{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "source": [ "# **Assignment #1: EDA & Dataset**\n", "\n", "**DATE: March2026**\n", "\n" ], "metadata": { "id": "w84cR3AZIU0e" } }, { "cell_type": "markdown", "source": [ "### **Overview**\n", "\n", "In this first assignment, you will gain hands-on experience selecting and preparing a dataset, performing exploratory data analysis (EDA), adding it to HF's Datasets, and presenting your findings in a short video.\n", "\n", "Through these steps, you’ll begin building essential data science skills in Python.\n", "\n", "Think of your notebook as a cohesive story where EDA reveals the narrative of your data, which provides the resolution to the main question or goal." ], "metadata": { "id": "n7afdXdxIbLA" } }, { "cell_type": "markdown", "source": [ "### **Objectives**\n", "\n", "1. Explore various data tools/hubs (e.g., Kaggle, UCI, or local data) to find a suitable dataset.\n", "2. Prepare the selected dataset, focusing on cleaning, transformation, manipulation, and quality.\n", "3. Build foundational EDA skills, including missing data, outlier handling, and clear data visualization.\n", "4. Upload your work and your dataset to HuggingFace.\n", "5. Communicate findings concisely in both a structured notebook, README file, and a short video presentation, demonstrating clarity in each step of the workflow." ], "metadata": { "id": "lJAPMumvIUyW" } }, { "cell_type": "markdown", "source": [ "### **Submission Guidelines**\n", "\n", "1. Please note that this is an individual assignment.\n", "2. Submit a text file with your info and the link to HF's dataset.\n", "3. The dataset will include all of your work.\n", " - **Python Notebook**: a well-structured notebook (e.g.`.ipynb` file) with clear comments or markdown explanations of each step.\n", " - **Video Link**: the README file will include your short video presentation at the beginning of the file.\n", "4. **Oral Report**: Students may be randomly chosen to present their work in a quick online session with the T.A., typically lasting ±10 minutes.\n", "\n", "\n", "\n" ], "metadata": { "id": "MwRmaJBiIjMR" } }, { "cell_type": "markdown", "source": [ "### **Evaluation Criteria**\n", "\n", "1. **Organization & Clarity (20%)**: Overall structure of your HF Dataset, code, notebook, clear communication, and a concise summary.\n", "\n", "2. **Data Handling (30%)**: Quality of data cleaning, appropriate handling of outliers, and more.\n", "\n", "3. **Visualizations (30%)**: well-presented relevant visuals, variety of plot types.\n", "\n", "4. **Presentation (20%)**: Clearly communicated approach and findings in your 2–3 minute overview.\n" ], "metadata": { "id": "hD9SZmagIjOV" } }, { "cell_type": "markdown", "source": [ "### **Additional Tips**\n", "\n", "- The first thing you should do is download a copy of this notebook to your drive.\n", "- Keep your dataset size manageable. If the dataset is large, you can sample a subset.\n", "- A few clear visuals are more effective than many complicated ones.\n", "- Ask for help or feedback early if you get stuck." ], "metadata": { "id": "h3vpVHSxIUwI" } }, { "cell_type": "markdown", "source": [ "


\n", "\n", "---\n", "\n", "Reminder: Always start with copy the NOTEBOOK to your drive." ], "metadata": { "id": "6kUonEv8Ipkp" } }, { "cell_type": "markdown", "source": [ "![image.png](data:image/png;base64,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)" ], "metadata": { "id": "RMcHZdKiaPNW" } }, { "cell_type": "markdown", "source": [ "---\n", "\n", "


" ], "metadata": { "id": "7ql9QlVfaSEL" } }, { "cell_type": "markdown", "source": [ "# **Part 1: Select a Dataset**\n", "\n", "1. Choose a numeric tabular dataset, such as the . If you prefer, you may use other open-source datasets; [Hugginface](https://huggingface.co/datasets?task_categories=task_categories:tabular-classification&sort=trending), [Kaggle](https://www.kaggle.com/datasets?tags=13302-Classification&minUsabilityRating=8.00+or+higher), etc.\n", "\n", "\n", " Examples for a good dataset:\n", " - \"Determine a genre of a song\"\n", " - \"Determine the type of flowers\"\n", " - \"Determine the animal - cat or dog\"\n", " - \"Determine the category of a product\"\n", " - \"Determine if an email is spam or not spam\"\n", " - \"Determine whether a tumor is malignant or benign\"\n", " - \"Determine whether a transaction is fraudulent or not\"\n", " - \"Determine whether a student is likely to pass a course\"\n", "\n", "2. Avoid choosing a \"basic\"/\"small\" dataset.\n", " - 1K rows and more.\n", " - 10 features and more.\n", "\n", "\n", "3. Please submit your dataset [here](https://forms.gle/YYiRLXJnbwUfwuwc7), to share it with the class so everyone can see.\n", "And make sure your chosen dataset is unique using this [link](https://docs.google.com/spreadsheets/d/1M8uojrzhSyVnOlSAJpzCKxrhWdzPR77k4x8Kxvr8VDk/edit?usp=sharing).\n", "\n", " *Note: Due to their popularity, the following are datasets you may not choose.*\n", " > - Iris dataset\n", " > - Wine dataset\n", " > - Titanic dataset\n", " > - Boston Housing dataset\n", " > - ImageNet, Cifar, CelebFaces, IMDB\n", "\n", "4. Choose a dataset with moslty numaric values. This way you would have enough information to work on, and you could drop columns that aren't numeric.\n", "\n", "5. Briefly describe your chosen dataset (source, size, features) and the question you want to answer.\n", "\n", "6. Clearly identify the target variable to predict (if exists).\n", "\n", "\n", "\n", "\n" ], "metadata": { "id": "a_vsO0Q1IOMT" } }, { "cell_type": "markdown", "source": [ "#" ], "metadata": { "id": "GFaHgQJyKwa5" } }, { "cell_type": "markdown", "source": [ "For this assignment, I have selected the \"Multi-Model Trading Data\" dataset, sourced from Hugging Face. This dataset contains historical Bitcoin (BTC) trading data along with various technical indicators. It consists of 7,256 rows and 18 columns.\n", "The primary goal of this EDA is to investigate the relationship between Trading Volume , RSI , MACD and STOCH RSI with Bitcoins Price Movements. \n", "for this resarch will focus on the following 10 features:\n", "\n", "1-date: The timestamp of the observation.