analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sqlalchemy import create_engine, MetaData, Table, Column, Integer, String, select, Float, DateTime, or_\n",
    "from sqlalchemy.orm import Session\n",
    "from sqlalchemy.sql import func\n",
    "from urllib.parse import quote_plus\n",
    "from collections import defaultdict\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sqlalchemy import inspect\n",
    "from scipy import stats\n",
    "import matplotlib.pyplot as plt\n",
    "import transformed_data as td\n",
    "import statsmodels.api as sm\n",
    "from statsmodels.stats.multicomp import pairwise_tukeyhsd\n",
    "from bioinfokit.analys import stat\n",
    "import random\n",
    "meta = MetaData()\n",
    "USERNAME = 'qazal'\n",
    "PASSWORD = '6857'\n",
    "SERVER = 'localhost'\n",
    "engine = create_engine(f'mysql+pymysql://{USERNAME}:{PASSWORD}@{SERVER}:3306/crypto' ,echo = False)\n",
    "conn = engine.connect()\n",
    "session = Session(engine)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cryptopricetimes = Table(\n",
    "    'cryptopricetimes', \n",
    "    meta,\n",
    "    autoload_with=engine\n",
    ")\n",
    "cryptocurrencies = Table(\n",
    "    'cryptocurrencies', \n",
    "    meta,\n",
    "    autoload_with=engine\n",
    ")\n",
    "cryptodailyhistory = Table(\n",
    "    'cryptodailyhistory', \n",
    "    meta,\n",
    "    autoload_with=engine\n",
    ")\n",
    "cryptohistoricalprices = Table(\n",
    "    'cryptohistoricalprices', \n",
    "    meta,\n",
    "    autoload_with=engine\n",
    ")\n",
    "cryptopricetypes = Table(\n",
    "    'cryptopricetypes', \n",
    "    meta,\n",
    "    autoload_with=engine\n",
    ")\n",
    "cryptotags = Table(\n",
    "    'cryptotags', \n",
    "    meta,\n",
    "    autoload_with=engine\n",
    ")\n",
    "dates = Table(\n",
    "    'dates', \n",
    "    meta,\n",
    "    autoload_with=engine\n",
    ")\n",
    "tags = Table(\n",
    "    'tags', \n",
    "    meta,\n",
    "    autoload_with=engine\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Q1:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds = select(cryptodailyhistory.c.crypto_id, cryptodailyhistory.c.date_id,cryptodailyhistory.c.market_cap, cryptodailyhistory.c.volume).select_from(cryptodailyhistory)\n",
    "conn = engine.connect()\n",
    "result = conn.execute(ds)\n",
    "dfs = pd.DataFrame(result.fetchall(), columns=[\"crypto_id\",\"date_id\",\"market_cap\", \"volume\"])\n",
    "dfs = dfs[dfs['date_id'] == 1]\n",
    "dfs = dfs[dfs['volume'] <= 40000000]\n",
    "dfs = dfs[dfs['market_cap'] <= 1000000000]\n",
    "\n",
    "X = dfs['market_cap'].values.reshape(-1, 1)\n",
    "y = dfs['volume'].values\n",
    "\n",
    "model = LinearRegression()\n",
    "model.fit(X, y)\n",
    "\n",
    "y_pred = model.predict(X)\n",
    "\n",
    "plt.scatter(X, y, label='Data Points')\n",
    "plt.plot(X, y_pred, color='red', label='Regression Line')\n",
    "plt.xlabel('Market Cap')\n",
    "plt.ylabel('Volume')\n",
    "plt.legend()\n",
    "plt.title('Scatter Plot with Linear Regression')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"direction: rtl; text-align: right;\">\n",
    "    در این نمودار مشاهده میکنیم که کوین هایی که مارکت کپ بیشتری دارند، حجم معاملاتی بیشتری نیز دارند که برای این مفهوم با استفاده از رگرسیون مشاهده میکنیم که این دو تقریبا رابطه ای خطی دارند\n",
