 4514\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_set_item\u001b[39m(\u001b[38;5;28mself\u001b[39m, key, value) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 4515\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 4516\u001b[0m \u001b[38;5;124;03m Add series to DataFrame in specified column.\u001b[39;00m\n\u001b[0;32m 4517\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 4522\u001b[0m \u001b[38;5;124;03m ensure homogeneity.\u001b[39;00m\n\u001b[0;32m 4523\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m-> 4524\u001b[0m value, refs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_sanitize_column\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 4526\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[0;32m 4527\u001b[0m key \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\n\u001b[0;32m 4528\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m value\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[0;32m 4529\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(value\u001b[38;5;241m.\u001b[39mdtype, ExtensionDtype)\n\u001b[0;32m 4530\u001b[0m ):\n\u001b[0;32m 4531\u001b[0m \u001b[38;5;66;03m# broadcast across multiple columns if necessary\u001b[39;00m\n\u001b[0;32m 4532\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mis_unique \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns, MultiIndex):\n", + "File \u001b[1;32mc:\\Users\\Zekiye\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\frame.py:5263\u001b[0m, in \u001b[0;36mDataFrame._sanitize_column\u001b[1;34m(self, value)\u001b[0m\n\u001b[0;32m 5261\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(value, Series):\n\u001b[0;32m 5262\u001b[0m value \u001b[38;5;241m=\u001b[39m Series(value)\n\u001b[1;32m-> 5263\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_reindex_for_setitem\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 5265\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_list_like(value):\n\u001b[0;32m 5266\u001b[0m com\u001b[38;5;241m.\u001b[39mrequire_length_match(value, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mindex)\n", + "File \u001b[1;32mc:\\Users\\Zekiye\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\frame.py:12692\u001b[0m, in \u001b[0;36m_reindex_for_setitem\u001b[1;34m(value, index)\u001b[0m\n\u001b[0;32m 12688\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m 12689\u001b[0m \u001b[38;5;66;03m# raised in MultiIndex.from_tuples, see test_insert_error_msmgs\u001b[39;00m\n\u001b[0;32m 12690\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m value\u001b[38;5;241m.\u001b[39mindex\u001b[38;5;241m.\u001b[39mis_unique:\n\u001b[0;32m 12691\u001b[0m \u001b[38;5;66;03m# duplicate axis\u001b[39;00m\n\u001b[1;32m> 12692\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m err\n\u001b[0;32m 12694\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\n\u001b[0;32m 12695\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mincompatible index of inserted column with frame index\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 12696\u001b[0m ) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[0;32m 12697\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m reindexed_value, \u001b[38;5;28;01mNone\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\Zekiye\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\frame.py:12687\u001b[0m, in \u001b[0;36m_reindex_for_setitem\u001b[1;34m(value, index)\u001b[0m\n\u001b[0;32m 12685\u001b[0m \u001b[38;5;66;03m# GH#4107\u001b[39;00m\n\u001b[0;32m 12686\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m> 12687\u001b[0m reindexed_value \u001b[38;5;241m=\u001b[39m \u001b[43mvalue\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreindex\u001b[49m\u001b[43m(\u001b[49m\u001b[43mindex\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39m_values\n\u001b[0;32m 12688\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m 12689\u001b[0m \u001b[38;5;66;03m# raised in MultiIndex.from_tuples, see test_insert_error_msmgs\u001b[39;00m\n\u001b[0;32m 12690\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m value\u001b[38;5;241m.\u001b[39mindex\u001b[38;5;241m.\u001b[39mis_unique:\n\u001b[0;32m 12691\u001b[0m \u001b[38;5;66;03m# duplicate axis\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\Zekiye\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\series.py:5153\u001b[0m, in \u001b[0;36mSeries.reindex\u001b[1;34m(self, index, axis, method, copy, level, fill_value, limit, tolerance)\u001b[0m\n\u001b[0;32m 5136\u001b[0m \u001b[38;5;129m@doc\u001b[39m(\n\u001b[0;32m 5137\u001b[0m NDFrame\u001b[38;5;241m.\u001b[39mreindex, \u001b[38;5;66;03m# type: ignore[has-type]\u001b[39;00m\n\u001b[0;32m 5138\u001b[0m klass\u001b[38;5;241m=\u001b[39m_shared_doc_kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mklass\u001b[39m\u001b[38;5;124m\"\u001b[39m],\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 5151\u001b[0m tolerance\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m 5152\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Series:\n\u001b[1;32m-> 5153\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreindex\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 5154\u001b[0m \u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 5155\u001b[0m \u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 5156\u001b[0m \u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 5157\u001b[0m \u001b[43m \u001b[49m\u001b[43mlevel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlevel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 5158\u001b[0m \u001b[43m \u001b[49m\u001b[43mfill_value\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfill_value\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 5159\u001b[0m \u001b[43m \u001b[49m\u001b[43mlimit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlimit\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 5160\u001b[0m \u001b[43m \u001b[49m\u001b[43mtolerance\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtolerance\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 5161\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\Users\\Zekiye\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\generic.py:5610\u001b[0m, in \u001b[0;36mNDFrame.reindex\u001b[1;34m(self, labels, index, columns, axis, method, copy, level, fill_value, limit, tolerance)\u001b[0m\n\u001b[0;32m 5607\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reindex_multi(axes, copy, fill_value)\n\u001b[0;32m 5609\u001b[0m \u001b[38;5;66;03m# perform the reindex on the axes\u001b[39;00m\n\u001b[1;32m-> 5610\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_reindex_axes\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 5611\u001b[0m \u001b[43m \u001b[49m\u001b[43maxes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlevel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlimit\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtolerance\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfill_value\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\n\u001b[0;32m 