\n", "\n", "2-open: The opening price of BTC.\n", "\n", "3-high: The highest price reached.\n", "\n", "4-low: The lowest price reached.\n", "\n", "5-close: The closing price of BTC.\n", "\n", "6-volume: The amount of BTC traded.\n", "\n", "7-returns: The percentage change in price.\n", "\n", "8-RSI: Relative Strength Index (Momentum indicator).\n", "\n", "9-stoch_rsi_d: Stochastic RSI (used for trend crossovers).\n", "\n", "10-MACD: Moving Average Convergence Divergence." ], "metadata": { "id": "GnHygkQ_J4-a" } }, { "cell_type": "code", "source": [ "!pip install datasets -q" ], "metadata": { "id": "NF51q1HoNcog" }, "execution_count": 1, "outputs": [] }, { "cell_type": "code", "source": [ "import pandas as pd\n", "from datasets import load_dataset\n", "ds = load_dataset(\"AdityaaXD/Multi-Model-Trading-Data\")\n", "\n", "\n" ], "metadata": { "id": "GHYJOdDTNchQ" }, "execution_count": 3, "outputs": [] }, { "cell_type": "markdown", "source": [ "


\n", "\n", "---\n", "\n", "


" ], "metadata": { "id": "4t2QNyE6IPKS" } }, { "cell_type": "markdown", "source": [ "# **Part 2: Exploratory Data Analysis (EDA)**\n", "\n", "Use your EDA to tell the story of your data - highlight interesting patterns, anomalies, or relationships that lead you toward your classification goal. Ask interesting questions, and answer them.\n", "\n", "\n", "1. **Data Cleaning** : Check for missing values, duplicate entries, scaling/normalize issues, parsing dates, fixing typos, or any inconsistencies. Document how you address them.\n", "2. **Outlier Detection & Handling**: Identify outliers and decide whether to keep or remove them, providing a short justification.\n", "3. **Descriptive Statistics**: Summarize the data (e.g., mean, median, correlations) to reveal patterns.\n", "4. Read further on [A Comprehensive Guide to Mastering Exploratory Data Analysis](https://www.dasca.org/world-of-data-science/article/a-comprehensive-guide-to-mastering-exploratory-data-analysis).\n", "5. **Visualizations**: Use a set of plots (e.g., histograms, scatter plots, box plots) to illustrate **key insights.** Label charts, axes, and legends clearly.\n", "\n", "Tip: not necessarily in this order." ], "metadata": { "id": "6eLmNWJJIPS0" } }, { "cell_type": "markdown", "source": [ "![image.png](data:image/png;base64,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)" ], "metadata": { "id": "e3JpM_9Wl84T" } }, { "cell_type": "markdown", "source": [ "The code bellow converts the dataset into a Pandas table to check for missing values, data types, and duplicates.I performed this check to see missing values and data types, giving me a clear view of the raw data. This allows me to plan the strategy for filtering and cleaning the dataset." ], "metadata": { "id": "ST79EiahTeZD" } }, { "cell_type": "code", "source": [ "#convert data to a Pandas table\n", "df = ds['train'].to_pandas()\n", "\n", "#Print the total rows and columns\n", "print(f\"Dataset successfully loaded. DataFrame shape: {df.shape}\")\n", "\n", "#display column data types and memory info\n", "print(\"Data Structure & Types\")\n", "df.info()\n", "\n", "#check and Counts missing values per column\n", "print()\n", "print(\"Missing Values\")\n", "print(df.isnull().sum())\n", "\n", "#count duplicate rows\n", "duplicate_count = df.duplicated().sum()\n", "print(f\"Duplicate Rows:{duplicate_count}\")\n", "\n", "#preview the first 5 rows\n", "df.head()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "c713af33-47ae-49e7-cc80-1cc008809459", "id": "9FulOdT8IPuM" }, "execution_count": 4, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Dataset successfully loaded. DataFrame shape: (7256, 18)\n", "Data Structure & Types\n", "\n", "RangeIndex: 7256 entries, 0 to 7255\n", "Data columns (total 18 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Date 7256 non-null object \n", " 1 open 7256 non-null float64\n", " 2 high 7256 non-null float64\n", " 3 low 7256 non-null float64\n", " 4 close 7256 non-null float64\n", " 5 volume 7256 non-null int64 \n", " 6 rsi 3603 non-null float64\n", " 7 macd 3603 non-null float64\n", " 8 macd_signal 3603 non-null float64\n", " 9 bb_width 3603 non-null float64\n", " 10 atr 3603 non-null float64\n", " 11 dist_sma50 3603 non-null float64\n", " 12 obv_pct 3603 non-null float64\n", " 13 adx 3603 non-null float64\n", " 14 stoch_rsi_k 3603 non-null float64\n", " 15 stoch_rsi_d 3603 non-null float64\n", " 16 return 3603 non-null float64\n", " 17 target 3603 non-null float64\n", "dtypes: float64(16), int64(1), object(1)\n", "memory usage: 1020.5+ KB\n", "\n", "Missing Values\n", "Date 0\n", "open 0\n", "high 0\n", "low 0\n", "close 0\n", "volume 0\n", "rsi 3653\n", "macd 3653\n", "macd_signal 3653\n", "bb_width 3653\n", "atr 3653\n", "dist_sma50 3653\n", "obv_pct 3653\n", "adx 3653\n", "stoch_rsi_k 3653\n", "stoch_rsi_d 3653\n", "return 3653\n", "target 3653\n", "dtype: int64\n", "Duplicate Rows:0\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ " Date open high low close volume \\\n", "0 2015-02-19 236.410004 242.671997 235.591995 240.283005 18270500 \n", "1 2015-02-20 240.251007 247.100998 239.298996 243.779007 23876700 \n", "2 2015-02-21 243.751999 255.320007 243.184006 244.533997 12284200 \n", "3 2015-02-22 244.544006 246.391998 233.850998 235.977005 19527000 \n", "4 2015-02-23 235.994995 240.108994 232.421005 238.891998 16400000 \n", "\n", " rsi macd macd_signal bb_width atr dist_sma50 \\\n", "0 52.001866 -0.513927 -3.333997 0.176524 15.888021 -0.005834 \n", "1 53.464757 0.224147 -2.622368 0.176574 15.310448 0.014546 \n", "2 53.792291 0.860083 -1.925878 0.182485 15.083702 0.023695 \n", "3 49.536646 0.665913 -1.407520 0.181564 14.902081 -0.008382 \n", "4 50.959949 0.738732 -0.978270 0.182263 14.386788 0.006007 \n", "\n", " obv_pct adx stoch_rsi_k stoch_rsi_d return target \n", "0 -0.138826 19.978925 0.564023 0.541650 0.014550 1.0 \n", "1 -0.210671 20.618414 0.553970 0.550588 0.003097 1.0 \n", "2 -0.137315 21.670558 0.604701 0.574231 -0.034993 0.0 \n", "3 0.253020 21.686243 0.557999 0.572223 0.012353 1.0 \n", "4 -0.169592 21.560267 0.510547 0.557749 -0.000657 0.0 " ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Dateopenhighlowclosevolumersimacdmacd_signalbb_widthatrdist_sma50obv_pctadxstoch_rsi_kstoch_rsi_dreturntarget
