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2. Financial Coder.ipynb
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{
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"name": "2. Financial Coder.ipynb",
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"authorship_tag": "ABX9TyOu75Jfo4f3K+0hnyg6tW5d",
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"<a href=\"https://colab.research.google.com/gist/firmai/83163c66de4927a6a820d914c139fabd/1st-prep-pandas-and-numpy.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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"cell_type": "markdown",
"source": [
"#Obtaining historical stock and index data"
],
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"id": "dEFbTyLVcRcv"
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},
{
"cell_type": "markdown",
"source": [
"##Fetching stock data from Yahoo!\n",
"\n",
"Do you remember that we previously installed pandas, now we need some additional libraries: ```pandas-datareader``` and ```yfinance```. These libraries will bolster our ability to acquire and manipulate financial data."
],
"metadata": {
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"cell_type": "markdown",
"source": [
"The little `%%capture` command removes all the text output produced by the install command, and makese the code look cleaner."
],
"metadata": {
"id": "UnNUW_eQc1AR"
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{
"cell_type": "code",
"source": [
"%%capture\n",
"!pip install polars --upgrade\n",
"!pip install yfinance"
],
"metadata": {
"id": "3uiW5nKgpMg8"
},
"execution_count": 1,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Just to remind you again, sometimes when you install a library you need to go to <a color=\"red\">Runtime -> Restart runtime -> Yes </a>, and only then can you run the code below and it will work."
],
"metadata": {
"id": "5SUAZIv4pgLs"
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"source": [
"# necessary imports for the notebook\n",
"import yfinance as yf\n",
"import pandas as pd\n",
"import numpy as np\n",
"import datetime\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# do all our graphics inline\n",
"%matplotlib inline\n",
"\n",
"# Set some pandas options\n",
"pd.set_option('display.max_columns', 6)\n",
"pd.set_option('display.max_rows', 20)\n",
"pd.set_option('display.width', 78)\n",
"\n",
"# 2018 through 2023\n",
"start = datetime.date(2018, 1, 1)\n",
"end = datetime.date(2023, 12, 31)\n",
"\n",
"# Use yfinance to fetch data\n",
"tsla = yf.download(\"TSLA\", start=start, end=end)\n",
"\n",
"# Display the first 5 rows\n",
"print(tsla.head())"
],
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"base_uri": "https://localhost:8080/"
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"outputId": "df8f5b76-b3fd-4550-9b10-ce3a28314a1c"
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"execution_count": 2,
"outputs": [
{
"output_type": "stream",
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"text": [
"\r[*********************100%%**********************] 1 of 1 completed"
]
},
{
"output_type": "stream",
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"text": [
" Open High Low Close Adj Close Volume\n",
"Date \n",
"2018-01-02 20.799999 21.474001 20.733334 21.368668 21.368668 65283000\n",
"2018-01-03 21.400000 21.683332 21.036667 21.150000 21.150000 67822500\n",
"2018-01-04 20.858000 21.236668 20.378668 20.974667 20.974667 149194500\n",
"2018-01-05 21.108000 21.149332 20.799999 21.105333 21.105333 68868000\n",
"2018-01-08 21.066668 22.468000 21.033333 22.427334 22.427334 147891000\n"
]
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"\n"
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"cell_type": "code",
"source": [
"import yfinance as yf\n",
"import pandas as pd\n",
"\n",
"def get(tickers, start, end):\n",
" def multiple(ticker):\n",
" return yf.download(ticker, start=start, end=end)\n",
"\n",
" datas = map(multiple, tickers)\n",
"\n",
" return pd.concat(datas, keys=tickers, names=['Ticker', 'Date'])\n",
"\n",
"start = '2018-01-01'\n",
"end = '2023-12-31'\n",
"\n",