5612\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39m__finalize__(\u001b[38;5;28mself\u001b[39m, method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mreindex\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[1;32mc:\\Users\\Zekiye\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\generic.py:5633\u001b[0m, in \u001b[0;36mNDFrame._reindex_axes\u001b[1;34m(self, axes, level, limit, tolerance, method, fill_value, copy)\u001b[0m\n\u001b[0;32m 5630\u001b[0m \u001b[38;5;28;01mcontinue\u001b[39;00m\n\u001b[0;32m 5632\u001b[0m ax \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_axis(a)\n\u001b[1;32m-> 5633\u001b[0m new_index, indexer \u001b[38;5;241m=\u001b[39m \u001b[43max\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreindex\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 5634\u001b[0m \u001b[43m \u001b[49m\u001b[43mlabels\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlevel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlevel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlimit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlimit\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtolerance\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtolerance\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\n\u001b[0;32m 5635\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 5637\u001b[0m axis \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_axis_number(a)\n\u001b[0;32m 5638\u001b[0m obj \u001b[38;5;241m=\u001b[39m obj\u001b[38;5;241m.\u001b[39m_reindex_with_indexers(\n\u001b[0;32m 5639\u001b[0m {axis: [new_index, indexer]},\n\u001b[0;32m 5640\u001b[0m fill_value\u001b[38;5;241m=\u001b[39mfill_value,\n\u001b[0;32m 5641\u001b[0m copy\u001b[38;5;241m=\u001b[39mcopy,\n\u001b[0;32m 5642\u001b[0m allow_dups\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[0;32m 5643\u001b[0m )\n", + "File \u001b[1;32mc:\\Users\\Zekiye\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:4429\u001b[0m, in \u001b[0;36mIndex.reindex\u001b[1;34m(self, target, method, level, limit, tolerance)\u001b[0m\n\u001b[0;32m 4426\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcannot handle a non-unique multi-index!\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 4427\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mis_unique:\n\u001b[0;32m 4428\u001b[0m \u001b[38;5;66;03m# GH#42568\u001b[39;00m\n\u001b[1;32m-> 4429\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcannot reindex on an axis with duplicate labels\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 4430\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 4431\u001b[0m indexer, _ \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_indexer_non_unique(target)\n", + "\u001b[1;31mValueError\u001b[0m: cannot reindex on an axis with duplicate labels" + ] + } + ], "source": [ "# Write your code below.\n", - "\n" + "\n", + "import pandas as pd\n", + "\n", + "# Step 4: Convert Dask DataFrame to pandas DataFrame\n", + "df_feat = dd_feat.compute()\n", + "\n", + "# Step 5: Add a 10-day rolling average return calculation\n", + "df_feat['rolling_avg_return'] = df_feat.groupby('ticker')['returns'].rolling(window=10).mean().reset_index(level=0, drop=True)" ] }, { @@ -129,6 +11936,18 @@ "(1 pt)" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# It was not strictly necessary to convert to a pandas DataFrame to calculate the moving average return; \n", + "# it could indeed have been calculated directly within Dask. Performing this calculation in Dask offers \n", + "# several benefits, particularly for larger datasets, as Dask is designed for out-of-core computation \n", + "# and can handle data that doesn’t fit into memory." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -166,7 +11985,7 @@ ], "metadata": { "kernelspec": { - "display_name": "env", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -180,7 +11999,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.0" + "version": "3.12.4" } }, "nbformat": 4, From 489b57e6aa14b9e6bdbf4d24d6f63ab2029a008d Mon Sep 17 00:00:00 2001 From: Zekiye Erdem Date: Sat, 26 Oct 2024 11:53:15 -0400 Subject: [PATCH 3/5] Update assignment_1.ipynb Completion of the last question, all the issues resolved --- 02_activities/assignments/assignment_1.ipynb | 482 ++++++++----------- 1 file changed, 193 insertions(+), 289 deletions(-) diff --git a/02_activities/assignments/assignment_1.ipynb b/02_activities/assignments/assignment_1.ipynb index 997755a04..fd87b518a 100644 --- a/02_activities/assignments/assignment_1.ipynb +++ b/02_activities/assignments/assignment_1.ipynb @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -37,7 +37,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -56,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -65,7 +65,7 @@ "11207" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -88,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -11332,19 +11332,19 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Write your code below.\n", "import dask.dataframe as dd\n", - "\n", + "# I will read the parquet files and see the table below for a succesfull completion\n", "dd_px = dd.read_parquet(parquet_files)" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -11378,9 +11378,6 @@ " sector\n", " subsector\n", " year\n", - " Adj_Close_lag\n", - " returns\n", - " hi_lo_range\n", " \n", " \n", " ticker\n", @@ -11394,123 +11391,97 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", " \n", " \n", " \n", - " HUM\n", - " 2021-01-04 00:00:00+00:00\n", - " 400.628418\n", - " 412.190002\n", - " 417.989990\n", - " 400.489990\n", - " 417.820007\n", - " 1268200\n", + " A\n", + " 2000-01-03 00:00:00+00:00\n", + " 43.463043\n", + " 51.502148\n", + " 56.464592\n", + " 48.193848\n", + " 56.330471\n", + " 4674353\n", " Health Care\n", - " Managed Health Care\n", - " 2021\n", - " NaN\n", - " NaN\n", - " 17.500000\n", + " Life Sciences Tools & Services\n", + " 2000\n", " \n", " \n", - " HUM\n", - " 2021-01-05 00:00:00+00:00\n", - " 401.590637\n", - " 413.179993\n", - " 417.010010\n", - " 408.920013\n", - " 408.920013\n", - " 958400\n", + " A\n", + " 2000-01-04 00:00:00+00:00\n", + " 40.142929\n", + " 47.567955\n", + " 49.266811\n", + " 46.316166\n", + " 48.730328\n", + " 4765083\n", " Health Care\n", - " Managed Health Care\n", - " 2021\n", - " 400.628418\n", - " 0.002402\n", - " 8.089996\n", + " Life Sciences Tools & Services\n", + " 2000\n", " \n", " \n", - " HUM\n", - " 2021-01-06 00:00:00+00:00\n", - " 425.549225\n", - " 437.829987\n", - " 438.070007\n", - " 405.500000\n", - " 405.600006\n", - " 1495200\n", + " A\n", + " 2000-01-05 00:00:00+00:00\n", + " 37.652863\n", + " 44.617310\n", + " 47.567955\n", + " 43.141991\n", + " 47.389126\n", + " 5758642\n", " Health Care\n", - " Managed Health Care\n", - " 2021\n", - " 401.590637\n", - " 0.059659\n", - " 32.570007\n", + " Life Sciences Tools & Services\n", + " 2000\n", " \n", " \n", - " HUM\n", - " 2021-01-07 00:00:00+00:00\n", - " 