    "<div/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Q2:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "351.0 Bitcoin  and  Wrapped Bitcoin\n",
      "322.0 Decentraland  and  The Sandbox\n",
      "317.0 Enjin Coin  and  The Sandbox\n",
      "317.0 Ethereum  and  Gnosis\n",
      "314.0 Ethereum  and  Wrapped Bitcoin\n",
      "311.0 Decentraland  and  Oasis Network\n",
      "310.0 Axie Infinity  and  The Sandbox\n",
      "310.0 Axie Infinity  and  Decentraland\n",
      "309.0 Bitcoin  and  Ethereum\n",
      "308.0 Ankr  and  Zilliqa\n",
      "308.0 BNB  and  PancakeSwap\n",
      "308.0 ICON  and  The Sandbox\n",
      "308.0 Decentraland  and  VeChain\n",
      "307.0 Axie Infinity  and  Oasis Network\n",
      "307.0 Oasis Network  and  The Sandbox\n",
      "307.0 ICON  and  IOST\n",
      "307.0 Decentraland  and  Enjin Coin\n",
      "306.0 Cardano  and  Ethereum Classic\n",
      "306.0 0x Protocol  and  VeChain\n",
      "306.0 ICON  and  Threshold\n",
      "306.0 0x Protocol  and  ICON\n",
      "306.0 Cardano  and  Harmony\n",
      "306.0 Basic Attention Token  and  Ontology\n",
      "306.0 Ankr  and  ICON\n",
      "306.0 1inch Network  and  Oasis Network\n",
      "305.0 Avalanche  and  Holo\n",
      "305.0 Basic Attention Token  and  Oasis Network\n",
      "304.0 Tezos  and  The Sandbox\n",
      "304.0 Basic Attention Token  and  Tezos\n",
      "304.0 Tezos  and  VeChain\n"
     ]
    }
   ],
   "source": [
    "d = select(cryptopricetimes.c.crypto_price_time_id, cryptopricetimes.c.crypto_daily_id, cryptopricetimes.c.crypto_price_type_id).select_from(cryptopricetimes)\n",
    "conn = engine.connect()\n",
    "result = conn.execute(d)\n",
    "df = pd.DataFrame(result.fetchall(), columns=[\"crypto_price_time_id\", \"crypto_daily_id\", \"crypto_price_type_id\"])\n",
    "d1 = select(cryptohistoricalprices.c.crypto_price_time_id, cryptohistoricalprices.c.crypto_price).select_from(cryptohistoricalprices)\n",
    "conn = engine.connect()\n",
    "result = conn.execute(d1)\n",
    "dfp = pd.DataFrame(result.fetchall(), columns=[\"crypto_price_time_id\", \"crypto_price\"])\n",
    "d2 = select(cryptopricetypes.c.crypto_price_type_id, cryptopricetypes.c.crypto_price_type_name).select_from(cryptopricetypes)\n",
    "conn = engine.connect()\n",
    "result = conn.execute(d2)\n",
    "dft = pd.DataFrame(result.fetchall(), columns=[\"crypto_price_type_id\", \"crypto_price_type_name\"])\n",
    "d3 = select(cryptodailyhistory.c.crypto_daily_id, cryptodailyhistory.c.crypto_id).select_from(cryptodailyhistory)\n",
    "conn = engine.connect()\n",
    "result = conn.execute(d3)\n",
    "dfc = pd.DataFrame(result.fetchall(), columns=[\"crypto_daily_id\", \"crypto_id\"])\n",
    "d4 = select(cryptocurrencies.c.crypto_id, cryptocurrencies.c.crypto_name).select_from(cryptocurrencies)\n",
    "conn = engine.connect()\n",
    "result = conn.execute(d4)\n",
    "dfn = pd.DataFrame(result.fetchall(), columns=[\"crypto_id\", \"crypto_name\"])\n",
    "result = pd.merge(df, dfp, on='crypto_price_time_id', how='inner')\n",
    "result = pd.merge(result, dft, on='crypto_price_type_id', how='inner')\n",
    "result = pd.merge(result, dfc, on='crypto_daily_id', how='inner')\n",
    "result = pd.merge(result, dfn, on='crypto_id', how='inner')\n",
    "result = result.sort_values(by=['crypto_daily_id', 'crypto_price_type_id'])\n",
    "O = 0\n",
    "C = 0\n",
    "price_change_counts = {}\n",