02015-02-19236.410004242.671997235.591995240.2830051827050052.001866-0.513927-3.3339970.17652415.888021-0.005834-0.13882619.9789250.5640230.5416500.0145501.0
12015-02-20240.251007247.100998239.298996243.7790072387670053.4647570.224147-2.6223680.17657415.3104480.014546-0.21067120.6184140.5539700.5505880.0030971.0
22015-02-21243.751999255.320007243.184006244.5339971228420053.7922910.860083-1.9258780.18248515.0837020.023695-0.13731521.6705580.6047010.574231-0.0349930.0
32015-02-22244.544006246.391998233.850998235.9770051952700049.5366460.665913-1.4075200.18156414.902081-0.0083820.25302021.6862430.5579990.5722230.0123531.0
42015-02-23235.994995240.108994232.421005238.8919981640000050.9599490.738732-0.9782700.18226314.3867880.006007-0.16959221.5602670.5105470.557749-0.0006570.0
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", "
\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df", "summary": "{\n \"name\": \"df\",\n \"rows\": 7256,\n \"fields\": [\n {\n \"column\": \"Date\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 3653,\n \"samples\": [\n \"2018-09-24\",\n \"2019-09-20\",\n \"2015-10-06\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"open\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 22167.37951292951,\n \"min\": 176.89700317382812,\n \"max\": 106147.296875,\n \"num_unique_values\": 3650,\n \"samples\": [\n 6603.64013671875,\n 10183.6484375,\n 240.36399841308597\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"high\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 22654.320844747726,\n \"min\": 211.7310028076172,\n \"max\": 108268.4453125,\n \"num_unique_values\": 3650,\n \"samples\": [\n 6603.64013671875,\n 10074.4443359375,\n 246.68099975585935\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"low\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 21665.15919189054,\n \"min\": 171.50999450683594,\n \"max\": 105291.734375,\n \"num_unique_values\": 3651,\n \"samples\": [\n 6381.85986328125,\n 10000.7080078125,\n 240.1360015869141\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"close\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 22195.827716742995,\n \"min\": 178.10299682617188,\n \"max\": 106140.6015625,\n \"num_unique_values\": 3650,\n \"samples\": [\n 6676.75,\n 9729.32421875,\n 242.968994140625\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"volume\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 20391630339,\n \"min\": 7860650,\n \"max\": 350967941479,\n \"num_unique_values\": 3653,\n \"samples\": [\n 4177310000,\n 14734189639,\n 27535100\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"rsi\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 14.043001749745688,\n \"min\": 9.92023918772358,\n \"max\": 94.30221454281458,\n \"num_unique_values\": 3602,\n \"samples\": [\n 47.75394966933192,\n 67.34985544748473,\n 40.17259732723276\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"macd\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1170.7548917881581,\n \"min\": -5053.27407958066,\n \"max\": 7049.21762707876,\n \"num_unique_values\": 3603,\n \"samples\": [\n -136.8782419066447,\n 422.9493997638165,\n -310.14267709920205\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"macd_signal\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1115.6328080157157,\n \"min\": -4438.999055769626,\n \"max\": 6427.784139129347,\n \"num_unique_values\": 3603,\n \"samples\": [\n -194.1820882076221,\n 380.7122491771845,\n -145.68047453199097\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"bb_width\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.14792835920035077,\n \"min\": 0.0259895396213993,\n \"max\": 1.0350071402398202,\n \"num_unique_values\": 3603,\n \"samples\": [\n 0.0612439973426955,\n 0.3044761038709904,\n 0.2322076355960384\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"atr\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1069.5556325266457,\n \"min\": 3.5556827676356497,\n \"max\": 5003.114238574723,\n \"num_unique_values\": 3603,\n \"samples\": [\n 720.6937361025754,\n 512.1268486636202,\n 421.7265438354612\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"dist_sma50\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.1655257793559647,\n \"min\": -0.4748140862741749,\n \"max\": 1.2335991809790745,\n \"num_unique_values\": 3603,\n \"samples\": [\n -0.0260646969575912,\n 0.3074244780322993,\n -0.0858697422055271\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"obv_pct\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.8341533484600819,\n \"min\": -15.954806709175315,\n \"max\": 41.32264705235936,\n \"num_unique_values\": 3603,\n \"samples\": [\n 0.0083120015889406,\n 0.05229543757884,\n 0.0268336063999263\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"adx\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 12.303549431490916,\n \"min\": 8.413047126121173,\n \"max\": 75.0454343241241,\n \"num_unique_values\": 3603,\n \"samples\": [\n 13.23425772818351,\n 27.8796976008676,\n 32.459575180697804\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"stoch_rsi_k\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.3287445929665208,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 3226,\n \"samples\": [\n 0.1139789844685724,\n 0.3535369188035977,\n 0.1519986968613897\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"stoch_rsi_d\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.3159832514190693,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 3540,\n \"samples\": [\n 0.9789484130197148,\n 0.6042886326883582,\n 0.3849765067721851\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"return\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.03575355330756158,\n \"min\": -0.3716953856011707,\n \"max\": 0.2524716942763181,\n \"num_unique_values\": 3603,\n \"samples\": [\n -0.0501111922380486,\n 0.0316220271906624,\n 0.0117932938500961\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"target\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.4990933763255949,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 2,\n \"samples\": [\n 0.0,\n 1.