"tickers = ['AAPL', 'MSFT', 'GE', 'IBM', 'AA', 'DAL', 'UAL', 'PEP', 'KO']\n",
"\n",
"all_data = get(tickers, start, end)\n",
"\n",
"print(all_data.head())"
],
"outputs": [
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"name": "stderr",
"text": [
"[*********************100%%**********************] 1 of 1 completed\n",
"[*********************100%%**********************] 1 of 1 completed\n",
"[*********************100%%**********************] 1 of 1 completed\n",
"[*********************100%%**********************] 1 of 1 completed\n",
"[*********************100%%**********************] 1 of 1 completed\n",
"[*********************100%%**********************] 1 of 1 completed\n",
"[*********************100%%**********************] 1 of 1 completed\n",
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" Open High Low Close Adj Close \\\n",
"Ticker Date \n",
"AAPL 2018-01-02 42.540001 43.075001 42.314999 43.064999 40.568932 \n",
" 2018-01-03 43.132500 43.637501 42.990002 43.057499 40.561871 \n",
" 2018-01-04 43.134998 43.367500 43.020000 43.257500 40.750271 \n",
" 2018-01-05 43.360001 43.842499 43.262501 43.750000 41.214233 \n",
" 2018-01-08 43.587502 43.902500 43.482498 43.587502 41.061146 \n",
"\n",
" Volume \n",
"Ticker Date \n",
"AAPL 2018-01-02 102223600 \n",
" 2018-01-03 118071600 \n",
" 2018-01-04 89738400 \n",
" 2018-01-05 94640000 \n",
" 2018-01-08 82271200 \n"
]
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"\n"
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" Open High Low Close Adj Close \\\n",
"Ticker Date \n",
"AAPL 2018-01-02 42.540001 43.075001 42.314999 43.064999 40.568932 \n",
" 2018-01-03 43.132500 43.637501 42.990002 43.057499 40.561871 \n",
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" 2018-01-05 43.360001 43.842499 43.262501 43.750000 41.214233 \n",
" 2018-01-08 43.587502 43.902500 43.482498 43.587502 41.061146 \n",
"\n",
" Volume \n",
"Ticker Date \n",
"AAPL 2018-01-02 102223600 \n",
" 2018-01-03 118071600 \n",
" 2018-01-04 89738400 \n",
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"summary": "{\n \"name\": \"all_data[0:5]\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"Open\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.3899144244105002,\n \"min\": 42.540000915527344,\n \"max\": 43.587501525878906,\n \"num_unique_values\": 5,\n \"samples\": [\n 43.13249969482422,\n 43.587501525878906,\n 43.1349983215332\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"High\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.3447004742926709,\n \"min\": 43.07500076293945,\n \"max\": 43.90250015258789,\n \"num_unique_values\": 5,\n \"samples\": [\n 43.63750076293945,\n 43.90250015258789,\n 43.36750030517578\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Low\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.4388786871901769,\n \"min\": 42.314998626708984,\n \"max\": 43.48249816894531,\n \"num_unique_values\": 5,\n \"samples\": [\n 42.9900016784668,\n 43.48249816894531,\n 43.02000045776367\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Close\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.31286365760875,\n \"min\": 43.057498931884766,\n \"max\": 43.75,\n \"num_unique_values\": 5,\n \"samples\": [\n 43.057498931884766,\n 43.587501525878906,\n 43.25749969482422\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Adj Close\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.29472962109953715,\n \"min\": 40.56187057495117,\n \"max\": 41.2142333984375,\n \"num_unique_values\": 5,\n \"samples\": [\n 40.56187057495117,\n 41.0611457824707,\n 40.75027084350586\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Volume\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 13654485,\n \"min\": 82271200,\n \"max\": 118071600,\n \"num_unique_values\": 5,\n \"samples\": [\n 118071600,\n 82271200,\n 89738400\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
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},
"metadata": {},
"execution_count": 4
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]
},
{
"cell_type": "markdown",
"source": [
"##Fetching Index data from Yahoo!"