    "for index , row in result.iterrows():\n",
    "    if (row['crypto_price_type_name'] == \"Open\" or row['crypto_price_type_name'] == \"Close\"):\n",
    "        if (row['crypto_price_type_name'] == \"Open\"):\n",
    "            O = row['crypto_price'] \n",
    "        else:\n",
    "            C = row['crypto_price'] \n",
    "            symbol = str(row['crypto_id'])\n",
    "            change = C - O\n",
    "            if symbol in price_change_counts:\n",
    "                price_change_counts[symbol].append(change)\n",
    "            else:\n",
    "                price_change_counts[symbol] = [change]\n",
    "                \n",
    "changes = np.zeros((200, 200))\n",
    "for i in range (0, 200):\n",
    "    for j in range (i + 1, 200):\n",
    "        c1 = price_change_counts[str(i + 1)]\n",
    "        c2 = price_change_counts[str(j + 1)]\n",
    "        for k in range(min(len(c1) , len(c2))):\n",
    "            if ((c1[k] < 0 and c2[k] < 0) or (c1[k] > 0 and c2[k] > 0)):\n",
    "                changes[i][j] += 1\n",
    "changes\n",
    "\n",
    "k = 30\n",
    "flat_indices = np.argpartition(changes.flatten(), -k)[-k:]\n",
    "\n",
    "row_indices, col_indices = np.unravel_index(flat_indices, changes.shape)\n",
    "\n",
    "top_30_max_values = changes[row_indices, col_indices]\n",
    "\n",
    "sorted_indices = np.argsort(top_30_max_values)[::-1]\n",
    "sorted_top_30_max_values = top_30_max_values[sorted_indices]\n",
    "sorted_row_indices = row_indices[sorted_indices]\n",
    "sorted_col_indices = col_indices[sorted_indices]\n",
    "for i in range(k):\n",
    "    C1 = dfn[dfn['crypto_id'] == sorted_row_indices[i] + 1]['crypto_name'].to_string(index=False)\n",
    "    C2 = dfn[dfn['crypto_id'] == sorted_col_indices[i] + 1]['crypto_name'].to_string(index=False)\n",
    "    if C1 <= C2:\n",
    "        print(sorted_top_30_max_values[i], C1, \" and \", C2)\n",
    "    else:\n",
    "        print(sorted_top_30_max_values[i], C2, \" and \", C1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cryptocurrencies_df = td.TransformedData.cryptocurrencies_df.copy()\n",
    "crypto_tag_df = td.TransformedData.crypto_tag_df.copy()\n",
    "tags_df = td.TransformedData.tags_df.copy()\n",
    "crypto_daily_history_df = td.TransformedData.crypto_daily_history_df.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "t1 = pd.merge(cryptocurrencies_df, crypto_tag_df, on='crypto_id', how='inner')\n",
    "t2 = pd.merge(t1, tags_df, on='tag_id', how='inner')\n",
    "t3 = t2.loc[t2.tag_name == 'Mineable']\n",
    "t4 = pd.merge(t3, crypto_daily_history_df, on='crypto_id', how='inner')\n",
    "minable_coins_volumes = t4.loc[:, ['volume']]\n",
    "minable_coins_volumes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Descriptive Statistics, Q 3:\n",
    "    Plot the 24h daily volume distribution of 'Mineable' cryptocurrencies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# low volumes\n",
    "low_volumes = minable_coins_volumes.loc[minable_coins_volumes.volume < 2e9, 'volume'].values.tolist()\n",
    "low_volumes = [0] + low_volumes + [2e9]\n",
    "\n",
    "# middle volumes\n",
    "middle_volumes = minable_coins_volumes.loc[(minable_coins_volumes.volume <= 60e9) & (minable_coins_volumes.volume >= 2e9), 'volume'].values.tolist()\n",
    "middle_volumes = [0] + middle_volumes + [60e9]\n",
    "\n",
    "# high volumes\n",