435.132721\n", - " 447.690002\n", - " 449.279999\n", - " 435.500000\n", - " 437.019989\n", - " 1421400\n", + " A\n", + " 2000-01-06 00:00:00+00:00\n", + " 36.219193\n", + " 42.918453\n", + " 44.349072\n", + " 41.577251\n", + " 44.080830\n", + " 2534434\n", " Health Care\n", - " Managed Health Care\n", - " 2021\n", - " 425.549225\n", - " 0.022520\n", - " 13.779999\n", + " Life Sciences Tools & Services\n", + " 2000\n", " \n", " \n", - " HUM\n", - " 2021-01-08 00:00:00+00:00\n", - " 424.518982\n", - " 436.769989\n", - " 448.000000\n", - " 432.220001\n", - " 446.510010\n", - " 962500\n", + " A\n", + " 2000-01-07 00:00:00+00:00\n", + " 39.237465\n", + " 46.494991\n", + " 47.165592\n", + " 42.203148\n", + " 42.247852\n", + " 2819626\n", " Health Care\n", - " Managed Health Care\n", - " 2021\n", - " 435.132721\n", - " -0.024392\n", - " 15.779999\n", + " Life Sciences Tools & Services\n", + " 2000\n", " \n", " \n", "\n", "" ], "text/plain": [ - "Price Date Adj Close Close High \\\n", - "ticker \n", - "HUM 2021-01-04 00:00:00+00:00 400.628418 412.190002 417.989990 \n", - "HUM 2021-01-05 00:00:00+00:00 401.590637 413.179993 417.010010 \n", - "HUM 2021-01-06 00:00:00+00:00 425.549225 437.829987 438.070007 \n", - "HUM 2021-01-07 00:00:00+00:00 435.132721 447.690002 449.279999 \n", - "HUM 2021-01-08 00:00:00+00:00 424.518982 436.769989 448.000000 \n", + "Price Date Adj Close Close High Low \\\n", + "ticker \n", + "A 2000-01-03 00:00:00+00:00 43.463043 51.502148 56.464592 48.193848 \n", + "A 2000-01-04 00:00:00+00:00 40.142929 47.567955 49.266811 46.316166 \n", + "A 2000-01-05 00:00:00+00:00 37.652863 44.617310 47.567955 43.141991 \n", + "A 2000-01-06 00:00:00+00:00 36.219193 42.918453 44.349072 41.577251 \n", + "A 2000-01-07 00:00:00+00:00 39.237465 46.494991 47.165592 42.203148 \n", "\n", - "Price Low Open Volume sector subsector \\\n", - "ticker \n", - "HUM 400.489990 417.820007 1268200 Health Care Managed Health Care \n", - "HUM 408.920013 408.920013 958400 Health Care Managed Health Care \n", - "HUM 405.500000 405.600006 1495200 Health Care Managed Health Care \n", - "HUM 435.500000 437.019989 1421400 Health Care Managed Health Care \n", - "HUM 432.220001 446.510010 962500 Health Care Managed Health Care \n", - "\n", - "Price year Adj_Close_lag returns hi_lo_range \n", - "ticker \n", - "HUM 2021 NaN NaN 17.500000 \n", - "HUM 2021 400.628418 0.002402 8.089996 \n", - "HUM 2021 401.590637 0.059659 32.570007 \n", - "HUM 2021 425.549225 0.022520 13.779999 \n", - "HUM 2021 435.132721 -0.024392 15.779999 " + "Price Open Volume sector subsector year \n", + "ticker \n", + "A 56.330471 4674353 Health Care Life Sciences Tools & Services 2000 \n", + "A 48.730328 4765083 Health Care Life Sciences Tools & Services 2000 \n", + "A 47.389126 5758642 Health Care Life Sciences Tools & Services 2000 \n", + "A 44.080830 2534434 Health Care Life Sciences Tools & Services 2000 \n", + "A 42.247852 2819626 Health Care Life Sciences Tools & Services 2000 " ] }, - "execution_count": 14, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -11521,17 +11492,7 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "# Replace NaN values with zero in all columns of dd_px\n", - "dd_px = dd_px.fillna(0)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -11565,9 +11526,6 @@ " sector\n", " subsector\n", " year\n", - " Adj_Close_lag\n", - " returns\n", - " hi_lo_range\n", " \n", " \n", " ticker\n", @@ -11581,142 +11539,116 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", " \n", " \n", " \n", - " HUM\n", - " 2003-01-02 00:00:00+00:00\n", - " 9.205750\n", - " 10.31\n", - " 10.35\n", - " 10.03\n", - " 10.10\n", - " 856400\n", + " A\n", + " 2000-01-03 00:00:00+00:00\n", + " 43.463043\n", + " 51.502148\n", + " 56.464592\n", + " 48.193848\n", + " 56.330471\n", + " 4674353\n", " Health Care\n", - " Managed Health Care\n", - " 2003\n", - " 0.000000\n", - " 0.000000\n", - " 0.320001\n", + " Life Sciences Tools & Services\n", + " 2000\n", " \n", " \n", - " HUM\n", - " 2003-01-03 00:00:00+00:00\n", - " 9.286113\n", - " 10.40\n", - " 10.48\n", - " 10.31\n", - " 10.32\n", - " 795300\n", + " A\n", + " 2000-01-04 00:00:00+00:00\n", + " 40.142929\n", + " 47.567955\n", + " 49.266811\n", + " 46.316166\n", + " 48.730328\n", + " 4765083\n", " Health Care\n", - " Managed Health Care\n", - " 2003\n", - " 9.205750\n", - " 0.008730\n", - " 0.169999\n", + " Life Sciences Tools & Services\n", + " 2000\n", " \n", " \n", - " HUM\n", - " 2003-01-06 00:00:00+00:00\n", - " 9.214683\n", - " 10.32\n", - " 10.50\n", - " 10.26\n", - " 10.48\n", - " 962000\n", + " A\n", + " 2000-01-05 00:00:00+00:00\n", + " 37.652863\n", + " 44.617310\n", + " 47.567955\n", + " 43.141991\n", + " 47.389126\n", + " 5758642\n", " Health Care\n", - " Managed Health Care\n", - " 2003\n", - " 9.286113\n", - " -0.007692\n", - " 0.240000\n", + " Life Sciences Tools & Services\n", + " 2000\n", " \n", " \n", - " HUM\n", - " 2003-01-07 00:00:00+00:00\n", - " 9.205750\n", - " 10.31\n", - " 10.40\n", - " 10.25\n", - " 10.26\n", - " 980000\n", + " A\n", + " 2000-01-06 00:00:00+00:00\n", + " 36.219193\n", + " 42.918453\n", + " 44.349072\n", + " 41.577251\n", + " 44.080830\n", + " 2534434\n", " Health Care\n", - " Managed Health Care\n", - " 2003\n", - " 9.214683\n", - " -0.000969\n", - " 0.150000\n", + " Life Sciences Tools & Services\n", + " 2000\n", " \n", " \n", - " HUM\n", - " 2003-01-08 00:00:00+00:00\n", - " 9.286113\n", - " 10.40\n", - " 10.44\n", - " 10.25\n", - " 10.32\n", - " 1071600\n", + " A\n", + " 2000-01-07 00:00:00+00:00\n", + " 39.237465\n", + " 46.494991\n", + " 47.165592\n", + " 42.203148\n", + " 42.247852\n", + " 2819626\n", " Health Care\n", - " Managed Health Care\n", - " 2003\n", - " 9.205750\n", - " 0.008730\n", - " 0.190000\n", + " Life Sciences Tools & Services\n", + " 2000\n", " \n", " \n", "\n", "" ], "text/plain": [ - "Price Date Adj Close Close High Low Open \\\n", - "ticker \n", - "HUM 2003-01-02 00:00:00+00:00 9.205750 10.31 10.35 10.03 10.10 \n", - "HUM 2003-01-03 00:00:00+00:00 9.286113 10.40 10.48 10.31 10.32 \n", - "HUM 2003-01-06 00:00:00+00:00 9.214683 10.32 10.50 10.26 10.48 \n", - "HUM 2003-01-07 00:00:00+00:00 9.205750 10.31 10.40 10.25 10.26 \n", - "HUM 2003-01-08 00:00:00+00:00 9.286113 10.40 10.44 10.25 10.32 \n", - "\n", - "Price Volume sector subsector year Adj_Close_lag \\\n", - "ticker \n", - "HUM 856400 Health Care Managed Health Care 2003 0.000000 \n", - "HUM 795300 Health Care Managed Health Care 2003 9.205750 \n", - "HUM 962000 Health Care Managed Health Care 2003 9.286113 \n", - "HUM 980000 Health Care Managed Health Care 2003 9.214683 \n", - "HUM 1071600 Health Care Managed Health Care 2003 9.205750 \n", + "Price Date Adj Close Close High Low \\\n", + "ticker \n", + "A 2000-01-03 00:00:00+00:00 43.463043 51.502148 56.464592 48.193848 \n", + "A 2000-01-04 00:00:00+00:00 40.142929 47.567955 49.266811 46.316166 \n", + "A 2000-01-05 00:00:00+00:00 37.652863 44.617310 47.567955 43.141991 \n", + "A 2000-01-06 00:00:00+00:00 36.219193 42.918453 44.349072 