],
"metadata": {
"id": "pQACAiGLcRc7"
}
},
{
"cell_type": "code",
"source": [
"import yfinance as yf\n",
"import datetime\n",
"\n",
"# Set start and end dates\n",
"start = datetime.date(2018, 1, 1)\n",
"end = datetime.date(2023, 12, 31)\n",
"\n",
"# Get daily S&P 500 info\n",
"sp_500 = yf.download(\"^GSPC\", start=start, end=end)\n",
"\n",
"sp_500"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"\r[*********************100%%**********************] 1 of 1 completed\n"
]
},
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"output_type": "execute_result",
"data": {
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" Open High Low Close Adj Close \\\n",
"Date \n",
"2018-01-02 2683.729980 2695.889893 2682.360107 2695.810059 2695.810059 \n",
"2018-01-03 2697.850098 2714.370117 2697.770020 2713.060059 2713.060059 \n",
"2018-01-04 2719.310059 2729.290039 2719.070068 2723.989990 2723.989990 \n",
"2018-01-05 2731.330078 2743.449951 2727.919922 2743.149902 2743.149902 \n",
"2018-01-08 2742.669922 2748.510010 2737.600098 2747.709961 2747.709961 \n",
"... ... ... ... ... ... \n",
"2023-12-22 4753.919922 4772.939941 4736.770020 4754.629883 4754.629883 \n",
"2023-12-26 4758.859863 4784.720215 4758.450195 4774.750000 4774.750000 \n",
"2023-12-27 4773.450195 4785.390137 4768.899902 4781.580078 4781.580078 \n",
"2023-12-28 4786.439941 4793.299805 4780.979980 4783.350098 4783.350098 \n",
"2023-12-29 4782.879883 4788.430176 4751.990234 4769.830078 4769.830078 \n",
"\n",
" Volume \n",
"Date \n",
"2018-01-02 3397430000 \n",
"2018-01-03 3544030000 \n",
"2018-01-04 3697340000 \n",
"2018-01-05 3239280000 \n",
"2018-01-08 3246160000 \n",
"... ... \n",
"2023-12-22 3046770000 \n",
"2023-12-26 2513910000 \n",
"2023-12-27 2748450000 \n",
"2023-12-28 2698860000 \n",
"2023-12-29 3126060000 \n",
"\n",
"[1509 rows x 6 columns]"
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}
},
"metadata": {},
"execution_count": 5
}
],
"metadata": {
"id": "CmL3ooWOcRc-",
"outputId": "8d79f36b-81c3-4d1a-d59b-b1e133f13c3c",
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"base_uri": "https://localhost:8080/",
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"execution_count": 5
},
{
"cell_type": "markdown",
"source": [
"#Visualizing financial time series data"
],
"metadata": {
"id": "NZ7dVMWdcRdB"
}
},
{
"cell_type": "markdown",
"source": [
"##Plotting closing prices"
],
"metadata": {
"id": "CE7baoXucRdE"
}
},
{
"cell_type": "markdown",
"source": [
"`Closing Prices`: This is the final price at which a security is traded on a given trading day. It's an important marker, representing the consensus of value for a security at the end of the trading day.\n",
"\n",
"`Adjusted Closing Prices`: This is a slightly more nuanced concept. The adjusted closing price reflects the closing price of a security after accounting for corporate actions such as stock splits, dividends, rights offerings, and other distributions. It provides a **more accurate reflection** of the security's value over time and is often used for performance comparison and calculating returns.\n",
"\n",
"1. For example, if a company declares a dividend, the stock's price might drop on the ex-dividend date by the amount of the dividend. The adjusted closing price would then be calculated by subtracting the dividend amount from the closing price.\n",
"\n",
"2. In essence, the closing price tells you the final market price for the day, while the adjusted closing price gives you a historically accurate picture that includes corporate actions. It's important to use the right one depending on your specific analysis or trading strategy.\n",
"\n",
"3. In almost every scenario it is preferable to use the adjusted closing price! The only exception perhaps is intraday trading when you care about the price level at that point in time. Also note that they are often the same value if the company pays no dividends or have no stock splits!\n",
"\n",
"**Stock-Split Analogy:**\n",
"\n",
" The bank decides to do a 2-for-1 split on your \\$10 bill. They say, \"Let's swap your one \\$10 bill for two \\$5 bills!\" You still have \\$10 in total, but now it's just split into two parts.\n",
"\n",
" After the split, the closing \"price\" of each bill is now \\$5. But, to compare the value of your money accurately over time, we adjust the old price. So, we split the original \\$10 closing price into two $5 parts.\n",
"\n",
" So, although the closing price was \\$10 before the split, the adjusted closing price is now \\$5. This way, when we compare the value of our money from day to day, we're comparing \\$5 to \\$5, which makes much more sense!"