    "high_volumes = minable_coins_volumes.loc[minable_coins_volumes.volume > 60e9, 'volume'].values.tolist()\n",
    "high_volumes = high_volumes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.histplot(low_volumes, bins=20, alpha=0.5, kde=True)\n",
    "plt.title('Low volumes')\n",
    "plt.xticks([0, 0.4e9, 0.8e9, 1.2e9, 1.6e9, 2e9], ['0', '0.4B', '0.8B', '1.2B', '1.6B', '2B'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.histplot(middle_volumes, bins=10, alpha=0.5, kde=True)\n",
    "plt.xticks([0, 10e9, 20e9, 30e9, 40e9, 50e9, 60e9], ['0', '10B', '20B', '30B', '40B', '50B', '60B'])\n",
    "plt.title('Middle volumes')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.histplot(high_volumes, bins=10, alpha=0.5)\n",
    "plt.xticks([60e9, 70e9, 80e9, 90e9, 100e9, 110e9, 120e9], ['60B', '70B', '80B', '90B', '100B', '110B', '120B'])\n",
    "plt.title('High volumes')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "temp_table = pd.merge(cryptocurrencies_df, crypto_daily_history_df, on='crypto_id', how='inner')\n",
    "cryptoname_volume = temp_table.loc[:, ['crypto_name', 'volume']]\n",
    "cryptoname_volume"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Q4:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Correlation Matrix')"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dm = select(cryptodailyhistory.c.crypto_daily_id, cryptodailyhistory.c.crypto_id, cryptodailyhistory.c.date_id,cryptodailyhistory.c.market_cap).select_from(cryptodailyhistory)\n",
    "conn = engine.connect()\n",
    "result = conn.execute(dm)\n",
    "dfm = pd.DataFrame(result.fetchall(), columns=[\"crypto_daily_id\", \"crypto_id\",\"date_id\",\"market_cap\"])\n",
    "coin_names = ['Bitcoin', 'Ethereum', 'Tether USDt', 'BNB', 'XRP', 'USD Coin', 'Cardano', 'Dogecoin', 'Solana', 'TRON',\n",
    "            'Polkadot', 'Dai', 'Polygon', 'Toncoin', 'Litecoin', 'Shiba Inu']\n",
    "data_rows = []\n",
    "for i in range(1, 11):\n",
    "    x = dfm[dfm['date_id'] == i]\n",
    "    x = x.sort_values(by=['market_cap'], ascending=False)\n",
    "    top_16 = x.head(16)\n",
    "    res = pd.merge(top_16, df, on='crypto_daily_id', how='inner')\n",
    "    res = pd.merge(res, dfp, on='crypto_price_time_id', how='inner')\n",
    "    res = res[(res['crypto_price_type_id'] == 1) | (res['crypto_price_type_id'] == 2)]\n",
    "    res\n",
    "    t = 0\n",
    "    pl = np.zeros(16)\n",
    "    for index , row in res.iterrows():\n",
    "        if (index % 2 == 0):\n",
    "            t = t - row['crypto_price']\n",
    "        else:\n",
    "            t = t + row['crypto_price']\n",
    "            pl[row['crypto_id'] - 1] = t\n",
    "            t = 0\n",
    "    data_rows.append(dict(zip(coin_names, pl)))\n",
    "pll = pd.DataFrame(data_rows)\n",
    "fig2, ax2 = plt.subplots(figsize=(20, 18))\n",
    "corr = pll.corr()\n",
    "sns.heatmap(corr, annot=True, xticklabels=corr.columns.values, yticklabels=corr.columns.values, cmap='coolwarm')\n",
    "ax2.set_title('Correlation Matrix')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"direction: rtl; text-align: right;\">\n",
    "همانطور که از ماتریس همبستگی مشخص است، ارز هایی که در تعداد روز های بیشتری تغییرات قیمت همسو داشته اند، همبستگی بیشتری دارند\n",
    "<div/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Q5:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "res1 = session.query(\n",