41.577251 \n", + "A 2000-01-07 00:00:00+00:00 39.237465 46.494991 47.165592 42.203148 \n", "\n", - "Price returns hi_lo_range \n", - "ticker \n", - "HUM 0.000000 0.320001 \n", - "HUM 0.008730 0.169999 \n", - "HUM -0.007692 0.240000 \n", - "HUM -0.000969 0.150000 \n", - "HUM 0.008730 0.190000 " + "Price Open Volume sector subsector year \n", + "ticker \n", + "A 56.330471 4674353 Health Care Life Sciences Tools & Services 2000 \n", + "A 48.730328 4765083 Health Care Life Sciences Tools & Services 2000 \n", + "A 47.389126 5758642 Health Care Life Sciences Tools & Services 2000 \n", + "A 44.080830 2534434 Health Care Life Sciences Tools & Services 2000 \n", + "A 42.247852 2819626 Health Care Life Sciences Tools & Services 2000 " ] }, - "execution_count": 17, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "#Double check that NaN's replace with zero\n", + "#Let's check the table if everything work well\n", "dd_px.head()" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\Zekiye\\AppData\\Local\\Temp\\ipykernel_14116\\3806333837.py:2: UserWarning: `meta` is not specified, inferred from partial data. Please provide `meta` if the result is unexpected.\n", + "C:\\Users\\Zekiye\\AppData\\Local\\Temp\\ipykernel_19760\\3806333837.py:2: UserWarning: `meta` is not specified, inferred from partial data. Please provide `meta` if the result is unexpected.\n", " Before: .apply(func)\n", " After: .apply(func, meta={'x': 'f8', 'y': 'f8'}) for dataframe result\n", " or: .apply(func, meta=('x', 'f8')) for series result\n", @@ -11731,7 +11663,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -11747,7 +11679,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -11791,72 +11723,72 @@ " \n", " \n", " HUM\n", - " 2006-01-03 00:00:00+00:00\n", - " 55.779999\n", - " 49.805721\n", + " 2002-01-02 00:00:00+00:00\n", + " 11.50\n", + " 10.268301\n", " NaN\n", " NaN\n", - " 1.680000\n", + " 0.559999\n", " \n", " \n", " HUM\n", - " 2006-01-04 00:00:00+00:00\n", - " 56.869999\n", - " 50.778973\n", - " 49.805721\n", - " 0.019541\n", - " 1.459999\n", + " 2002-01-03 00:00:00+00:00\n", + " 11.50\n", + " 10.268301\n", + " 10.268301\n", + " 0.000000\n", + " 0.309999\n", " \n", " \n", " HUM\n", - " 2006-01-05 00:00:00+00:00\n", - " 57.459999\n", - " 51.305775\n", - " 50.778973\n", - " 0.010374\n", - " 0.950001\n", + " 2002-01-04 00:00:00+00:00\n", + " 11.55\n", + " 10.312946\n", + " 10.268301\n", + " 0.004348\n", + " 0.290000\n", " \n", " \n", " HUM\n", - " 2006-01-06 00:00:00+00:00\n", - " 57.080002\n", - " 50.966484\n", - " 51.305775\n", - " -0.006613\n", - " 0.930000\n", + " 2002-01-07 00:00:00+00:00\n", + " 11.48\n", + " 10.250441\n", + " 10.312946\n", + " -0.006061\n", + " 0.260000\n", " \n", " \n", " HUM\n", - " 2006-01-09 00:00:00+00:00\n", - " 57.330002\n", - " 51.189701\n", - " 50.966484\n", - " 0.004380\n", - " 1.090000\n", + " 2002-01-08 00:00:00+00:00\n", + " 11.46\n", + " 10.232581\n", + " 10.250441\n", + " -0.001742\n", + " 0.280001\n", " \n", " \n", "\n", "" ], "text/plain": [ - "Price Date Close Adj Close Adj_Close_lag \\\n", - "ticker \n", - "HUM 2006-01-03 00:00:00+00:00 55.779999 49.805721 NaN \n", - "HUM 2006-01-04 00:00:00+00:00 56.869999 50.778973 49.805721 \n", - "HUM 2006-01-05 00:00:00+00:00 57.459999 51.305775 50.778973 \n", - "HUM 2006-01-06 00:00:00+00:00 57.080002 50.966484 51.305775 \n", - "HUM 2006-01-09 00:00:00+00:00 57.330002 51.189701 50.966484 \n", + "Price Date Close Adj Close Adj_Close_lag returns \\\n", + "ticker \n", + "HUM 2002-01-02 00:00:00+00:00 11.50 10.268301 NaN NaN \n", + "HUM 2002-01-03 00:00:00+00:00 11.50 10.268301 10.268301 0.000000 \n", + "HUM 2002-01-04 00:00:00+00:00 11.55 10.312946 10.268301 0.004348 \n", + "HUM 2002-01-07 00:00:00+00:00 11.48 10.250441 10.312946 -0.006061 \n", + "HUM 2002-01-08 00:00:00+00:00 11.46 10.232581 10.250441 -0.001742 \n", "\n", - "Price returns hi_lo_range \n", - "ticker \n", - "HUM NaN 1.680000 \n", - "HUM 0.019541 1.459999 \n", - "HUM 0.010374 0.950001 \n", - "HUM -0.006613 0.930000 \n", - "HUM 0.004380 1.090000 " + "Price hi_lo_range \n", + "ticker \n", + "HUM 0.559999 \n", + "HUM 0.309999 \n", + "HUM 0.290000 \n", + "HUM 0.260000 \n", + "HUM 0.280001 " ] }, - "execution_count": 20, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -11865,16 +11797,6 @@ "dd_feat.head()" ] }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "# Replace NaN values with zero in all columns of dd_feat\n", - "dd_feat = dd_feat.fillna(0)" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -11888,30 +11810,9 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 14, "metadata": {}, - "outputs": [ - { - "ename": "ValueError", - "evalue": "cannot reindex on an axis with duplicate labels", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[23], line 9\u001b[0m\n\u001b[0;32m 6\u001b[0m df_feat \u001b[38;5;241m=\u001b[39m dd_feat\u001b[38;5;241m.\u001b[39mcompute()\n\u001b[0;32m 8\u001b[0m \u001b[38;5;66;03m# Step 5: Add a 10-day rolling average return calculation\u001b[39;00m\n\u001b[1;32m----> 9\u001b[0m \u001b[43mdf_feat\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mrolling_avg_return\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m \u001b[38;5;241m=\u001b[39m df_feat\u001b[38;5;241m.\u001b[39mgroupby(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mticker\u001b[39m\u001b[38;5;124m'\u001b[39m)[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreturns\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mrolling(window\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m10\u001b[39m)\u001b[38;5;241m.\u001b[39mmean()\u001b[38;5;241m.\u001b[39mreset_index(level\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m, drop\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n", - "File \u001b[1;32mc:\\Users\\Zekiye\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\frame.py:4311\u001b[0m, in \u001b[0;36mDataFrame.__setitem__\u001b[1;34m(self, key, value)\u001b[0m\n\u001b[0;32m 4308\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_setitem_array([key], value)\n\u001b[0;32m 4309\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 4310\u001b[0m \u001b[38;5;66;03m# set column\u001b[39;00m\n\u001b[1;32m-> 4311\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_set_item\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[1;32mc:\\Users\\Zekiye\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\frame.py:4524\u001b[0m, in \u001b[0;36mDataFrame._set_item\u001b[1;34m(self, key, value)\u001b[0m\n\u001b[0;32m 4514\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_set_item\u001b[39m(\u001b[38;5;28mself\u001b[39m, key, value) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 4515\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 4516\u001b[0m \u001b[38;5;124;03m Add series to DataFrame in specified column.\u001b[39;00m\n\u001b[0;32m 4517\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 4522\u001b[0m \u001b[38;5;124;03m ensure homogeneity.