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 4 } ] }, { "cell_type": "markdown", "source": [ "---------------------------------------------------------------------------" ], "metadata": { "id": "R5NCIJiYR9Fe" } }, { "cell_type": "markdown", "source": [ " The dataset below was filtered to 10 specific columns to eliminate 'noise' and focus exclusively on the variables required for our technical analysis.\n" ], "metadata": { "id": "SfJ-6edRR9jp" } }, { "cell_type": "code", "source": [ "#filter the Data frame to keep only the 10 relevant columns\n", "selected_columns = ['Date', 'open', 'high', 'low', 'close', 'volume', 'return', 'rsi', 'stoch_rsi_d', 'macd']\n", "df = df[selected_columns].copy()\n", "\n", "#print the chosen colum (checks that nothing got deleted)\n", "print(f\"Columns kept: {df.columns.tolist()}\")\n", "\n", "#print the number of rows nd colums\n", "print(f\"DataFrame shape: {df.shape}\")\n", "\n", "df.head()\n", "\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 238 }, "id": "QkkFfrTLLjz8", "outputId": "e10e665c-58d1-444b-d7d3-ccd96c530468" }, "execution_count": 5, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Columns kept: ['Date', 'open', 'high', 'low', 'close', 'volume', 'return', 'rsi', 'stoch_rsi_d', 'macd']\n", "DataFrame shape: (7256, 10)\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ " Date open high low close volume \\\n", "0 2015-02-19 236.410004 242.671997 235.591995 240.283005 18270500 \n", "1 2015-02-20 240.251007 247.100998 239.298996 243.779007 23876700 \n", "2 2015-02-21 243.751999 255.320007 243.184006 244.533997 12284200 \n", "3 2015-02-22 244.544006 246.391998 233.850998 235.977005 19527000 \n", "4 2015-02-23 235.994995 240.108994 232.421005 238.891998 16400000 \n", "\n", " return rsi stoch_rsi_d macd \n", "0 0.014550 52.001866 0.541650 -0.513927 \n", "1 0.003097 53.464757 0.550588 0.224147 \n", "2 -0.034993 53.792291 0.574231 0.860083 \n", "3 0.012353 49.536646 0.572223 0.665913 \n", "4 -0.000657 50.959949 0.557749 0.738732 " ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Dateopenhighlowclosevolumereturnrsistoch_rsi_dmacd
02015-02-19236.410004242.671997235.591995240.283005182705000.01455052.0018660.541650-0.513927
12015-02-20240.251007247.100998239.298996243.779007238767000.00309753.4647570.5505880.224147
22015-02-21243.751999255.320007243.184006244.53399712284200-0.03499353.7922910.5742310.860083
32015-02-22244.544006246.391998233.850998235.977005195270000.01235349.5366460.5722230.665913
42015-02-23235.994995240.108994232.421005238.89199816400000-0.00065750.9599490.5577490.738732
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", "
\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df", "summary": "{\n \"name\": \"df\",\n \"rows\": 7256,\n \"fields\": [\n {\n \"column\": \"Date\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 3653,\n \"samples\": [\n \"2018-09-24\",\n \"2019-09-20\",\n \"2015-10-06\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"open\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 22167.37951292951,\n \"min\": 176.89700317382812,\n \"max\": 106147.296875,\n \"num_unique_values\": 3650,\n \"samples\": [\n 6603.64013671875,\n 10183.6484375,\n 240.36399841308597\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"high\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 22654.320844747726,\n \"min\": 211.7310028076172,\n \"max\": 108268.4453125,\n \"num_unique_values\": 3650,\n \"samples\": [\n 6603.64013671875,\n 10074.4443359375,\n 246.68099975585935\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"low\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 21665.15919189054,\n \"min\": 171.50999450683594,\n \"max\": 105291.734375,\n \"num_unique_values\": 3651,\n \"samples\": [\n 6381.85986328125,\n 10000.7080078125,\n 240.1360015869141\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"close\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 22195.827716742995,\n \"min\": 178.10299682617188,\n \"max\": 106140.6015625,\n \"num_unique_values\": 3650,\n \"samples\": [\n 6676.75,\n 9729.32421875,\n 242.968994140625\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"volume\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 20391630339,\n \"min\": 7860650,\n \"max\": 350967941479,\n \"num_unique_values\": 3653,\n \"samples\": [\n 4177310000,\n 14734189639,\n 27535100\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"return\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.03575355330756158,\n \"min\": -0.3716953856011707,\n \"max\": 0.2524716942763181,\n \"num_unique_values\": 3603,\n \"samples\": [\n -0.0501111922380486,\n 0.0316220271906624,\n 0.0117932938500961\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"rsi\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 14.043001749745688,\n \"min\": 9.92023918772358,\n \"max\": 94.30221454281458,\n \"num_unique_values\": 3602,\n \"samples\": [\n 47.75394966933192,\n 67.34985544748473,\n 40.17259732723276\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"stoch_rsi_d\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.3159832514190693,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 3540,\n \"samples\": [\n 0.9789484130197148,\n 0.6042886326883582,\n 0.3849765067721851\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"macd\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1170.7548917881581,\n \"min\": -5053.27407958066,\n \"max\": 7049.21762707876,\n \"num_unique_values\": 3603,\n \"samples\": [\n -136.8782419066447,\n 422.9493997638165,\n -310.14267709920205\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 5 } ] }, { "cell_type": "markdown", "source": [ "---------------------------------------------------------------------------" ], "metadata": { "id": "wX5kmZyaSw98" } }, { "cell_type": "markdown", "source": [ " i identified 3,653 missing rows in the technical indicators (nearly 50% of the dataset). so i excluded these rows to prevent them from distorting the statistical averages. (i did it after filtering the colums to prevent unnecessary data loss)." ], "metadata": { "id": "pcioH6tkSwzx" } }, { "cell_type": "code", "source": [ "#remove all rows that have missing values and prints how many rows are left\n", "df = df.dropna()\n", "print(f\"DataFrame shape after