],
"metadata": {
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{
"cell_type": "code",
"source": [
"# reset the index to make everything columns\n",
"just_closing_prices = all_data[['Adj Close']].reset_index()\n",
"just_closing_prices[:5]"
],
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Ticker Date Adj Close\n",
"0 AAPL 2018-01-02 40.568932\n",
"1 AAPL 2018-01-03 40.561871\n",
"2 AAPL 2018-01-04 40.750271\n",
"3 AAPL 2018-01-05 41.214233\n",
"4 AAPL 2018-01-08 41.061146"
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"summary": "{\n \"name\": \"just_closing_prices[:5]\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"Ticker\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"AAPL\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Date\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"2018-01-02 00:00:00\",\n \"max\": \"2018-01-08 00:00:00\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"2018-01-03 00:00:00\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Adj Close\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.29472962109953715,\n \"min\": 40.56187057495117,\n \"max\": 41.2142333984375,\n \"num_unique_values\": 5,\n \"samples\": [\n 40.56187057495117\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
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{
"cell_type": "code",
"source": [
"# now pivot Date to the index, Ticker values to columns\n",
"daily_close_px = just_closing_prices.pivot(index='Date', columns='Ticker', values='Adj Close')\n",
"daily_close_px.head()"
],
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Ticker AA AAPL DAL ... MSFT PEP \\\n",
"Date ... \n",
"2018-01-02 53.500397 40.568932 52.847141 ... 79.936707 97.670990 \n",
"2018-01-03 52.850674 40.561871 51.869179 ... 80.308739 97.414513 \n",
"2018-01-04 53.044624 40.750271 51.869179 ... 81.015549 97.894341 \n",
"2018-01-05 52.453079 41.214233 52.129971 ... 82.020012 98.175629 \n",
"2018-01-08 53.335545 41.061146 50.928471 ... 82.103714 97.613075 \n",
"\n",
"Ticker UAL \n",
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"2018-01-02 68.940002 \n",
"2018-01-03 68.489998 \n",
"2018-01-04 69.260002 \n",
"2018-01-05 69.360001 \n",
"2018-01-08 68.510002 \n",
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" --hover-bg-color: #E2EBFA;\n",
" --hover-fill-color: #174EA6;\n",
" --disabled-fill-color: #AAA;\n",
" --disabled-bg-color: #DDD;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-quickchart {\n",
" --bg-color: #3B4455;\n",
" --fill-color: #D2E3FC;\n",
" --hover-bg-color: #434B5C;\n",
" --hover-fill-color: #FFFFFF;\n",
" --disabled-bg-color: #3B4455;\n",
" --disabled-fill-color: #666;\n",
" }\n",
"\n",
" .colab-df-quickchart {\n",
" background-color: var(--bg-color);\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: var(--fill-color);\n",
" height: 32px;\n",
" padding: 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-quickchart:hover {\n",
" background-color: var(--hover-bg-color);\n",
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: var(--button-hover-fill-color);\n",
" }\n",
"\n",
" .colab-df-quickchart-complete:disabled,\n",
" .colab-df-quickchart-complete:disabled:hover {\n",
" background-color: var(--disabled-bg-color);\n",
" fill: var(--disabled-fill-color);\n",
" box-shadow: none;\n",
" }\n",
"\n",
" .colab-df-spinner {\n",
" border: 2px solid var(--fill-color);\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" animation:\n",
" spin 1s steps(1) infinite;\n",
" }\n",
"\n",
" @keyframes spin {\n",
" 0% {\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" border-left-color: var(--fill-color);\n",
" }\n",
" 20% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 30% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" border-right-color: var(--fill-color);\n",