\u001b[39;00m\n\u001b[0;32m 4523\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m-> 4524\u001b[0m value, refs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_sanitize_column\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 4526\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[0;32m 4527\u001b[0m key \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\n\u001b[0;32m 4528\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m value\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[0;32m 4529\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(value\u001b[38;5;241m.\u001b[39mdtype, ExtensionDtype)\n\u001b[0;32m 4530\u001b[0m ):\n\u001b[0;32m 4531\u001b[0m \u001b[38;5;66;03m# broadcast across multiple columns if necessary\u001b[39;00m\n\u001b[0;32m 4532\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mis_unique \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns, MultiIndex):\n", - "File \u001b[1;32mc:\\Users\\Zekiye\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\frame.py:5263\u001b[0m, in \u001b[0;36mDataFrame._sanitize_column\u001b[1;34m(self, value)\u001b[0m\n\u001b[0;32m 5261\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(value, Series):\n\u001b[0;32m 5262\u001b[0m value \u001b[38;5;241m=\u001b[39m Series(value)\n\u001b[1;32m-> 5263\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_reindex_for_setitem\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 5265\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_list_like(value):\n\u001b[0;32m 5266\u001b[0m com\u001b[38;5;241m.\u001b[39mrequire_length_match(value, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mindex)\n", - "File \u001b[1;32mc:\\Users\\Zekiye\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\frame.py:12692\u001b[0m, in \u001b[0;36m_reindex_for_setitem\u001b[1;34m(value, index)\u001b[0m\n\u001b[0;32m 12688\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m 12689\u001b[0m \u001b[38;5;66;03m# raised in MultiIndex.from_tuples, see test_insert_error_msmgs\u001b[39;00m\n\u001b[0;32m 12690\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m value\u001b[38;5;241m.\u001b[39mindex\u001b[38;5;241m.\u001b[39mis_unique:\n\u001b[0;32m 12691\u001b[0m \u001b[38;5;66;03m# duplicate axis\u001b[39;00m\n\u001b[1;32m> 12692\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m err\n\u001b[0;32m 12694\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\n\u001b[0;32m 12695\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mincompatible index of inserted column with frame index\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 12696\u001b[0m ) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[0;32m 12697\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m reindexed_value, \u001b[38;5;28;01mNone\u001b[39;00m\n", - "File \u001b[1;32mc:\\Users\\Zekiye\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\frame.py:12687\u001b[0m, in \u001b[0;36m_reindex_for_setitem\u001b[1;34m(value, index)\u001b[0m\n\u001b[0;32m 12685\u001b[0m \u001b[38;5;66;03m# GH#4107\u001b[39;00m\n\u001b[0;32m 12686\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m> 12687\u001b[0m reindexed_value \u001b[38;5;241m=\u001b[39m \u001b[43mvalue\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreindex\u001b[49m\u001b[43m(\u001b[49m\u001b[43mindex\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39m_values\n\u001b[0;32m 12688\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m 12689\u001b[0m \u001b[38;5;66;03m# raised in MultiIndex.from_tuples, see test_insert_error_msmgs\u001b[39;00m\n\u001b[0;32m 12690\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m value\u001b[38;5;241m.\u001b[39mindex\u001b[38;5;241m.\u001b[39mis_unique:\n\u001b[0;32m 12691\u001b[0m \u001b[38;5;66;03m# duplicate axis\u001b[39;00m\n", - "File \u001b[1;32mc:\\Users\\Zekiye\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\series.py:5153\u001b[0m, in \u001b[0;36mSeries.reindex\u001b[1;34m(self, index, axis, method, copy, level, fill_value, limit, tolerance)\u001b[0m\n\u001b[0;32m 5136\u001b[0m \u001b[38;5;129m@doc\u001b[39m(\n\u001b[0;32m 5137\u001b[0m NDFrame\u001b[38;5;241m.\u001b[39mreindex, \u001b[38;5;66;03m# type: ignore[has-type]\u001b[39;00m\n\u001b[0;32m 5138\u001b[0m klass\u001b[38;5;241m=\u001b[39m_shared_doc_kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mklass\u001b[39m\u001b[38;5;124m\"\u001b[39m],\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 5151\u001b[0m tolerance\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m 5152\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Series:\n\u001b[1;32m-> 5153\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreindex\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 5154\u001b[0m \u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 5155\u001b[0m \u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 5156\u001b[0m \u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 5157\u001b[0m \u001b[43m \u001b[49m\u001b[43mlevel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlevel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 5158\u001b[0m \u001b[43m \u001b[49m\u001b[43mfill_value\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfill_value\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 5159\u001b[0m \u001b[43m \u001b[49m\u001b[43mlimit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlimit\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 5160\u001b[0m \u001b[43m \u001b[49m\u001b[43mtolerance\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtolerance\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 5161\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[1;32mc:\\Users\\Zekiye\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\generic.py:5610\u001b[0m, in \u001b[0;36mNDFrame.reindex\u001b[1;34m(self, labels, index, columns, axis, method, copy, level, fill_value, limit, tolerance)\u001b[0m\n\u001b[0;32m 5607\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reindex_multi(axes, copy, fill_value)\n\u001b[0;32m 5609\u001b[0m \u001b[38;5;66;03m# perform the reindex on the axes\u001b[39;00m\n\u001b[1;32m-> 5610\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_reindex_axes\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 5611\u001b[0m \u001b[43m \u001b[49m\u001b[43maxes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlevel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlimit\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtolerance\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfill_value\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\n\u001b[0;32m 5612\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39m__finalize__(\u001b[38;5;28mself\u001b[39m, method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mreindex\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", - "File \u001b[1;32mc:\\Users\\Zekiye\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\generic.py:5633\u001b[0m, in \u001b[0;36mNDFrame._reindex_axes\u001b[1;34m(self, axes, level, limit, tolerance, method, fill_value, copy)\u001b[0m\n\u001b[0;32m 5630\u001b[0m \u001b[38;5;28;01mcontinue\u001b[39;00m\n\u001b[0;32m 5632\u001b[0m ax \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_axis(a)\n\u001b[1;32m-> 5633\u001b[0m new_index, indexer \u001b[38;5;241m=\u001b[39m \u001b[43max\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreindex\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 5634\u001b[0m \u001b[43m \u001b[49m\u001b[43mlabels\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlevel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlevel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlimit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlimit\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtolerance\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtolerance\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\n\u001b[0;32m 5635\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 5637\u001b[0m axis \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_axis_number(a)\n\u001b[0;32m 5638\u001b[0m obj \u001b[38;5;241m=\u001b[39m obj\u001b[38;5;241m.