    "    cryptohistoricalprices.c.crypto_price,\n",
    "    cryptopricetimes.c.crypto_daily_id,\n",
    "    cryptopricetimes.c.crypto_price_type_id,\n",
    "    dates.c.date,\n",
    "    cryptocurrencies.c.crypto_name,\n",
    "    cryptodailyhistory.c.volume\n",
    ").filter(\n",
    "    cryptohistoricalprices.c.crypto_price_time_id == cryptopricetimes.c.crypto_price_time_id\n",
    ").filter(\n",
    "    cryptopricetimes.c.crypto_daily_id == cryptodailyhistory.c.crypto_daily_id,\n",
    "    cryptodailyhistory.c.crypto_id == cryptocurrencies.c.crypto_id,\n",
    "    dates.c.date_id == cryptodailyhistory.c.date_id\n",
    ").filter(\n",
    "    or_(\n",
    "        cryptopricetimes.c.crypto_price_type_id == 1,\n",
    "        cryptopricetimes.c.crypto_price_type_id == 2\n",
    "    )\n",
    ").all()\n",
    "\n",
    "data_dict = defaultdict(lambda: {'price_type_1': None, 'price_type_2': None, 'volume': None, 'crypto_name': None})\n",
    "\n",
    "for row in res1:\n",
    "    crypto_price, daily_id, price_type_id, date, crypto_name, volume = row\n",
    "    if price_type_id == 1:\n",
    "        data_dict[daily_id]['price_type_1'] = crypto_price\n",
    "    elif price_type_id == 2:\n",
    "        data_dict[daily_id]['price_type_2'] = crypto_price\n",
    "    data_dict[daily_id]['volume'] = volume\n",
    "    data_dict[daily_id]['crypto_name'] = crypto_name\n",
    "\n",
    "data_dict = {k: v for k, v in data_dict.items() if v.get('price_type_1') is not None and v.get('price_type_2') is not None}\n",
    "\n",
    "for daily_id, data in data_dict.items():\n",
    "    data['price_difference'] = data['price_type_2'] - data['price_type_1']\n",
    "\n",
    "entries = list(data_dict.values())\n",
    "sorted_entries = sorted(entries, key=lambda x: x['price_difference'], reverse=True)\n",
    "max_price_diff_dict = {}\n",
    "\n",
    "for entry in sorted_entries:\n",
    "    crypto_name = entry[\"crypto_name\"]\n",
    "    price_diff = entry[\"price_difference\"]\n",
    "    volume = entry[\"volume\"]\n",
    "    if crypto_name not in max_price_diff_dict or price_diff > max_price_diff_dict[crypto_name][\"price_difference\"]:\n",
    "        max_price_diff_dict[crypto_name] = entry\n",
    "\n",
    "top_10_max_price_diff = sorted(max_price_diff_dict.values(), key=lambda x: x[\"price_difference\"], reverse=True)[:10]\n",
    "\n",
    "for entry in top_10_max_price_diff:\n",
    "    entry[\"volume\"] = max_price_diff_dict[entry[\"crypto_name\"]][\"volume\"]\n",
    "\n",
    "crypto_names = [entry['crypto_name'] for entry in top_10_max_price_diff]\n",
    "volumes = [float(entry['volume']) for entry in top_10_max_price_diff]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(16, 9))\n",
    "\n",
    "ax.barh(crypto_names, volumes, color='#164B60')\n",
    "\n",
    "for i, v in enumerate(volumes):\n",
    "    ax.text(v + 3, i, f'{v:.2f}', color='black', va='center')\n",
    "\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.invert_yaxis()\n",
    "\n",
    "plt.xlabel('Volume')\n",
    "plt.ylabel('Crypto Name')\n",
    "plt.title('Volume of Crypto Name')\n",
    "plt.xscale('log')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Estimate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(561714214.7183013, 1260729137.9706135)"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random_crypto_ids = session.query(cryptodailyhistory.c.crypto_id) \\\n",