" }\n",
" 40% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 60% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" }\n",
" 80% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" border-bottom-color: var(--fill-color);\n",
" }\n",
" 90% {\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" }\n",
" }\n",
"</style>\n",
"\n",
" <script>\n",
" async function quickchart(key) {\n",
" const quickchartButtonEl =\n",
" document.querySelector('#' + key + ' button');\n",
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
" try {\n",
" const charts = await google.colab.kernel.invokeFunction(\n",
" 'suggestCharts', [key], {});\n",
" } catch (error) {\n",
" console.error('Error during call to suggestCharts:', error);\n",
" }\n",
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
" }\n",
" (() => {\n",
" let quickchartButtonEl =\n",
" document.querySelector('#df-6e4f2dde-35a4-4582-92af-7323b8989dc8 button');\n",
" quickchartButtonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
" })();\n",
" </script>\n",
"</div>\n",
"\n",
" </div>\n",
" </div>\n"
],
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "dataframe",
"variable_name": "daily_close_px",
"summary": "{\n \"name\": \"daily_close_px\",\n \"rows\": 1509,\n \"fields\": [\n {\n \"column\": \"Date\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"2018-01-02 00:00:00\",\n \"max\": \"2023-12-29 00:00:00\",\n \"num_unique_values\": 1509,\n \"samples\": [\n \"2020-04-21 00:00:00\",\n \"2022-07-22 00:00:00\",\n \"2019-07-11 00:00:00\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"AA\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 16.256595106447804,\n \"min\": 5.314159393310547,\n \"max\": 92.48654174804688,\n \"num_unique_values\": 1386,\n \"samples\": [\n 19.297771453857422,\n 32.476497650146484,\n 78.54450225830078\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"AAPL\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 51.220747795153855,\n \"min\": 33.989898681640625,\n \"max\": 197.361083984375,\n \"num_unique_values\": 1493,\n \"samples\": [\n 146.80174255371094,\n 143.4577178955078,\n 174.0332489013672\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"DAL\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 9.526244708868422,\n \"min\": 18.94872283935547,\n \"max\": 61.481117248535156,\n \"num_unique_values\": 1351,\n \"samples\": [\n 58.18678665161133,\n 47.659664154052734,\n 55.23204040527344\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"GE\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 16.082785232890394,\n \"min\": 26.874832153320312,\n \"max\": 102.05561828613281,\n \"num_unique_values\": 1357,\n \"samples\": [\n 64.61126708984375,\n 52.56351852416992,\n 84.79956817626953\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"IBM\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 14.727976177784992,\n \"min\": 73.1218490600586,\n \"max\": 160.21630859375,\n \"num_unique_values\": 1484,\n \"samples\": [\n 99.43795776367188,\n 108.41795349121094,\n 110.76331329345703\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"KO\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 8.059173693550152,\n \"min\": 32.91964340209961,\n \"max\": 61.839534759521484,\n \"num_unique_values\": 1406,\n \"samples\": [\n 59.27595901489258,\n 60.7747917175293,\n 43.63376235961914\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"MSFT\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 83.9373187461031,\n \"min\": 79.06249237060547,\n \"max\": 381.3058166503906,\n \"num_unique_values\": 1487,\n \"samples\": [\n 301.80419921875,\n 368.173828125,\n 131.48370361328125\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PEP\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 