\u001b[39m_reindex_with_indexers(\n\u001b[0;32m 5639\u001b[0m {axis: [new_index, indexer]},\n\u001b[0;32m 5640\u001b[0m fill_value\u001b[38;5;241m=\u001b[39mfill_value,\n\u001b[0;32m 5641\u001b[0m copy\u001b[38;5;241m=\u001b[39mcopy,\n\u001b[0;32m 5642\u001b[0m allow_dups\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[0;32m 5643\u001b[0m )\n", - "File \u001b[1;32mc:\\Users\\Zekiye\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:4429\u001b[0m, in \u001b[0;36mIndex.reindex\u001b[1;34m(self, target, method, level, limit, tolerance)\u001b[0m\n\u001b[0;32m 4426\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcannot handle a non-unique multi-index!\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 4427\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mis_unique:\n\u001b[0;32m 4428\u001b[0m \u001b[38;5;66;03m# GH#42568\u001b[39;00m\n\u001b[1;32m-> 4429\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcannot reindex on an axis with duplicate labels\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 4430\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 4431\u001b[0m indexer, _ \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_indexer_non_unique(target)\n", - "\u001b[1;31mValueError\u001b[0m: cannot reindex on an axis with duplicate labels" - ] - } - ], + "outputs": [], "source": [ "# Write your code below.\n", "\n", @@ -11921,7 +11822,10 @@ "df_feat = dd_feat.compute()\n", "\n", "# Step 5: Add a 10-day rolling average return calculation\n", - "df_feat['rolling_avg_return'] = df_feat.groupby('ticker')['returns'].rolling(window=10).mean().reset_index(level=0, drop=True)" + "df_feat_rtn = (df_feat\n", + " .groupby(['ticker'])\n", + " .apply(lambda x: x.assign(ma_return=x['returns']\n", + " .rolling(window=10).mean())))" ] }, { From da1ce4ea682d5f0d828726796b93146c86485514 Mon Sep 17 00:00:00 2001 From: Zekiye Erdem Date: Sat, 26 Oct 2024 11:56:21 -0400 Subject: [PATCH 4/5] Update assignment_1.ipynb --- 02_activities/assignments/assignment_1.ipynb | 11224 ----------------- 1 file changed, 11224 deletions(-) diff --git a/02_activities/assignments/assignment_1.ipynb b/02_activities/assignments/assignment_1.ipynb index fd87b518a..0dd455af6 100644 --- a/02_activities/assignments/assignment_1.ipynb +++ b/02_activities/assignments/assignment_1.ipynb @@ -86,11230 +86,6 @@ "len(parquet_files)" ] }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../../05_src/data/prices\\A\\A_2000.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\A\\A_2001.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\A\\A_2002.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\A\\A_2003.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\A\\A_2004.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\A\\A_2005.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\A\\A_2006.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\A\\A_2007.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\A\\A_2008.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\A\\A_2009.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\A\\A_2010.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\A\\A_2011.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\A\\A_2012.parquet\\part.0.parquet\n", - 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"../../05_src/data/prices\\ZBRA\\ZBRA_2024.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2000.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2001.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2002.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2003.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2004.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2005.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2006.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2007.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2008.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2009.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2010.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2011.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2012.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2013.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2014.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2015.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2016.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2017.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2018.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2019.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2020.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2021.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2022.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2023.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZION\\ZION_2024.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZTS\\ZTS_2013.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZTS\\ZTS_2014.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZTS\\ZTS_2015.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZTS\\ZTS_2016.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZTS\\ZTS_2017.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZTS\\ZTS_2018.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZTS\\ZTS_2019.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZTS\\ZTS_2020.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZTS\\ZTS_2021.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZTS\\ZTS_2022.