    "    .distinct() \\\n",
    "    .order_by(func.random()) \\\n",
    "    .limit(40) \\\n",
    "    .all()\n",
    "crypto_data_with_avg_volume = []\n",
    "\n",
    "for crypto_id in random_crypto_ids:\n",
    "    crypto_data = session.query(cryptodailyhistory.c.volume) \\\n",
    "        .filter(cryptodailyhistory.c.crypto_id == crypto_id[0]) \\\n",
    "        .all()\n",
    "\n",
    "    volumes = [result[0] for result in crypto_data]\n",
    "    avg_volume = sum(volumes) / len(volumes)\n",
    "    crypto_data_with_avg_volume.append((crypto_id, avg_volume))\n",
    "\n",
    "avg_volumes = [float(data[1]) for data in crypto_data_with_avg_volume]\n",
    "mean_avg_volumes = np.mean(avg_volumes)\n",
    "t_multiplier = stats.t.ppf((1 + 0.98) / 2, df=40-1)\n",
    "margin_of_error = t_multiplier * (mean_avg_volumes / np.sqrt(40))\n",
    "lower_bound = mean_avg_volumes - margin_of_error\n",
    "upper_bound = mean_avg_volumes + margin_of_error\n",
    "lower_bound,upper_bound\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hypothesis Test\n",
    "Q1:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "res2 =session.query(\n",
    "    cryptohistoricalprices.c.crypto_price,\n",
    "    cryptopricetimes.c.crypto_daily_id,\n",
    "    cryptopricetimes.c.crypto_price_type_id,\n",
    "    dates.c.date,\n",
    "    dates.c.date_id,\n",
    ").filter(\n",
    "    cryptohistoricalprices.c.crypto_price_time_id == cryptopricetimes.c.crypto_price_time_id\n",
    ").filter(\n",
    "    cryptopricetimes.c.crypto_daily_id == cryptodailyhistory.c.crypto_daily_id,\n",
    "    cryptodailyhistory.c.crypto_id == cryptocurrencies.c.crypto_id,\n",
    "    dates.c.date_id == cryptodailyhistory.c.date_id\n",
    ").filter(\n",
    "    or_(\n",
    "        cryptopricetimes.c.crypto_price_type_id == 1,\n",
    "        cryptopricetimes.c.crypto_price_type_id == 2\n",
    "    )\n",
    ").all()\n",
    "\n",
    "day_names_dict = {}\n",
    "\n",
    "for result in res2:\n",
    "    day_of_week = result[3].weekday()\n",
    "    days_of_week_names = [\"Monday\", \"Tuesday\", \"Wednesday\",'Thursday','Friday','Saturday', \"Sunday\"]\n",
    "    day_name = days_of_week_names[day_of_week]\n",
    "    day_names_dict[result[4]] = day_name\n",
    "\n",
    "res2 = [(result[0], result[1], result[2], result[3], result[4], day_names_dict[result[4]]) for result in res2]\n",
    "data_dict = {}\n",
    "\n",
    "for row in res2:\n",
    "    crypto_price, daily_id, price_type_id, date, date_id, day_name = row\n",
    "    if daily_id not in data_dict:\n",
    "        data_dict[daily_id] = {'price_type_1': None, 'price_type_2': None, 'day_name': day_name}\n",
    "    if price_type_id == 1:\n",
    "        data_dict[daily_id]['price_type_1'] = crypto_price\n",
    "    elif price_type_id == 2:\n",
    "        data_dict[daily_id]['price_type_2'] = crypto_price\n",
    "\n",
    "for daily_id, data in data_dict.items():\n",
    "    price_type_1 = data['price_type_1']\n",
    "    price_type_2 = data['price_type_2']\n",
    "    if price_type_1 is not None and price_type_2 is not None:\n",
    "        price_difference = price_type_2 - price_type_1\n",
    "        data['price_difference'] = price_difference\n",
    "\n",
    "data_dict = {k: v for k, v in data_dict.items()}\n",
    "\n",