dropping the missing values: {df.shape}\")\n", "\n", "print()#to have space between the text\n", "\n", "#verification - confirmation that are not any missing values\n", "print(\"Missing Values After Cleaning\")\n", "print(df.isnull().sum())\n", "print()\n", "\n", "#statistical summary of the data\n", "print(\"Descriptive Statistics\")\n", "df.describe()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 569 }, "outputId": "d23f1300-ee3b-47d0-afaf-61a608d6d51f", "id": "hECpJtt6LkPz" }, "execution_count": 6, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "DataFrame shape after dropping the missing values: (3603, 10)\n", "\n", "Missing Values After Cleaning\n", "Date 0\n", "open 0\n", "high 0\n", "low 0\n", "close 0\n", "volume 0\n", "return 0\n", "rsi 0\n", "stoch_rsi_d 0\n", "macd 0\n", "dtype: int64\n", "\n", "Descriptive Statistics\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ " open high low close \\\n", "count 3603.000000 3603.000000 3603.000000 3603.000000 \n", "mean 20369.627602 20828.123048 19891.245894 20393.953918 \n", "std 22167.705473 22653.968537 21664.922545 22195.849389 \n", "min 210.067993 223.832993 199.567001 210.494995 \n", "25% 3224.527344 3299.521606 3154.730103 3239.623291 \n", "50% 9809.096680 10053.968750 9598.097656 9818.349609 \n", "75% 33031.531250 34230.142578 31566.142578 33100.296875 \n", "max 106147.296875 108268.445312 105291.734375 106140.601562 \n", "\n", " volume return rsi stoch_rsi_d macd \n", "count 3.603000e+03 3603.000000 3603.000000 3603.000000 3603.000000 \n", "mean 1.937431e+10 0.002300 53.916896 0.511588 188.018626 \n", "std 2.039982e+10 0.035754 14.043002 0.315983 1170.754892 \n", "min 1.060090e+07 -0.371695 9.920239 0.000000 -5053.274080 \n", "25% 1.512030e+09 -0.012081 43.912352 0.211870 -134.759612 \n", "50% 1.584473e+10 0.001428 53.035305 0.514692 8.948605 \n", "75% 3.046352e+10 0.016543 62.912159 0.812256 371.351819 \n", "max 3.509679e+11 0.252472 94.302215 1.000000 7049.217627 " ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
openhighlowclosevolumereturnrsistoch_rsi_dmacd
count3603.0000003603.0000003603.0000003603.0000003.603000e+033603.0000003603.0000003603.0000003603.000000
mean20369.62760220828.12304819891.24589420393.9539181.937431e+100.00230053.9168960.511588188.018626
std22167.70547322653.96853721664.92254522195.8493892.039982e+100.03575414.0430020.3159831170.754892
min210.067993223.832993199.567001210.4949951.060090e+07-0.3716959.9202390.000000-5053.274080
25%3224.5273443299.5216063154.7301033239.6232911.512030e+09-0.01208143.9123520.211870-134.759612
50%9809.09668010053.9687509598.0976569818.3496091.584473e+100.00142853.0353050.5146928.948605
75%33031.53125034230.14257831566.14257833100.2968753.046352e+100.01654362.9121590.812256371.351819
max106147.296875108268.445312105291.734375106140.6015623.509679e+110.25247294.3022151.0000007049.217627
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", "
\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"df\",\n \"rows\": 8,\n \"fields\": [\n {\n \"column\": \"open\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 34756.08978974057,\n \"min\": 210.0679931640625,\n \"max\": 106147.296875,\n \"num_unique_values\": 8,\n \"samples\": [\n 20369.627601604476,\n 9809.0966796875,\n 3603.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"high\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 35469.24949577806,\n \"min\": 223.8329925537109,\n \"max\": 108268.4453125,\n \"num_unique_values\": 8,\n \"samples\": [\n 20828.123048463134,\n 10053.96875,\n 3603.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"low\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 34457.55801296399,\n \"min\": 199.56700134277344,\n \"max\": 105291.734375,\n \"num_unique_values\": 8,\n \"samples\": [\n 19891.24589434816,\n 9598.09765625,\n 3603.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"close\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 34753.47480588053,\n \"min\": 210.4949951171875,\n \"max\": 106140.6015625,\n \"num_unique_values\": 8,\n \"samples\": [\n 20393.953917885305,\n 9818.349609375,\n 3603.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"volume\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 120183253124.07567,\n \"min\": 3603.0,\n \"max\": 350967941479.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 19374313572.42548,\n 15844731575.0,\n 3603.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"return\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1273.856679962635,\n \"min\": -0.3716953856011707,\n \"max\": 3603.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 0.0022999009520475434,\n 0.0014276215513644,\n 3603.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"rsi\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1257.3687904758426,\n \"min\": 9.92023918772358,\n \"max\": 3603.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 53.916896461179654,\n 53.03530504095449,\n 3603.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"stoch_rsi_d\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1273.6828779120194,\n \"min\": 0.0,\n \"max\": 3603.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 0.5115878002209019,\n 0.5146918559854113,\n 3603.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"macd\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3449.326062477662,\n \"min\": -5053.27407958066,\n \"max\": 7049.21762707876,\n \"num_unique_values\": 8,\n \"samples\": [\n 188.01862584972451,\n 8.948605107713774,\n 3603.