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZTS\\ZTS_2023.parquet\\part.0.parquet\n", - "../../05_src/data/prices\\ZTS\\ZTS_2024.parquet\\part.0.parquet\n" - ] - } - ], - "source": [ - "for f in parquet_files:\n", - " print (f)" - ] - }, { "cell_type": "markdown", "metadata": {}, From b2294d8e899f1c45a2cdb54f0e160a10bc263eb8 Mon Sep 17 00:00:00 2001 From: Zekiye Erdem Date: Sat, 26 Oct 2024 12:11:23 -0400 Subject: [PATCH 5/5] Update assignment_1.ipynb --- 02_activities/assignments/assignment_1.ipynb | 786 +++++++++++++++++-- 1 file changed, 728 insertions(+), 58 deletions(-) diff --git a/02_activities/assignments/assignment_1.ipynb b/02_activities/assignments/assignment_1.ipynb index 0dd455af6..2e4f88b46 100644 --- a/02_activities/assignments/assignment_1.ipynb +++ b/02_activities/assignments/assignment_1.ipynb @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -37,7 +37,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -56,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -65,7 +65,7 @@ "11207" ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -108,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -120,7 +120,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -257,7 +257,7 @@ "A 42.247852 2819626 Health Care Life Sciences Tools & Services 2000 " ] }, - "execution_count": 7, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -268,7 +268,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -405,7 +405,7 @@ "A 42.247852 2819626 Health Care Life Sciences Tools & Services 2000 " ] }, - "execution_count": 9, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -417,14 +417,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\Zekiye\\AppData\\Local\\Temp\\ipykernel_19760\\3806333837.py:2: UserWarning: `meta` is not specified, inferred from partial data. Please provide `meta` if the result is unexpected.\n", + "C:\\Users\\Zekiye\\AppData\\Local\\Temp\\ipykernel_27168\\3806333837.py:2: UserWarning: `meta` is not specified, inferred from partial data. Please provide `meta` if the result is unexpected.\n", " Before: .apply(func)\n", " After: .apply(func, meta={'x': 'f8', 'y': 'f8'}) for dataframe result\n", " or: .apply(func, meta=('x', 'f8')) for series result\n", @@ -439,7 +439,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -455,7 +455,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -499,72 +499,72 @@ " \n", " \n", " HUM\n", - " 2002-01-02 00:00:00+00:00\n", - " 11.50\n", - " 10.268301\n", + " 2014-01-02 00:00:00+00:00\n", + " 102.839996\n", + " 95.121124\n", " NaN\n", " NaN\n", - " 0.559999\n", + " 1.579994\n", " \n", " \n", " HUM\n", - " 2002-01-03 00:00:00+00:00\n", - " 11.50\n", - " 10.268301\n", - " 10.268301\n", - " 0.000000\n", - " 0.309999\n", + " 2014-01-03 00:00:00+00:00\n", + " 101.760002\n", + " 94.122208\n", + " 95.121124\n", + " -0.010502\n", + " 1.459999\n", " \n", " \n", " HUM\n", - " 2002-01-04 00:00:00+00:00\n", - " 11.55\n", - " 10.312946\n", - " 10.268301\n", - " 0.004348\n", - " 0.290000\n", + " 2014-01-06 00:00:00+00:00\n", + " 100.760002\n", + " 93.197273\n", + " 94.122208\n", + " -0.009827\n", + " 2.419998\n", " \n", " \n", " HUM\n", - " 2002-01-07 00:00:00+00:00\n", - " 11.48\n", - " 10.250441\n", - " 10.312946\n", - " -0.006061\n", - " 0.260000\n", + " 2014-01-07 00:00:00+00:00\n", + " 100.550003\n", + " 93.003036\n", + " 93.197273\n", + " -0.002084\n", + " 2.849998\n", " \n", " \n", " HUM\n", - " 2002-01-08 00:00:00+00:00\n", - " 11.46\n", - " 10.232581\n", - " 10.250441\n", - " -0.001742\n", - " 0.280001\n", + " 2014-01-08 00:00:00+00:00\n", + " 99.400002\n", + " 91.939346\n", + " 93.003036\n", + " -0.011437\n", + " 1.710007\n", " \n", " \n", "\n", "" ], "text/plain": [ - "Price Date Close Adj Close Adj_Close_lag returns \\\n", - "ticker \n", - "HUM 2002-01-02 00:00:00+00:00 11.50 10.268301 NaN NaN \n", - "HUM 2002-01-03 00:00:00+00:00 11.50 10.268301 10.268301 0.000000 \n", - "HUM 2002-01-04 00:00:00+00:00 11.55 10.312946 10.268301 0.004348 \n", - "HUM 2002-01-07 00:00:00+00:00 11.48 10.250441 10.312946 -0.006061 \n", - "HUM 2002-01-08 00:00:00+00:00 11.46 10.232581 10.250441 -0.001742 \n", + "Price Date Close Adj Close Adj_Close_lag \\\n", + "ticker \n", + "HUM 2014-01-02 00:00:00+00:00 102.839996 95.121124 NaN \n", + "HUM 2014-01-03 00:00:00+00:00 101.760002 94.122208 95.121124 \n", + "HUM 2014-01-06 00:00:00+00:00 100.760002 93.197273 94.122208 \n", + "HUM 2014-01-07 00:00:00+00:00 100.550003 93.003036 93.197273 \n", + "HUM 2014-01-08 00:00:00+00:00 99.400002 91.939346 93.003036 \n", "\n", - "Price hi_lo_range \n", - "ticker \n", - "HUM 0.559999 \n", - "HUM 0.309999 \n", - "HUM 0.290000 \n", - "HUM 0.260000 \n", - "HUM 0.280001 " + "Price returns hi_lo_range \n", + "ticker \n", + "HUM NaN 1.579994 \n", + "HUM -0.010502 1.459999 \n", + "HUM -0.009827 2.419998 \n", + "HUM -0.002084 2.849998 \n", + "HUM -0.011437 1.710007 " ] }, - "execution_count": 15, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -586,7 +586,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -604,6 +604,676 @@ " .rolling(window=10).mean())))" ] }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PriceDateCloseAdj CloseAdj_Close_lagreturnshi_lo_rangema_return
tickerticker
AA2003-01-02 00:00:00+00:0013.69098711.553922NaNNaN0.751073NaN
A2003-01-03 00:00:00+00:0013.62660911.49959511.553922-0.0047020.443490NaN
A2003-01-06 00:00:00+00:0014.27753912.04891811.4995950.0477690.793991NaN
A2003-01-07 00:00:00+00:0014.14878411.94025712.048918-0.0090180.443491NaN
A2003-01-08 00:00:00+00:0013.46208911.36075311.940257-0.0485340.665236NaN
A2003-01-09 00:00:00+00:0013.99856911.81349111.3607530.0398510.572246NaN
A2003-01-10 00:00:00+00:0014.23462112.01270111.8134910.0168630.579399NaN
A2003-01-13 00:00:00+00:0014.03433511.84367512.012701-0.0140710.586552NaN
A2003-01-14 00:00:00+00:0014.24177412.01873511.8436750.0147810.393418NaN
A2003-01-15 00:00:00+00:0013.50500711.39697612.018735-0.0517330.908442NaN
A2003-01-16 00:00:00+00:0013.36194611.27624411.396976-0.0105930.665236-0.001939
A2003-01-17 00:00:00+00:0012.91130210.89594111.276244-0.0337260.443491-0.004841
A2003-01-21 00:00:00+00:0012.65379110.67862910.895941-0.0199440.608010-0.011612
A2003-01-22 00:00:00+00:0012.46065810.51564210.678629-0.0152630.271817-0.012237
A2003-01-23 00:00:00+00:0012.42489310.48545510.515642-0.0028710.500715-0.007671
A2003-01-24 00:00:00+00:0011.94563710.08100910.485455-0.0385720.615164-0.015513
A2003-01-27 00:00:00+00:0011.6094429.79729210.081009-0.0281440.429185-0.020014
A2003-01-28 00:00:00+00:0012.01716710.1413769.7972920.0351200.500715-0.015094
A2003-01-29 00:00:00+00:0012.18884110.28624810.1413760.0142850.679543-0.015144
A2003-01-30 00:00:00+00:0011.5450649.74296310.286248-0.0528170.708155-0.015252
A2003-01-31 00:00:00+00:0011.7882699.9482049.7429630.0210660.629471-0.012087
A2003-02-03 00:00:00+00:0011.7954229.9542449.9482040.0006070.407726-0.008653
A2003-02-04 00:00:00+00:0011.6595149.8395479.954244-0.0115220.522175-0.007811
A2003-02-05 00:00:00+00:0011.6738209.8516219.8395470.0012270.515022-0.006162
A2003-02-06 00:00:00+00:008.7696717.4007899.851621-0.2487742.904148-0.030752
A2003-02-07 00:00:00+00:008.1902726.9118287.400789-0.0660690.751073-0.033502
A2003-02-10 00:00:00+00:008.3905587.0808506.9118280.0244540.400574-0.028242
A2003-02-11 00:00:00+00:008.6194567.2740207.0808500.0272810.243205-0.029026
A2003-02-12 00:00:00+00:008.8912737.5034097.2740200.0315350.386267-0.027301
A2003-02-13 00:00:00+00:008.9055797.5154817.5034090.0016090.479257-0.021859