    "price_diffs_weekdays = [data['price_difference'] for data in data_dict.values() if data.get('day_name') in ['Tuesday', 'Monday', 'Sunday'] and 'price_difference' in data]\n",
    "average_price_diff_weekdays = sum(price_diffs_weekdays) / len(price_diffs_weekdays) if price_diffs_weekdays else None\n",
    "\n",
    "\n",
    "price_diffs_weekends = [data['price_difference'] for data in data_dict.values() if data.get('day_name') in ['Thursday','Friday','Saturday'] and 'price_difference' in data]\n",
    "average_price_diff_weekends = sum(price_diffs_weekends) / len(price_diffs_weekends) if price_diffs_weekends else None\n",
    "\n",
    "labels = ['Sunday-Monday-Tuesday','Thursday-Friday-Saturday']\n",
    "values = [average_price_diff_weekdays, average_price_diff_weekends]\n",
    "colors = ['#0E2954','#2E8A99']\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.bar(labels, values, color=colors)\n",
    "\n",
    "plt.title('Price Differences')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"direction: rtl; text-align: right;\">\n",
    "  \n",
    "  بله تفاوت فاحشی میان دو انتخاب ممکن برای روزهای کاری وجود دارد.\n",
    "  \n",
    "  با توجه به میانگین تغییر قیمت رمزارزها در دو گروه زمانی مورد بحث، انتخاب روزهای چهارشنبه تا شنبه به عنوان روزهای کاری به نظر می‌رسد مناسب باشد.\n",
    "    \n",
    "  \n",
    "   - میانگین تغییر قیمت در روزهای \"یکشنبه، دوشنبه، سه‌شنبه\" بیشتر است که نشان دهنده فعالیت بیشتر در این روزها در بازار رمزارزها می‌باشد. \n",
    "   انتخاب روزهای \"پنجشنبه، جمعه، شنبه\" به عنوان روزهای آخر هفته، معمولاً باعث می‌شود که فعالیت بازار کمتر باشد و تغییرات قیمت نیز کاهش یابد.\n",
    "\n",
    "<div/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Q 7:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Perform t-test\n",
    "\n",
    "# H-null: The average daily trading volume of 'Bitcoin', 'Ethereum' and 'Tether USDt' is not much higher than the average daily trading volume of other cryptocurrencies.\"\n",
    "# H-alt: The average daily trading volume of 'Bitcoin', 'Ethereum' and 'Tether USDt' is much higher than the average daily trading volume of other cryptocurrencies.\"\n",
    "\n",
    "# Define Group 1 ('Bitcoin,' 'Ethereum,' and 'Tether USDt')\n",
    "group1 = ['Bitcoin', 'Ethereum', 'Tether USDt']\n",
    "\n",
    "# Filter data for Group 1\n",
    "group1_data = cryptoname_volume.loc[cryptoname_volume['crypto_name'].isin(group1), 'volume']\n",
    "\n",
    "# Filter data for Group 2 (others)\n",
    "group2_data = cryptoname_volume.loc[~cryptoname_volume['volume'].isin(group1), 'volume']\n",
    "\n",
    "# Perform independent t-test\n",
    "t_statistic, p_value = stats.ttest_ind(group1_data, group2_data, equal_var=False)\n",
    "\n",
    "# Define significance level\n",
    "alpha = 0.01\n",
    "\n",
    "# Interpret the results\n",
    "if p_value < alpha:\n",
    "    print(\"p-value (={}) is far less than alpha (={}).\".format(p_value, alpha))\n",
    "    print(\"Reject the null hypothesis.\")\n",
    "    print(\"The average daily trading volume of 'Bitcoin', 'Ethereum' and 'Tether USDt' is significantly much higher than the average daily trading volume of other cryptocurrencies.\")\n",
    "else:\n",
    "    print(\"p-value (={}) is graater than alpha (={}).\".format(p_value, alpha))\n",
    "    print(\"Fail to reject the null hypothesis.\")\n",