28.77893205083406,\n \"min\": 80.14104461669922,\n \"max\": 188.9915313720703,\n \"num_unique_values\": 1467,\n \"samples\": [\n 168.114501953125,\n 93.88603210449219,\n 174.45639038085938\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"UAL\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 20.171258723690674,\n \"min\": 19.920000076293945,\n \"max\": 96.69999694824219,\n \"num_unique_values\": 1287,\n \"samples\": [\n 40.119998931884766,\n 87.4000015258789,\n 40.369998931884766\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
}
},
"metadata": {},
"execution_count": 9
}
],
"metadata": {
"id": "heke3pdIcRdG",
"outputId": "194a997d-638e-4e0d-fdf9-44121551bc7a",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 287
}
},
"execution_count": 9
},
{
"cell_type": "code",
"source": [
"# plot AAPL\n",
"_ = daily_close_px['AAPL'].plot(figsize=(12,8));\n",
"plt.savefig('5104OS_05_01.png', bbox_inches='tight', dpi=300)"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"metadata": {
"id": "C2Q9575XcRdI",
"outputId": "5d080c1f-a27f-41a7-c09b-f26a318643a4",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 660
}
},
"execution_count": 10
},
{
"cell_type": "code",
"source": [
"daily_close_px"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 475
},
"id": "nefew0oLCfrG",
"outputId": "42a1c073-d8ba-4074-f918-e62cfb6be150"
},
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Ticker AA AAPL DAL ... MSFT PEP \\\n",
"Date ... \n",
"2018-01-02 53.500397 40.568932 52.847141 ... 79.936707 97.670990 \n",
"2018-01-03 52.850674 40.561871 51.869179 ... 80.308739 97.414513 \n",
"2018-01-04 53.044624 40.750271 51.869179 ... 81.015549 97.894341 \n",
"2018-01-05 52.453079 41.214233 52.129971 ... 82.020012 98.175629 \n",
"2018-01-08 53.335545 41.061146 50.928471 ... 82.103714 97.613075 \n",
"... ... ... ... ... ... ... \n",
"2023-12-22 33.456528 192.868149 40.812077 ... 373.215424 165.108185 \n",
"2023-12-26 33.555603 192.320221 40.444931 ... 373.295135 166.270096 \n",
"2023-12-27 34.486881 192.419830 40.276249 ... 372.707275 166.801804 \n",
"2023-12-28 34.229290 192.848206 40.315941 ... 373.912842 166.791962 \n",
"2023-12-29 33.684399 191.802170 39.919029 ... 374.670074 167.235062 \n",
"\n",
"Ticker UAL \n",
"Date \n",
"2018-01-02 68.940002 \n",
"2018-01-03 68.489998 \n",
"2018-01-04 69.260002 \n",
"2018-01-05 69.360001 \n",
"2018-01-08 68.510002 \n",
"... ... \n",
"2023-12-22 42.549999 \n",
"2023-12-26 42.080002 \n",
"2023-12-27 41.730000 \n",
"2023-12-28 41.970001 \n",
"2023-12-29 41.259998 \n",
"\n",
"[1509 rows x 9 columns]"
],
"text/html": [
"\n",
" <div id=\"df-58184f48-b3d7-4f18-8022-1d06460cc515\" class=\"colab-df-container\">\n",
" <div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>Ticker</th>\n",
" <th>AA</th>\n",
" <th>AAPL</th>\n",
" <th>DAL</th>\n",
" <th>...</th>\n",
" <th>MSFT</th>\n",
" <th>PEP</th>\n",
" <th>UAL</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2018-01-02</th>\n",
" <td>53.500397</td>\n",
" <td>40.568932</td>\n",
" <td>52.847141</td>\n",
" <td>...</td>\n",
" <td>79.936707</td>\n",
" <td>97.670990</td>\n",
" <td>68.940002</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-01-03</th>\n",
" <td>52.850674</td>\n",
" <td>40.561871</td>\n",
" <td>51.869179</td>\n",
" <td>...</td>\n",
" <td>80.308739</td>\n",
" <td>97.414513</td>\n",
" <td>68.489998</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-01-04</th>\n",
" <td>53.044624</td>\n",
" <td>40.750271</td>\n",
" <td>51.869179</td>\n",
" <td>...</td>\n",
" <td>81.015549</td>\n",
" <td>97.894341</td>\n",
" <td>69.260002</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-01-05</th>\n",
" <td>52.453079</td>\n",
" <td>41.214233</td>\n",
" <td>52.129971</td>\n",