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 6 } ] }, { "cell_type": "markdown", "source": [ "-------------------------------" ], "metadata": { "id": "xkzqhVMSWifM" } }, { "cell_type": "markdown", "source": [ "the data set below is to identified outliers. i chose to keep them because in financial data, extreme events like crashes and bull runs are real and meaningful, removing them would distort the analysis." ], "metadata": { "id": "n8J1rosZWiPZ" } }, { "cell_type": "code", "source": [ "#outlier Detection using IQR\n", "\n", "#loop through the colums (to find outliers)\n", "for col in ['volume','return']:\n", " #calculate the 25th and the 75th percentege\n", " Q1 = df[col].quantile(0.25)\n", " Q3 = df[col].quantile(0.75)\n", " #calculate the range\n", " IQR = Q3-Q1\n", " #calculate and define the lower and upper limits\n", " lower_bound =Q1-1.5*IQR\n", " upper_bound =Q3+1.5*IQR\n", "\n", " #finds rows with values that are outside the limits\n", " outliers = df[(df[col] < lower_bound) | (df[col] > upper_bound)]\n", " print(f\"{col}\")\n", " print(f\"Q1:{Q1:.4f} , Q3:{Q3:.4f} , IQR:{IQR:.4f}\")\n", " print(f\"Lower bound: {lower_bound} , Upper bound:{upper_bound}\")\n", " print(f\"Number of outliers:{len(outliers)}\")\n", " print()\n", "\n", "#display first 5 outlier rows in the 'return' column\n", "Q1 = df['return'].quantile(0.25)\n", "Q3 = df['return'].quantile(0.75)\n", "IQR = Q3-Q1\n", "lower_bound = Q1-1.5*IQR\n", "upper_bound = Q3+1.5*IQR\n", "\n", "#saves the return outliers to a new table\n", "return_outliers = df[(df['return'] < lower_bound) | (df['return'] > upper_bound)]\n", "print(\"First 5 outliers in 'return' column\")\n", "return_outliers.head()" ], "metadata": { "id": "aDkJ9mSCeSdB", "colab": { "base_uri": "https://localhost:8080/", "height": 391 }, "outputId": "7d22e402-951a-4918-92a6-16dd15f17990" }, "execution_count": 7, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "volume\n", "Q1:1512030016.0000 , Q3:30463521173.5000 , IQR:28951491157.5000\n", "Lower bound: -41915206720.25 , Upper bound:73890757909.75\n", "Number of outliers:69\n", "\n", "return\n", "Q1:-0.0121 , Q3:0.0165 , IQR:0.0286\n", "Lower bound: -0.055017652899097526 , Upper bound:0.059478889871372675\n", "Number of outliers:354\n", "\n", "First 5 outliers in 'return' column\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ " Date open high low close volume \\\n", "7 2015-02-26 237.337006 237.710007 234.257004 236.425995 13619400 \n", "26 2015-03-17 290.595001 292.364990 284.373993 285.505005 21497200 \n", "32 2015-03-23 267.894989 277.296997 261.744995 266.739990 22811900 \n", "142 2015-07-11 284.880005 298.506012 283.529999 293.114990 41109900 \n", "143 2015-07-12 293.140015 314.394012 292.505005 310.867004 56405000 \n", "\n", " return rsi stoch_rsi_d macd \n", "7 0.073604 49.550353 0.398089 0.538390 \n", "26 -0.102296 59.550956 0.176457 11.232805 \n", "32 -0.079272 49.040824 0.141856 2.016482 \n", "142 0.060563 77.687472 0.754044 10.734883 \n", "143 -0.060518 82.654495 0.874895 13.194951 " ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Dateopenhighlowclosevolumereturnrsistoch_rsi_dmacd
72015-02-26237.337006237.710007234.257004236.425995136194000.07360449.5503530.3980890.538390
262015-03-17290.595001292.364990284.373993285.50500521497200-0.10229659.5509560.17645711.232805
322015-03-23267.894989277.296997261.744995266.73999022811900-0.07927249.0408240.1418562.016482
1422015-07-11284.880005298.506012283.529999293.114990411099000.06056377.6874720.75404410.734883
1432015-07-12293.140015314.394012292.505005310.86700456405000-0.06051882.6544950.87489513.194951
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", "
\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "return_outliers", "repr_error": "0" } }, "metadata": {}, "execution_count": 7 } ] }, { "cell_type": "markdown", "source": [ "### **Research:** Pose relevant questions about your dataset, then answer them using visual elements (e.g. charts or plots) to provide clear insights.\n", "\n", "For example, in the 2nd lecture the entire class took a survey. Then, we talked about the collected data and desplayed the collected data using the right **plots** - Lines, Bars, Hist, Pie, Map, HeatMap, Area, Time, etc.\n", "\n", "An aditional more specific example, would be the questions we asked during the recitation on the `Titanic` dataset:\n", " - \"Did survival rates differ by gender?\"\n", " - \"Was passenger class related to survival?\"\n", " - \"What was the age distribution of survivors vs. non-survivors?\"\n", " - \"Did embarking location (port) have any effect on survival?\" \n", " \n", "And how we answered those questions using **plots**.\n", "\n", "The idea is to pose questions that can uncover patterns, correlations, or anomalies in your dataset, then back those up with clean, insightful visualizations." ], "metadata": { "id": "lo68PsjTK0_j" } }, { "cell_type": "markdown", "source": [ "---------------------------------------------------------------------------\n" ], "metadata": { "id": "lw-SWAncer88" } }, { "cell_type": "markdown", "source": [ "How do price anomalies (Outliers) behave over time?" ], "metadata": { "id": "CaMJrRQ4iSpe" } }, { "cell_type": "code", "source": [ "#import tools to create charts and style the graphs\n", "import matplotlib.pyplot as plt\n", "\n", "#line plot of close price over time\n", "plt.figure(figsize=(14,6))\n", "\n", "#change the date from text (string) to a time format\n", "df['Date'] = pd.to_datetime(df['Date'])\n", "\n", "#plot the close price as a line\n", "plt.plot(df['Date'], df['close'], color='blue', linewidth=1, label='Price')\n", "\n", "#plot red dots to show outliers on top of the line (to be infront of the line used zorder > 1 )\n", "plt.scatter(return_outliers['Date'], return_outliers['close'],color='red', s=10, zorder=5, label='Extreme Volatility (Outliers)')\n", "\n", "#labels and formatting\n", "plt.title('Close Price Over Time with Extreme Volatility')\n", "plt.ylabel('Close Price in USD')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 558 }, "id": "XDFvXKNyeF1S", "outputId": "9a3d8ca2-e5d1-4ebd-bf7c-4be9ffce9e63" }, "execution_count": 8, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "The visualizations show that price outliers are not random noise. They appear in clusters, coinciding with major historical price rallies and crashes. This suggests that price movements follow structural volatility patterns." ], "metadata": { "id": "rMnv77KiiZNi" } }, { "cell_type": "markdown", "source": [ "---------------------------------------------------------------------------\n" ], "metadata": { "id": "nB7BZBz-tsNV" } }, { "cell_type": "markdown", "source": [ "Is there a linear relationship between Volume and Price Returns?" ], "metadata": { "id": "JjE56pcKlRDo" } }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns #use seaborn to turn the data into visual charts\n", "\n", "#sets