    "    print(\"No significant difference in average daily trading volume of 'Bitcoin', 'Ethereum' and 'Tether USDt' and average daily trading volume of other cryptocurrencies.\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Conlusion:\n",
    "    p-value (=4.960064018232957e-230) is far less than alpha (=0.01) so,\n",
    "    The average daily trading volume of 'Bitcoin', 'Ethereum' and 'Tether USDt' is significantly much higher than the average daily trading volume of other cryptocurrencies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "\n",
    "# Perform one-way ANOVA\n",
    "\n",
    "# H-null: All groups have the same mean daily trading volume\n",
    "# H-alt: At least one group has a different mean daily trading volume\n",
    "\n",
    "model = sm.formula.ols('volume ~ crypto_name', data=cryptoname_volume).fit()\n",
    "anova_table = sm.stats.anova_lm(model, typ=2)\n",
    "\n",
    "# Define significance level\n",
    "alpha = 0.01\n",
    "\n",
    "# Interpret the results\n",
    "if anova_table['PR(>F)'][0] < alpha:\n",
    "    print(\"Reject the null hypothesis.\")\n",
    "    print(\"At least one group has a different mean daily trading volume.\")\n",
    "    \n",
    "    # Perform multiple pairwise comparison (Tukey's HSD)\n",
    "    print(\"*******************************************************\")\n",
    "    print(\"Performing multiple pairwise comparison (Tukey's HSD): \")\n",
    "    res = stat()\n",
    "    res.tukey_hsd(df=cryptoname_volume, res_var='volume', xfac_var='crypto_name', anova_model='volume ~ crypto_name')\n",
    "    pairwise_talbe = res.tukey_summary.loc[\n",
    "        (res.tukey_summary.group1 == 'Bitcoin') | \n",
    "        (res.tukey_summary.group1 == 'Ethereum') | \n",
    "        (res.tukey_summary.group1 == 'Tether USDt'),\n",
    "        ['group1', 'group2', 'p-value']\n",
    "    ]\n",
    "    \n",
    "    pairwise_talbe['reject'] = pairwise_talbe.loc[:, 'p-value'] < alpha\n",
    "    print(pairwise_talbe)\n",
    "    \n",
    "    if pairwise_talbe['reject'].all():    \n",
    "        print(\n",
    "            \"Conclusion:\", \n",
    "                    \"1. The average daily trading volume of 'Bitcoin' is significantly far higher than the average daily trading volume of any other cryptocurrencies.\",\n",
    "                    \"2. The average daily trading volume of 'Ethereum' is significantly far higher than the average daily trading volume of any other cryptocurrencies.\", \n",
    "                    \"3. The average daily trading volume of 'Tether USDt' is significantly far higher than the average daily trading volume of any other cryptocurrencies.\",\n",
    "                    sep=\"\\n\"\n",
    "        )\n",
    "    \n",
    "else:\n",
    "    print(\"Fail to reject the null hypothesis.\")\n",
    "    print(\"No significant difference in average daily trading volume among groups.\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Conlusion:\n",
    "1. The average daily trading volume of 'Bitcoin' is significantly far higher than the average daily trading volume of any other cryptocurrencies.\n",
    "\n",
    "2. The average daily trading volume of 'Ethereum' is significantly far higher than the average daily trading volume of any other cryptocurrencies.\n",
    "\n",
    "3. The average daily trading volume of 'Tether USDt' is significantly far higher than the average daily trading volume of any other cryptocurrencies."
   ]
  }
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