" <td>...</td>\n",
" <td>82.020012</td>\n",
" <td>98.175629</td>\n",
" <td>69.360001</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-01-08</th>\n",
" <td>53.335545</td>\n",
" <td>41.061146</td>\n",
" <td>50.928471</td>\n",
" <td>...</td>\n",
" <td>82.103714</td>\n",
" <td>97.613075</td>\n",
" <td>68.510002</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-12-22</th>\n",
" <td>33.456528</td>\n",
" <td>192.868149</td>\n",
" <td>40.812077</td>\n",
" <td>...</td>\n",
" <td>373.215424</td>\n",
" <td>165.108185</td>\n",
" <td>42.549999</td>\n",
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" <th>2023-12-26</th>\n",
" <td>33.555603</td>\n",
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" <td>40.444931</td>\n",
" <td>...</td>\n",
" <td>373.295135</td>\n",
" <td>166.270096</td>\n",
" <td>42.080002</td>\n",
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" <th>2023-12-27</th>\n",
" <td>34.486881</td>\n",
" <td>192.419830</td>\n",
" <td>40.276249</td>\n",
" <td>...</td>\n",
" <td>372.707275</td>\n",
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}
},
"metadata": {},
"execution_count": 11
}
]
},
{
"cell_type": "code",
"source": [
"# plot all the stock closing prices against each other\n",
"daily_close_px.plot(figsize=(12,8)).get_figure()"
],
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {},
"execution_count": 12
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"metadata": {
"id": "e0qZQ_-OcRdK",
"outputId": "0e983183-b740-480c-bc1b-c90e3e004194",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"execution_count": 12
},
{
"cell_type": "markdown",
"source": [
"Note, that you can use many other types of graphic libraries, for example Plotly allows for more interactive plots."
],
"metadata": {
"id": "mtV4LZ09ByFl"
}
},
{
"cell_type": "code",
"source": [
"import plotly.express as px\n",
"fig = px.line(daily_close_px, y='AAPL', title='AAPL Daily Close Prices')\n",
"fig.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 599
},
"id": "6qX6QAkGBxRf",
"outputId": "47c3c17d-1d5b-4749-d095-cd72778b6a23"
},
"execution_count": 13,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.10/dist-packages/_plotly_utils/basevalidators.py:105: FutureWarning: The behavior of DatetimeProperties.to_pydatetime is deprecated, in a future version this will return a Series containing python datetime objects instead of an ndarray. To retain the old behavior, call `np.array` on the result\n",
" v = v.dt.to_pydatetime()\n"
]
},
{
"output_type": "display_data",
"data": {
"text/html": [
"<html>\n",
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},
{
"cell_type": "code",
"source": [
"import pandas as pd\n",
"import plotly.express as px\n",
"\n",
"# Convert dataframe to long format\n",
"long_df = daily_close_px.reset_index().melt(id_vars='Date', var_name='Ticker', value_name='Closing Price')\n",
"\n",
"# Create line plot\n",
"fig = px.line(long_df, x='Date', y='Closing Price', color='Ticker')\n",
"\n",
"# Show the plot\n",
"fig.show()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 635
},
"id": "_UrUX-kDC9J2",
"outputId": "6c3d44e7-352b-4f0c-a5e2-9c9d1a0c26ef"
},
"execution_count": 14,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.10/dist-packages/_plotly_utils/basevalidators.py:105: FutureWarning:\n",
"\n",
"The behavior of DatetimeProperties.to_pydatetime is deprecated, in a future version this will return a Series containing python datetime objects instead of an ndarray. To retain the old behavior, call `np.array` on the result\n",
"\n"
]
},
{
"output_type": "display_data",
"data": {
"text/html": [
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firmai commented Aug 4, 2022

Make public

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