the size of the graph\n", "plt.figure(figsize=(12,6))\n", "\n", "\n", "#draw a scatter plot with a trend line using seaborn (scatter_kws styles the dots ,line_kws styles the line)\n", "sns.regplot(data=df, x='volume', y='return',scatter_kws={'alpha': 0.5, 'color': 'steelblue', 's': 15},line_kws={'color': 'red', 'linewidth': 2})\n", "\n", "#labels and formatting\n", "plt.title('Correlation between Trading Volume and Price Returns')\n", "plt.xlabel('Trading Volume')\n", "plt.ylabel('Daily Returns (%)')\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 607 }, "id": "EK0i5kZ7kEUz", "outputId": "ae210292-ae96-4c8e-d5bf-c1222a40340c" }, "execution_count": 9, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Through Correlation Analysis, we can observe a weak linear relationship (flat regression line). This confirms that volume alone does not dictate price direction, which is why we turned our focus to technical indicators." ], "metadata": { "id": "Ha-ajyL9lX5B" } }, { "cell_type": "markdown", "source": [ "---------------------------------------------------------------------------" ], "metadata": { "id": "1lzLDscFtmKB" } }, { "cell_type": "code", "source": [ "#function to create the top price chart\n", "def plot_price_chart(indicator_name):\n", " #create the top plot (1st of 2)\n", " plt.subplot(2,1,1)\n", " #plot Bitcoin price in blue\n", " plt.plot(df['Date'], df['close'], color='blue', linewidth=1)\n", " #set the dynamic title based on the indicator\n", " plt.title(f'Bitcoin: Close Price and {indicator_name} Over Time')\n", " #name the left side of the chart\n", " plt.ylabel('Close Price (USD)')\n", " #add background grid lines\n", " plt.grid(True)" ], "metadata": { "id": "Fe219tODl566" }, "execution_count": 10, "outputs": [] }, { "cell_type": "markdown", "source": [ "#" ], "metadata": { "id": "5EowF16Qmad4" } }, { "cell_type": "markdown", "source": [ "How does Bitcoin's price behave when the RSI reaches \"Overbought\" or \"Oversold\" levels?\n" ], "metadata": { "id": "0IqGr4eMmX6J" } }, { "cell_type": "code", "source": [ "plt.figure(figsize=(12,6))\n", "\n", "#use the function for the top plot\n", "plot_price_chart('RSI')\n", "\n", "#RSI plot\n", "plt.subplot(2,1,2)#move the RSI chart to the bottom (under the price chart)\n", "plt.plot(df['Date'], df['rsi'], color='purple', linewidth=1)#draws RSI line using date and RSI values\n", "plt.axhline(y=70, color='red', linestyle='--', linewidth=1, label='Overbought (70)')#horizontal line of overbought\n", "plt.axhline(y=30, color='green', linestyle='--', linewidth=1, label='Oversold (30)')#horizontal line of oversold\n", "plt.ylabel('RSI')\n", "plt.legend(loc='upper right')#shows the labels (oversold and overbought) in the top right corner\n", "plt.grid(True)\n", "\n", "plt.tight_layout()#adjust the space between the plots\n", "plt.show()#dispaly the final charts on the screen" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 607 }, "id": "WN2pp64LmEsJ", "outputId": "080cbdbe-c017-4ffc-db19-1c96cd53edaf" }, "execution_count": 11, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "The visualization demonstrates a high correlation between Bitcoin’s price action and the RSI oscillator. Historically, RSI levels above 70 (Overbought) often precede a price correction or consolidation, while levels below 30 (Oversold) suggest a potential local bottom and subsequent price recovery. However, this relationship is not deterministic; during strong trending periods, the RSI can remain in extreme zones while the price continues its momentum, indicating that RSI should be analyzed alongside other features for higher predictive accuracy." ], "metadata": { "id": "WqW2BNutnIah" } }, { "cell_type": "markdown", "source": [ "---------------------------------------------------------------------------" ], "metadata": { "id": "scHbaweUnJc3" } }, { "cell_type": "markdown", "source": [ "Does the Stoch RSI identify price reversals faster than the standard RSI due to its aggressive movement?" ], "metadata": { "id": "20X3H56InpCU" } }, { "cell_type": "code", "source": [ "plt.figure(figsize=(12,6))\n", "\n", "#use the function for the top plot\n", "plot_price_chart('Stoch RSI')\n", "\n", "#STOCH RSI plot\n", "plt.subplot(2,1,2)\n", "plt.plot(df['Date'], df['stoch_rsi_d'] * 100, color='orange', linewidth=1)#multiply by 100 to convert decimals to percentage\n", "plt.axhline(y=70, color='red', linestyle='--', linewidth=1, label='Overbought (70)')\n", "plt.axhline(y=30, color='green', linestyle='--', linewidth=1, label='Oversold (30)')\n", "plt.ylim(0, 100)#Fix the Y-axis range from 0 to 100 so the chart scale is consistent\n", "plt.ylabel('Stoch RSI')\n", "plt.legend(loc='upper right')\n", "plt.grid(True)\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 607 }, "id": "mGJQ831omJIg", "outputId": "b2078c99-57e3-443c-8eae-28d772f4ef50" }, "execution_count": 12, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "The analysis indicates that the Stoch RSI exhibits high sensitivity to Bitcoin's price movements compared to the standard RSI. While both indicators follow price trends, the Stoch RSI reacts more aggressively, reaching overbought or oversold thresholds significantly faster. This suggests that while Stoch RSI can identify potential reversals earlier, it may also introduce more 'noise' (false signals) during periods of high volatility, whereas the standard RSI provides a more filtered and stable trend confirmation." ], "metadata": { "id": "6l5PeKHvnxBq" } }, { "cell_type": "markdown", "source": [ "---------------------------------------------------------------------------" ], "metadata": { "id": "KO_z7F5Onx4u" } }, { "cell_type": "markdown", "source": [ "Is there a correlation between MACD trend-line crossovers and major price breakouts?" ], "metadata": { "id": "1NCaZkJ5n7T_" } }, { "cell_type": "code", "source": [ "plt.figure(figsize=(12,6))\n", "\n", "#use the function for the top plot\n", "plot_price_chart('MACD')\n", "\n", "#MACD plot\n", "plt.subplot(2,1,2)\n", "plt.plot(df['Date'], df['macd'], color='black', linewidth=1, label='MACD')\n", "plt.axhline(y=0, color='black', linestyle='--', linewidth=0.8)\n", "plt.ylabel('MACD')\n", "plt.legend(loc='upper right')\n", "plt.grid(True)\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 607 }, "id": "YzRhGyaJmNUS", "outputId": "4b20f491-0b46-4c7a-fd60-eae1be4eda98" }, "execution_count": 13, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "The visualization demonstrates that MACD Zero-line crossovers serve as significant indicators for identifying shifts in Bitcoin's price trajectory. The analysis shows that when the MACD line crosses above the zero-threshold, it signals a transition into a bullish regime, often acting as a precursor to a sustained price increase. Conversely, a crossover below the zero line indicates a shift toward bearish momentum. While the MACD is inherently a lagging indicator, the data confirms a strong correlation between these crossover events and the initiation of major price breakouts, making it a reliable feature for trend confirmation within this specific dataset." ], "metadata": { "id": "bAI215oe8-3V" } }, { "cell_type": "markdown", "source": [ "-------------------------------\n" ], "metadata": { "id": "h-Y3cHUlqkTx" } }, { "cell_type": "markdown", "source": [ "**Summary & Research Insights**\n", "\n", "1.Price Outliers & Trends:\n", "In our first graph, we found that the price outliers (the red dots) aren't random. They usually appear in groups during big market crashes or huge jumps (what we call volatility clustering). We decided to keep these outliers because they represent real, important market events that the model needs to learn.\n", "\n", "2.Trading Volume:\n", "We checked if volume can predict price moves using a scatter plot. The regression line was flat, which proves that trading volume alone isn't enough to tell us where the price is going. This is why we need more advanced indicators.\n", "\n", "3.The Indicators (RSI, Stoch RSI, MACD):\n", "Looking at the graphs, we saw that each indicator gives us a different piece of the puzzle:\n", "\n", "RSI: Perfect for seeing when Bitcoin is \"Overbought\" or \"Oversold.\"\n", "\n", "Stochastic RSI: Much more aggressive and fast. it gives us \"early warnings\" before the regular RSI even moves.\n", "\n", "MACD: The crossovers are the best signal for confirming a new price breakout or a change in trend.\n", "#\n", "**Final Conclusion for Modeling:**\n", "\n", "The EDA process successfully \"told the story\" of Bitcoin's price dynamics. We concluded that price movements are more closely correlated with momentum shifts and trend confirmations (as captured by MACD and RSI) than with simple volume spikes." ], "metadata": { "id": "3qod1HNQLdQ8" } }, { "cell_type": "markdown", "source": [ "


\n", "\n", "---\n", "\n", "


" ], "metadata": { "id": "zrIvgbNoIPU6" } }, { "cell_type": "markdown", "source": [ "# **Part 3: README file**\n", "\n", "1. Upload the dataset to HuggingFace.\n", "\n", "2. Upload your work (this notebook) as a `.ipynb` file your HF's Dataset.\n", "\n", "3. Create a `README` file in a Markdown format. This page should include the end result of your work. Meaning include the visualizations, Questions, Answers, insights, Decisions, and more.\n" ], "metadata": { "id": "TxKHPqppIPZT" } }, { "cell_type": "markdown", "source": [], "metadata": { "id": "EfniaMYBK6sK" } }, { "cell_type": "code", "source": [ "df.to_csv('_Assigment_1_EDA.csv', index=False)" ], "metadata": { "id": "uLxQ5tJQK6xG" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [], "metadata": { "id": "0GnQN63RK61Q" } }, { "cell_type": "code", "source": [], "metadata": { "id": "euWXtGKHK65d" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "


\n", "\n", "---\n", "\n", "


" ], "metadata": { "id": "hkerNEsMIPbK" } }, { "cell_type": "markdown", "source": [ "# **Part 4: Presentation Video**\n", "\n", "- Record a brief video (2–3 minutes) with screen sharing of you walk through the HF's Dataset, README, notebook and sharing your process & results. Make sure to include a screen share while also recording yourself talking during the walk through.\n", "\n", "- Videos without your face talking while going ower your work wont be acceptable.\n", "\n", "- You should include:\n", " - A quick dataset overview and your main goal.\n", " - Key EDA steps and highlights of visual insights. (!)\n", " - Reflections on any challenges and lessons learned.\n" ], "metadata": { "id": "mzYCO54GIPdP" } }, { "cell_type": "markdown", "source": [ "> For help:\n", "> - Youtube [Watch this video](https://www.youtube.com/watch?v=DK7Z_nYhjjg)\n", "> - Loom [Watch this video](https://www.youtube.com/watch?v=eSCHNXTsJK8)\n", "> - Zoom [Watch this video](https://www.youtube.com/watch?v=njwbjFYCbGU)\n" ], "metadata": { "id": "si7mk6JgJurV" } }, { "cell_type": "code", "source": [], "metadata": { "id": "asKyjjGDK-GJ" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "Upload the video to the Dataset Repo, as a `MP4` file.\n", "\n", "Then include the video on the dataset README file, as follows:\n", "\n", "``\n", "\n" ], "metadata": { "id": "ksLgaMfri4gO" } }, { "cell_type": "markdown", "source": [ "Finally, attach the video to the begining of the `README` file, and make sure everything works." ], "metadata": { "id": "QJ8Rux_SY1JH" } }, { "cell_type": "code", "source": [ "# here is a simple example on including the video in the README: https://huggingface.co/miqudev/miqu-1-70b" ], "metadata": { "id": "5MBAwudTi366" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "


" ], "metadata": { "id": "hoLjb_ZrY2Nm" } }, { "cell_type": "markdown", "source": [ "# **Part 5: Moodle**" ], "metadata": { "id": "km5C5-WyjO3R" } }, { "cell_type": "markdown", "source": [ "**Submit to Moodle the link to your HF's Dataset.** \n", "\n", "> As the dataset already includes the video presentation, and the code notebook - we should haver everything there to examine.\n" ], "metadata": { "id": "Bx7dlp5xjT4r" } }, { "cell_type": "code", "source": [ "# Link example: https://huggingface.co/datasets/ido_something/name_of_ds" ], "metadata": { "id": "WZcWV_6KbE9s" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "\n" ], "metadata": { "id": "ZXm5K6q-KM0S" } }, { "cell_type": "markdown", "source": [ "\n", "---\n", "\n", "Good luck and have fun exploring your first DS project!" ], "metadata": { "id": "rN8TJ_5oIPfm" } } ] }