A2003-02-14 00:00:00+00:008.9341927.5396307.5154810.0032130.343348-0.023644
A2003-02-18 00:00:00+00:009.0844067.6663987.5396300.0168140.193132-0.022023
A2003-02-19 00:00:00+00:008.9628047.5637757.666398-0.0133860.228898-0.022210
A2003-02-20 00:00:00+00:009.0128767.6060307.5637750.0055870.357654-0.021774
A2003-02-21 00:00:00+00:009.6208878.1191347.6060300.0674600.7582260.009850
A2003-02-24 00:00:00+00:009.2918457.8414538.119134-0.0342010.2718170.013037
A2003-02-25 00:00:00+00:009.4277547.9561507.8414530.0146270.4005720.012054
A2003-02-26 00:00:00+00:009.1559377.7267617.956150-0.0288320.4506440.006443
A2003-02-27 00:00:00+00:009.3705297.9078587.7267610.0234380.2217450.005633
A2003-02-28 00:00:00+00:009.4420607.9682247.9078580.0076340.3004290.006235
A2003-03-03 00:00:00+00:009.3133057.8595657.968224-0.0136360.5293270.004550
A2003-03-04 00:00:00+00:009.1917027.7569437.859565-0.0130570.2646640.001563
A2003-03-05 00:00:00+00:009.3204587.8656027.7569430.0140080.2932770.004303
A2003-03-06 00:00:00+00:009.3419177.8837117.8656020.0023020.3290410.003974
A2003-03-07 00:00:00+00:009.5779698.0829117.8837110.0252670.393419-0.000245
A2003-03-10 00:00:00+00:009.2489277.8052328.082911-0.0343540.257511-0.000260
A2003-03-11 00:00:00+00:008.9842637.5818867.805232-0.0286150.379113-0.004585
A2003-03-12 00:00:00+00:008.8769677.4913367.581886-0.0119430.321888-0.002896
A2003-03-13 00:00:00+00:009.3204587.8656027.4913360.0499600.386267-0.000243
A2003-03-14 00:00:00+00:009.5779698.0829117.8656020.0276280.2789700.001756
\n", + "
" + ], + "text/plain": [ + "Price Date Close Adj Close Adj_Close_lag \\\n", + "ticker ticker \n", + "A A 2003-01-02 00:00:00+00:00 13.690987 11.553922 NaN \n", + " A 2003-01-03 00:00:00+00:00 13.626609 11.499595 11.553922 \n", + " A 2003-01-06 00:00:00+00:00 14.277539 12.048918 11.499595 \n", + " A 2003-01-07 00:00:00+00:00 14.148784 11.940257 12.048918 \n", + " A 2003-01-08 00:00:00+00:00 13.462089 11.360753 11.940257 \n", + " A 2003-01-09 00:00:00+00:00 13.998569 11.813491 11.360753 \n", + " A 2003-01-10 00:00:00+00:00 14.234621 12.012701 11.813491 \n", + " A 2003-01-13 00:00:00+00:00 14.034335 11.843675 12.012701 \n", + " A 2003-01-14 00:00:00+00:00 14.241774 12.018735 11.843675 \n", + " A 2003-01-15 00:00:00+00:00 13.505007 11.396976 12.018735 \n", + " A 2003-01-16 00:00:00+00:00 13.361946 11.276244 11.396976 \n", + " A 2003-01-17 00:00:00+00:00 12.911302 10.895941 11.276244 \n", + " A 2003-01-21 00:00:00+00:00 12.653791 10.678629 10.895941 \n", + " A 2003-01-22 00:00:00+00:00 12.460658 10.515642 10.678629 \n", + " A 2003-01-23 00:00:00+00:00 12.424893 10.485455 10.515642 \n", + " A 2003-01-24 00:00:00+00:00 11.945637 10.081009 10.485455 \n", + " A 2003-01-27 00:00:00+00:00 11.609442 9.797292 10.081009 \n", + " A 2003-01-28 00:00:00+00:00 12.017167 10.141376 9.797292 \n", + " A 2003-01-29 00:00:00+00:00 12.188841 10.286248 10.141376 \n", + " A 2003-01-30 00:00:00+00:00 11.545064 9.742963 10.286248 \n", + " A 2003-01-31 00:00:00+00:00 11.788269 9.948204 9.742963 \n", + " A 2003-02-03 00:00:00+00:00 11.795422 9.954244 9.948204 \n", + " A 2003-02-04 00:00:00+00:00 11.659514 9.839547 9.954244 \n", + " A 2003-02-05 00:00:00+00:00 11.673820 9.851621 9.839547 \n", + " A 2003-02-06 00:00:00+00:00 8.769671 7.400789 9.851621 \n", + " A 2003-02-07 00:00:00+00:00 8.190272 6.911828 7.400789 \n", + " A 2003-02-10 00:00:00+00:00 8.390558 7.080850 6.911828 \n", + " A 2003-02-11 00:00:00+00:00 8.619456 7.274020 7.080850 \n", + " A 2003-02-12 00:00:00+00:00 8.891273 7.503409 7.274020 \n", + " A 2003-02-13 00:00:00+00:00 8.905579 7.515481 7.503409 \n", + " A 2003-02-14 00:00:00+00:00 8.934192 7.539630 7.515481 \n", + " A 2003-02-18 00:00:00+00:00 9.084406 7.666398 7.539630 \n", + " A 2003-02-19 00:00:00+00:00 8.962804 7.563775 7.666398 \n", + " A 2003-02-20 00:00:00+00:00 9.012876 7.606030 7.563775 \n", + " A 2003-02-21 00:00:00+00:00 9.620887 8.119134 7.606030 \n", + " A 2003-02-24 00:00:00+00:00 9.291845 7.841453 8.119134 \n", + " A 2003-02-25 00:00:00+00:00 9.427754 7.956150 7.841453 \n", + " A 2003-02-26 00:00:00+00:00 9.155937 7.726761 7.956150 \n", + " A 2003-02-27 00:00:00+00:00 9.370529 7.907858 7.726761 \n", + " A 2003-02-28 00:00:00+00:00 9.442060 7.968224 7.907858 \n", + " A 2003-03-03 00:00:00+00:00 9.313305 7.859565 7.968224 \n", + " A 2003-03-04 00:00:00+00:00 9.191702 7.756943 7.859565 \n", + " A 2003-03-05 00:00:00+00:00 9.320458 7.865602 7.756943 \n", + " A 2003-03-06 00:00:00+00:00 9.341917 7.883711 7.865602 \n", + " A 2003-03-07 00:00:00+00:00 9.577969 8.082911 7.883711 \n", + " A 2003-03-10 00:00:00+00:00 9.248927 7.805232 8.082911 \n", + " A 2003-03-11 00:00:00+00:00 8.984263 7.581886 7.805232 \n", + " A 2003-03-12 00:00:00+00:00 8.876967 7.491336 7.581886 \n", + " A 2003-03-13 00:00:00+00:00 9.320458 7.865602 7.491336 \n", + " A 2003-03-14 00:00:00+00:00 9.577969 8.082911 7.865602 \n", + "\n", + "Price returns hi_lo_range ma_return \n", + "ticker ticker \n", + "A A NaN 0.751073 NaN \n", + " A -0.004702 0.443490 NaN \n", + " A 0.047769 0.793991 NaN \n", + " A -0.009018 0.443491 NaN \n", + " A -0.048534 0.665236 NaN \n", + " A 0.039851 0.572246 NaN \n", + " A 0.016863 0.579399 NaN \n", + " A -0.014071 0.586552 NaN \n", + " A 0.014781 0.393418 NaN \n", + " A -0.051733 0.908442 NaN \n", + " A -0.010593 0.665236 -0.001939 \n", + " A -0.033726 0.443491 -0.004841 \n", + " A -0.019944 0.608010 -0.011612 \n", + " A -0.015263 0.271817 -0.012237 \n", + " A -0.002871 0.500715 -0.007671 \n", + " A -0.038572 0.615164 -0.015513 \n", + " A -0.028144 0.429185 -0.020014 \n", + " A 0.035120 0.500715 -0.015094 \n", + " A 0.014285 0.679543 -0.015144 \n", + " A -0.052817 0.708155 -0.015252 \n", + " A 0.021066 0.629471 -0.012087 \n", + " A 0.000607 0.407726 -0.008653 \n", + " A -0.011522 0.522175 -0.007811 \n", + " A 0.001227 0.515022 -0.006162 \n", + " A -0.248774 2.904148 -0.030752 \n", + " A -0.066069 0.751073 -0.033502 \n", + " A 0.024454 0.400574 -0.028242 \n", + " A 0.027281 0.243205 -0.029026 \n", + " A 0.031535 0.386267 -0.027301 \n", + " A 0.001609 0.479257 -0.021859 \n", + " A 0.003213 0.343348 -0.023644 \n", + " A 0.016814 0.193132 -0.022023 \n", + " A -0.013386 0.228898 -0.022210 \n", + " A 0.005587 0.357654 -0.021774 \n", + " A 0.067460 0.758226 0.009850 \n", + " A -0.034201 0.271817 0.013037 \n", + " A 0.014627 0.400572 0.012054 \n", + " A -0.028832 0.450644 0.006443 \n", + " A 0.023438 0.221745 0.005633 \n", + " A 0.007634 0.300429 0.006235 \n", + " A -0.013636 0.529327 0.004550 \n", + " A -0.013057 0.264664 0.001563 \n", + " A 0.014008 0.293277 0.004303 \n", + " A 0.002302 0.329041 0.003974 \n", + " A 0.025267 0.393419 -0.000245 \n", + " A -0.034354 0.257511 -0.000260 \n", + " A -0.028615 0.379113 -0.004585 \n", + " A -0.011943 0.321888 -0.002896 \n", + " A 0.049960 0.386267 -0.000243 \n", + " A 0.027628 0.278970 0.001756 " + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_feat_rtn.head(50)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -618,7 +1288,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [