{ "cells": [ { "cell_type": "code", "execution_count": 33, "id": "4937ef6f-0dc7-4dee-8a5b-0501f5066daa", "metadata": {}, "outputs": [], "source": [ "import requests\n", "from datetime import date, timedelta, datetime\n", "import time\n", "import pandas as pd\n", "from os.path import exists" ] }, { "cell_type": "code", "execution_count": 34, "id": "59d6bfcd-0654-4888-b9ab-83f5f09f3d43", "metadata": {}, "outputs": [], "source": [ "def create_assets(total_coins=100):\n", " url = \"https://api.coincap.io/v2/assets\"\n", "\n", " # N.B. here adampt the params dict to only request what you need\n", " payload={'limit': total_coins}\n", " headers = {}\n", "\n", " assets_json = requests.request(\"GET\", url, params=payload, headers=headers).json()\n", " return assets_json" ] }, { "cell_type": "code", "execution_count": 35, "id": "33610a50-83ad-4ce5-b271-6646b88844b0", "metadata": {}, "outputs": [], "source": [ "def gen_symbols(assets_json):\n", " symbols_list = []\n", " names_list = []\n", " ids_list =[]\n", " for dict in assets_json['data']:\n", " symbols_list.append(dict['symbol'])\n", " names_list.append(dict['name'])\n", " ids_list.append(dict['id'])\n", " return symbols_list, names_list, ids_list" ] }, { "cell_type": "code", "execution_count": 36, "id": "c99999c1-28ee-40ad-a6e9-6c96924a7129", "metadata": {}, "outputs": [], "source": [ "def load_histories(coin_ids, start, end):\n", " url = \"http://api.coincap.io/v2/assets/{}/history\"\n", "\n", " payload={'interval':'d1', 'start':start, 'end':end}\n", " headers = {}\n", "\n", " histories_dict = {}\n", " for id in coin_ids:\n", " response_histories = requests.request(\"GET\", url.format(id), headers=headers, params=payload)\n", " histories_json = response_histories.json()\n", " histories_dict[id] = histories_json['data']\n", " return histories_dict" ] }, { "cell_type": "code", "execution_count": 37, "id": "8e925370-1cad-4778-a493-618fbfc7f2e0", "metadata": {}, "outputs": [], "source": [ "# convert string to datetime.date\n", "def date_conv(date):\n", " return datetime.strptime(date, '%Y-%m-%d').date()" ] }, { "cell_type": "code", "execution_count": 38, "id": "707b6ab6-d83d-4ec9-8af8-572df067a4e1", "metadata": {}, "outputs": [], "source": [ "def create_unix_dates(today=date.today(), lookback_years = 5):\n", " '''\n", " A function to create start_unix and end_unix times in UNIX time in milliseconds\n", " '''\n", " start_datetime = today-timedelta(365*lookback_years)\n", " start_unix = int(time.mktime(start_datetime.timetuple()) * 1000)\n", " end_unix = int(time.mktime(date.today().timetuple()) * 1000)\n", " return start_unix, end_unix" ] }, { "cell_type": "code", "execution_count": 52, "id": "cee6d439-fc64-45c6-bea2-3902e9f1ce55", "metadata": {}, "outputs": [], "source": [ "def create_histories_df(coin_ids, start_unix, end_unix):\n", " '''\n", " A function to create a dataframe of historical prices for all of the \n", " crypto currencies in the coin_ids=ids list, over a period of\n", " lookback_years = 5.\n", " N.B. This code uses the data for bitcoin as the first dataframe on which\n", " other temp_df are outer joined from the right. This is because bitcoin \n", " has the longest history.\n", " '''\n", " print('Downloading data from coincap.io, may take several minutes...')\n", " \n", " # download histories from coincap.io\n", " histories_dict = load_histories(coin_ids, start_unix, end_unix)\n", " \n", " # convert all dates in histories_dict to python datetime.date objects and remove 'time' key\n", " for id in coin_ids:\n", " for dict in histories_dict[id]:\n", " dict.pop('time')\n", " dict['priceUsd']=float(dict['priceUsd'])\n", " dict['date'] = date_conv(dict['date'][0:10])\n", " \n", " # convert histories_dict to pd.DataFrame\n", " histories_df = pd.json_normalize(histories_dict['bitcoin'])\n", " histories_df = histories_df.set_index('date', drop=True)\n", " for id in [x for x in coin_ids if x != \"bitcoin\"]:\n", " temp_df = pd.json_normalize(histories_dict[id])\n", " temp_df = temp_df.set_index('date', drop=True)\n", " histories_df = histories_df.merge(temp_df, how='outer', left_index=True, right_index=True)\n", " \n", " histories_df.columns = coin_ids\n", " return histories_df\n", " " ] }, { "cell_type": "code", "execution_count": 79, "id": "b4129ae7-034b-4210-98e8-d3bdec5219b9", "metadata": {}, "outputs": [], "source": [ "# put cache decorator on this finction\n", "assets_json = create_assets(total_coins=100)" ] }, { "cell_type": "code", "execution_count": 80, "id": "7f199fa9-1803-40b9-a7f0-c39dbb2c3735", "metadata": {}, "outputs": [], "source": [ "# put cache decorator on this finction\n", "symbols, names, coin_ids = gen_symbols(assets_json)" ] }, { "cell_type": "code", "execution_count": 81, "id": "acdf6c39-b3ff-4978-b3f0-e66290ef759d", "metadata": {}, "outputs": [], "source": [ "start_unix, end_unix = create_unix_dates(today=date.today(),lookback_years = 5)" ] }, { "cell_type": "code", "execution_count": 82, "id": "8266876b-79bf-42d4-9bab-bfa1b4b64d9b", "metadata": {}, "outputs": [], "source": [ "histories_dict = load_histories(coin_ids, start_unix, end_unix)" ] }, { "cell_type": "code", "execution_count": 50, "id": "b02e0c4e-16eb-451d-919a-a697623449eb", "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "{'bitcoin': [{'priceUsd': '39147.8638098693520315',\n", " 'time': 1621382400000,\n", " 'date': '2021-05-19T00:00:00.000Z'},\n", " {'priceUsd': '39865.2257138631182931',\n", " 'time': 1621468800000,\n", " 'date': '2021-05-20T00:00:00.000Z'},\n", " {'priceUsd': '39161.3031174275061390',\n", " 'time': 1621555200000,\n", " 'date': '2021-05-21T00:00:00.000Z'},\n", " {'priceUsd': '37543.6829244262777489',\n", " 'time': 1621641600000,\n", " 'date': '2021-05-22T00:00:00.000Z'},\n", " {'priceUsd': '35095.1658253822589551',\n", " 'time': 1621728000000,\n", " 'date': '2021-05-23T00:00:00.000Z'},\n", " {'priceUsd': '37105.8657082232936165',\n", " 'time': 1621814400000,\n", " 'date': '2021-05-24T00:00:00.000Z'},\n", " {'priceUsd': '38419.2573581555758190',\n", " 'time': 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'2022-04-10T00:00:00.000Z'},\n", " {'priceUsd': '407.7797402933550401',\n", " 'time': 1649635200000,\n", " 'date': '2022-04-11T00:00:00.000Z'},\n", " {'priceUsd': '407.7741519919476908',\n", " 'time': 1649721600000,\n", " 'date': '2022-04-12T00:00:00.000Z'},\n", " {'priceUsd': '419.5730619014527502',\n", " 'time': 1649808000000,\n", " 'date': '2022-04-13T00:00:00.000Z'},\n", " {'priceUsd': '419.0813566959067373',\n", " 'time': 1649894400000,\n", " 'date': '2022-04-14T00:00:00.000Z'},\n", " {'priceUsd': '417.4532063973706469',\n", " 'time': 1649980800000,\n", " 'date': '2022-04-15T00:00:00.000Z'},\n", " {'priceUsd': '416.3948938351659823',\n", " 'time': 1650067200000,\n", " 'date': '2022-04-16T00:00:00.000Z'},\n", " {'priceUsd': '415.6311862987750920',\n", " 'time': 1650153600000,\n", " 'date': '2022-04-17T00:00:00.000Z'},\n", " {'priceUsd': '407.6649620036524781',\n", " 'time': 1650240000000,\n", " 'date': '2022-04-18T00:00:00.000Z'},\n", " {'priceUsd': '419.7887620279774575',\n", " 'time': 1650326400000,\n", " 'date': '2022-04-19T00:00:00.000Z'},\n", " {'priceUsd': '422.1933402394982107',\n", " 'time': 1650412800000,\n", " 'date': '2022-04-20T00:00:00.000Z'},\n", " {'priceUsd': '418.9245906396741913',\n", " 'time': 1650499200000,\n", " 'date': '2022-04-21T00:00:00.000Z'},\n", " {'priceUsd': '409.3826091466694549',\n", " 'time': 1650585600000,\n", " 'date': '2022-04-22T00:00:00.000Z'},\n", " {'priceUsd': '405.8576653736674164',\n", " 'time': 1650672000000,\n", " 'date': '2022-04-23T00:00:00.000Z'},\n", " {'priceUsd': '403.2264004890194059',\n", " 'time': 1650758400000,\n", " 'date': '2022-04-24T00:00:00.000Z'},\n", " {'priceUsd': '395.1887037014342624',\n", " 'time': 1650844800000,\n", " 'date': '2022-04-25T00:00:00.000Z'},\n", " {'priceUsd': '396.9515478349328549',\n", " 'time': 1650931200000,\n", " 'date': '2022-04-26T00:00:00.000Z'},\n", " {'priceUsd': '390.4372409730376482',\n", " 'time': 1651017600000,\n", " 'date': '2022-04-27T00:00:00.000Z'},\n", " {'priceUsd': '399.8630931193048666',\n", " 'time': 1651104000000,\n", " 'date': '2022-04-28T00:00:00.000Z'},\n", " {'priceUsd': '399.9960539611424351',\n", " 'time': 1651190400000,\n", " 'date': '2022-04-29T00:00:00.000Z'},\n", " {'priceUsd': '394.6780502294345093',\n", " 'time': 1651276800000,\n", " 'date': '2022-04-30T00:00:00.000Z'},\n", " {'priceUsd': '386.0425625948540438',\n", " 'time': 1651363200000,\n", " 'date': '2022-05-01T00:00:00.000Z'},\n", " {'priceUsd': '389.2069802247551525',\n", " 'time': 1651449600000,\n", " 'date': '2022-05-02T00:00:00.000Z'},\n", " {'priceUsd': '387.3378538798995978',\n", " 'time': 1651536000000,\n", " 'date': '2022-05-03T00:00:00.000Z'},\n", " {'priceUsd': '391.7769950309583687',\n", " 'time': 1651622400000,\n", " 'date': '2022-05-04T00:00:00.000Z'},\n", " {'priceUsd': '394.0009321169327402',\n", " 'time': 1651708800000,\n", " 'date': '2022-05-05T00:00:00.000Z'},\n", " {'priceUsd': '379.1577736002105705',\n", " 'time': 1651795200000,\n", " 'date': '2022-05-06T00:00:00.000Z'},\n", " {'priceUsd': '376.5399814151459469',\n", " 'time': 1651881600000,\n", " 'date': '2022-05-07T00:00:00.000Z'},\n", " {'priceUsd': '360.0959800555931531',\n", " 'time': 1651968000000,\n", " 'date': '2022-05-08T00:00:00.000Z'},\n", " {'priceUsd': '332.8024852423291161',\n", " 'time': 1652054400000,\n", " 'date': '2022-05-09T00:00:00.000Z'},\n", " {'priceUsd': '319.4201516525066091',\n", " 'time': 1652140800000,\n", " 'date': '2022-05-10T00:00:00.000Z'},\n", " {'priceUsd': '297.3898655090924890',\n", " 'time': 1652227200000,\n", " 'date': '2022-05-11T00:00:00.000Z'},\n", " {'priceUsd': '261.9241061111955087',\n", " 'time': 1652313600000,\n", " 'date': '2022-05-12T00:00:00.000Z'},\n", " {'priceUsd': '298.7930293608914094',\n", " 'time': 1652400000000,\n", " 'date': '2022-05-13T00:00:00.000Z'},\n", " {'priceUsd': '287.3927157418903443',\n", " 'time': 1652486400000,\n", " 'date': '2022-05-14T00:00:00.000Z'},\n", " {'priceUsd': '298.2107301245594047',\n", " 'time': 1652572800000,\n", " 'date': '2022-05-15T00:00:00.000Z'},\n", " {'priceUsd': '298.8575522579206131',\n", " 'time': 1652659200000,\n", " 'date': '2022-05-16T00:00:00.000Z'},\n", " {'priceUsd': '304.2808838400823271',\n", " 'time': 1652745600000,\n", " 'date': '2022-05-17T00:00:00.000Z'}]}" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "histories_dict" ] }, { "cell_type": "code", "execution_count": 10, "id": "326a30bc-a76c-4c39-a265-08e809934106", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading data from coincap.io, may take several minutes...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_21400/1004101742.py:32: FutureWarning: Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", " histories_df = histories_df.merge(temp_df, how='outer', left_index=True, right_index=True)\n" ] } ], "source": [ "# if histories.csv exists load it into histories_df dataframe\n", "if exists('histories.csv'):\n", " histories_df = pd.read_csv('histories.csv', index_col='date')\n", "\n", "# if histories_df exists set the last_date of the history and yesterday's date, \n", "# otherwise set last_date to False\n", "try:\n", " last_date = date_conv(histories_df.index[-1])\n", "except NameError:\n", " last_date=False\n", "\n", "# if last_date is not yesterday's date then redownload the data and save it to csv\n", "yesterday = date.today() - timedelta(1)\n", "if not(last_date == yesterday):\n", " # redownload and save the datafram, print (this maay take up to 2 minutes)\n", " histories_df = create_histories_df(coin_ids, start_unix, end_unix)\n", " histories_df.to_csv('histories.csv')" ] }, { "cell_type": "code", "execution_count": 83, "id": "f9438317-f856-41f8-91f6-a7d149bd2ddf", "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading data from coincap.io, may take several minutes...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n", "/var/folders/ff/pmf9d5156jz_pr_s8ybs3x780000gn/T/ipykernel_23487/3528659140.py:28: FutureWarning:\n", "\n", "Passing 'suffixes' which cause duplicate columns {'priceUsd_x'} in the result is deprecated and will raise a MergeError in a future version.\n", "\n" ] } ], "source": [ "#histories_df = create_histories_df(coin_ids, start_unix, end_unix)\n", "#histories_df.to_csv('histories.csv')" ] }, { "cell_type": "code", "execution_count": 84, "id": "c33e1cae-80b3-4086-a93e-3dce681f4692", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1823, 100)" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "histories_df.shape" ] }, { "cell_type": "code", "execution_count": 55, "id": "adb3a3cb-f782-4b94-a83c-922cfadc51fa", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " | bitcoin | \n", "ethereum | \n", "tether | \n", "usd-coin | \n", "binance-coin | \n", "
---|---|---|---|---|---|
date | \n", "\n", " | \n", " | \n", " | \n", " | \n", " |
2021-05-19 | \n", "39147.863810 | \n", "2825.197638 | \n", "1.001668 | \n", "1.003066 | \n", "409.100960 | \n", "
2021-05-20 | \n", "39865.225714 | \n", "2693.945737 | \n", "1.001937 | \n", "1.000755 | \n", "371.833666 | \n", "
2021-05-21 | \n", "39161.303117 | \n", "2625.748114 | \n", "1.002038 | \n", "1.001502 | \n", "362.788213 | \n", "
2021-05-22 | \n", "37543.682924 | \n", "2350.973664 | \n", "1.001780 | \n", "1.001671 | \n", "312.754577 | \n", "
2021-05-23 | \n", "35095.165825 | \n", "2105.034515 | \n", "1.001872 | \n", "1.002551 | \n", "264.125977 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
2022-05-13 | \n", "30154.389233 | \n", "2072.433929 | \n", "0.999519 | \n", "1.001307 | \n", "298.793029 | \n", "
2022-05-14 | \n", "29394.083269 | \n", "2017.940723 | \n", "0.999679 | \n", "1.001522 | \n", "287.392716 | \n", "
2022-05-15 | \n", "30107.843040 | \n", "2063.477138 | \n", "0.999582 | \n", "1.000971 | \n", "298.210730 | \n", "
2022-05-16 | \n", "29986.707520 | \n", "2040.438615 | \n", "1.000315 | \n", "1.001622 | \n", "298.857552 | \n", "
2022-05-17 | \n", "30271.708006 | \n", "2067.386182 | \n", "0.999508 | \n", "1.000780 | \n", "304.280884 | \n", "
364 rows × 5 columns
\n", "\n", " | bitcoin | \n", "ethereum | \n", "tether | \n", "usd-coin | \n", "binance-coin | \n", "xrp | \n", "cardano | \n", "solana | \n", "binance-usd | \n", "polkadot | \n", "... | \n", "kava | \n", "compound | \n", "lido-dao | \n", "holo | \n", "gatetoken | \n", "qtum | \n", "fei-protocol | \n", "bancor | \n", "1inch | \n", "symbol | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
date | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
2017-05-19 | \n", "1932.284978 | \n", "112.289583 | \n", "0.983995 | \n", "NaN | \n", "0.007773 | \n", "0.336032 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
2017-05-20 | \n", "1988.961436 | \n", "124.671578 | \n", "0.989347 | \n", "NaN | \n", "0.008740 | \n", "0.335994 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
2017-05-21 | \n", "2041.043206 | \n", "133.124882 | \n", "0.993468 | \n", "NaN | \n", "NaN | \n", "0.340759 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
2017-05-22 | \n", "2132.615875 | \n", "162.394661 | \n", "0.994056 | \n", "NaN | \n", "0.009597 | \n", "0.306679 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
2017-05-23 | \n", "2192.000968 | \n", "162.851097 | \n", "0.994256 | \n", "NaN | \n", "NaN | \n", "0.314020 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "6.095773 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
5 rows × 100 columns
\n", "\n", " | bitcoin | \n", "ethereum | \n", "tether | \n", "usd-coin | \n", "binance-coin | \n", "xrp | \n", "binance-usd | \n", "cardano | \n", "solana | \n", "dogecoin | \n", "... | \n", "kava | \n", "kadena | \n", "lido-dao | \n", "holo | \n", "gatetoken | \n", "fei-protocol | \n", "kyber-network | \n", "qtum | \n", "bancor | \n", "1inch | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2017-05-20 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
2017-05-21 | \n", "1.026185 | \n", "1.067805 | \n", "1.004166 | \n", "NaN | \n", "1.000000 | \n", "1.014179 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "1.492958 | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
2017-05-22 | \n", "1.072226 | \n", "1.302580 | \n", "1.004760 | \n", "NaN | \n", "1.098008 | \n", "0.912749 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "1.899119 | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
2017-05-23 | \n", "1.102083 | \n", "1.306241 | \n", "1.004962 | \n", "NaN | \n", "1.098008 | \n", "0.934600 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "2.119522 | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
2017-05-24 | \n", "1.185241 | \n", "1.488939 | \n", "1.010544 | \n", "NaN | \n", "1.224289 | \n", "0.937986 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "2.241264 | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "1.288510 | \n", "NaN | \n", "NaN | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
2022-05-13 | \n", "15.160872 | \n", "16.623147 | \n", "1.010282 | \n", "0.981754 | \n", "34185.741652 | \n", "1.289513 | \n", "1.001233 | \n", "24.091683 | \n", "15.524261 | \n", "57.259095 | \n", "... | \n", "1.965853 | \n", "4.326262 | \n", "1.015775 | \n", "3.077913 | \n", "10.062238 | \n", "0.996553 | \n", "0.932868 | \n", "0.656371 | \n", "0.166489 | \n", "0.144352 | \n", "
2022-05-14 | \n", "14.778609 | \n", "16.186053 | \n", "1.010443 | \n", "0.981965 | \n", "32881.400058 | \n", "1.252202 | \n", "1.001094 | \n", "22.707484 | \n", "15.216707 | \n", "55.966711 | \n", "... | \n", "2.035888 | \n", "4.714947 | \n", "0.908086 | \n", "2.951196 | \n", "9.790962 | \n", "0.988572 | \n", "0.923299 | \n", "0.642831 | \n", "0.161428 | \n", "0.149041 | \n", "
2022-05-15 | \n", "15.137469 | \n", "16.551304 | \n", "1.010346 | \n", "0.981425 | \n", "34119.119177 | \n", "1.269642 | \n", "1.000704 | \n", "23.832208 | \n", "16.164686 | \n", "56.481435 | \n", "... | \n", "2.271492 | \n", "6.203546 | \n", "0.915617 | \n", "2.981902 | \n", "9.871251 | \n", "0.989930 | \n", "0.939198 | \n", "0.665439 | \n", "0.166412 | \n", "0.150283 | \n", "
2022-05-16 | \n", "15.076566 | \n", "16.366510 | \n", "1.011087 | \n", "0.982063 | \n", "34193.123896 | \n", "1.262148 | \n", "1.001340 | \n", "24.661189 | \n", "16.652086 | \n", "55.933115 | \n", "... | \n", "2.317466 | \n", "5.913780 | \n", "0.922578 | \n", "2.929291 | \n", "9.752441 | \n", "0.982913 | \n", "0.912789 | \n", "0.663339 | \n", "0.166096 | \n", "0.149139 | \n", "
2022-05-17 | \n", "15.219857 | \n", "16.582658 | \n", "1.010271 | \n", "0.981238 | \n", "34813.622349 | \n", "1.283607 | \n", "1.000353 | \n", "24.905393 | \n", "17.007736 | \n", "56.764718 | \n", "... | \n", "2.431087 | \n", "6.214578 | \n", "0.957482 | \n", "2.981288 | \n", "9.960014 | \n", "0.987863 | \n", "1.064618 | \n", "0.677962 | \n", "0.168590 | \n", "0.150835 | \n", "
1823 rows × 100 columns
\n", "\n", " | bitcoin | \n", "ethereum | \n", "tether | \n", "usd-coin | \n", "binance-coin | \n", "xrp | \n", "binance-usd | \n", "cardano | \n", "solana | \n", "dogecoin | \n", "... | \n", "kava | \n", "kadena | \n", "lido-dao | \n", "holo | \n", "gatetoken | \n", "fei-protocol | \n", "kyber-network | \n", "qtum | \n", "bancor | \n", "1inch | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2021-05-18 | \n", "1.000000 | \n", "1.000000 | \n", "1.000000 | \n", "1.000000 | \n", "1.000000 | \n", "1.000000 | \n", "1.000000 | \n", "1.000000 | \n", "1.000000 | \n", "1.000000 | \n", "... | \n", "1.000000 | \n", "1.000000 | \n", "1.000000 | \n", "1.000000 | \n", "1.000000 | \n", "1.000000 | \n", "1.000000 | \n", "1.000000 | \n", "1.000000 | \n", "1.000000 | \n", "
2021-05-19 | \n", "0.884820 | \n", "0.824205 | \n", "1.000344 | \n", "1.001714 | \n", "0.789828 | \n", "0.839442 | \n", "0.999916 | \n", "0.817221 | \n", "0.873883 | \n", "0.805827 | \n", "... | \n", "0.817679 | \n", "NaN | \n", "NaN | \n", "0.791073 | \n", "0.784263 | \n", "0.987766 | \n", "0.817818 | \n", "0.783470 | \n", "0.848854 | \n", "0.808376 | \n", "
2021-05-20 | \n", "0.901034 | \n", "0.785915 | \n", "1.000612 | \n", "0.999406 | \n", "0.717878 | \n", "0.739656 | \n", "0.999811 | \n", "0.832182 | \n", "0.805782 | \n", "0.779162 | \n", "... | \n", "0.760017 | \n", "NaN | \n", "NaN | \n", "0.742670 | \n", "0.768597 | \n", "1.008721 | \n", "0.760169 | \n", "0.687406 | \n", "0.787630 | \n", "0.690640 | \n", "
2021-05-21 | \n", "0.885123 | \n", "0.766019 | \n", "1.000714 | \n", "1.000152 | \n", "0.700415 | \n", "0.694720 | \n", "1.000049 | \n", "0.804782 | \n", "0.795526 | \n", "0.774450 | \n", "... | \n", "0.777062 | \n", "NaN | \n", "NaN | \n", "0.732576 | \n", "0.783653 | \n", "1.002484 | \n", "0.738114 | \n", "0.681608 | \n", "0.757616 | \n", "0.663528 | \n", "
2021-05-22 | \n", "0.848562 | \n", "0.685858 | \n", "1.000455 | \n", "1.000321 | \n", "0.603818 | \n", "0.586702 | \n", "1.000307 | \n", "0.729324 | \n", "0.682966 | \n", "0.704567 | \n", "... | \n", "0.680023 | \n", "NaN | \n", "NaN | \n", "0.650140 | \n", "0.637103 | \n", "1.004619 | \n", "0.651330 | \n", "0.566850 | \n", "0.665933 | \n", "0.566806 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
2022-05-13 | \n", "0.681549 | \n", "0.604599 | \n", "0.998198 | \n", "0.999957 | \n", "0.576863 | \n", "0.276017 | \n", "1.001566 | \n", "0.269731 | \n", "0.974123 | \n", "0.185353 | \n", "... | \n", "0.428042 | \n", "4.326262 | \n", "1.015775 | \n", "0.247292 | \n", "0.756632 | \n", "1.030108 | \n", "0.582691 | \n", "0.223631 | \n", "0.217846 | \n", "0.177556 | \n", "
2022-05-14 | \n", "0.664365 | \n", "0.588701 | \n", "0.998357 | \n", "1.000172 | \n", "0.554853 | \n", "0.268031 | \n", "1.001427 | \n", "0.254233 | \n", "0.954825 | \n", "0.181170 | \n", "... | \n", "0.443292 | \n", "4.714947 | \n", "0.908086 | \n", "0.237111 | \n", "0.736233 | \n", "1.021858 | \n", "0.576714 | \n", "0.219018 | \n", "0.211223 | \n", "0.183323 | \n", "
2022-05-15 | \n", "0.680497 | \n", "0.601986 | \n", "0.998261 | \n", "0.999622 | \n", "0.575739 | \n", "0.271764 | \n", "1.001037 | \n", "0.266826 | \n", "1.014309 | \n", "0.182836 | \n", "... | \n", "0.494592 | \n", "6.203546 | \n", "0.915617 | \n", "0.239578 | \n", "0.742271 | \n", "1.023261 | \n", "0.586645 | \n", "0.226720 | \n", "0.217745 | \n", "0.184851 | \n", "
2022-05-16 | \n", "0.677759 | \n", "0.595265 | \n", "0.998993 | \n", "1.000272 | \n", "0.576988 | \n", "0.270160 | \n", "1.001673 | \n", "0.276107 | \n", "1.044893 | \n", "0.181061 | \n", "... | \n", "0.504602 | \n", "5.913780 | \n", "0.922578 | \n", "0.235351 | \n", "0.733337 | \n", "1.016008 | \n", "0.570150 | \n", "0.226005 | \n", "0.217332 | \n", "0.183444 | \n", "
2022-05-17 | \n", "0.684201 | \n", "0.603126 | \n", "0.998186 | \n", "0.999431 | \n", "0.587458 | \n", "0.274753 | \n", "1.000686 | \n", "0.278841 | \n", "1.067209 | \n", "0.183753 | \n", "... | \n", "0.529342 | \n", "6.214578 | \n", "0.957482 | \n", "0.239529 | \n", "0.748945 | \n", "1.021125 | \n", "0.664986 | \n", "0.230987 | \n", "0.220595 | \n", "0.185530 | \n", "
365 rows × 100 columns
\n", "\n", " | bitcoin | \n", "ethereum | \n", "tether | \n", "usd-coin | \n", "binance-coin | \n", "xrp | \n", "binance-usd | \n", "cardano | \n", "solana | \n", "dogecoin | \n", "... | \n", "kava | \n", "kadena | \n", "lido-dao | \n", "holo | \n", "gatetoken | \n", "fei-protocol | \n", "kyber-network | \n", "qtum | \n", "bancor | \n", "1inch | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2017-05-20 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
2017-05-21 | \n", "0.026185 | \n", "0.067805 | \n", "0.004166 | \n", "NaN | \n", "0.000000 | \n", "0.014179 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "0.492958 | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
2017-05-22 | \n", "0.044866 | \n", "0.219867 | \n", "0.000592 | \n", "NaN | \n", "0.098008 | \n", "-0.100012 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "0.272052 | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
2017-05-23 | \n", "0.027846 | \n", "0.002811 | \n", "0.000201 | \n", "NaN | \n", "0.000000 | \n", "0.023940 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "0.116055 | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
2017-05-24 | \n", "0.075455 | \n", "0.139865 | \n", "0.005555 | \n", "NaN | \n", "0.115009 | \n", "0.003623 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "0.057439 | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "0.28851 | \n", "NaN | \n", "NaN | \n", "
5 rows × 100 columns
\n", "\n", " | bitcoin | \n", "ethereum | \n", "tether | \n", "usd-coin | \n", "binance-coin | \n", "xrp | \n", "binance-usd | \n", "cardano | \n", "solana | \n", "dogecoin | \n", "... | \n", "kava | \n", "kadena | \n", "lido-dao | \n", "holo | \n", "gatetoken | \n", "fei-protocol | \n", "kyber-network | \n", "qtum | \n", "bancor | \n", "1inch | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2021-05-19 | \n", "-0.115180 | \n", "-0.175795 | \n", "0.000344 | \n", "0.001714 | \n", "-0.210172 | \n", "-0.160558 | \n", "-0.000084 | \n", "-0.182779 | \n", "-0.126117 | \n", "-0.194173 | \n", "... | \n", "-0.182321 | \n", "NaN | \n", "NaN | \n", "-0.208927 | \n", "-0.215737 | \n", "-0.012234 | \n", "-0.182182 | \n", "-0.216530 | \n", "-0.151146 | \n", "-0.191624 | \n", "
2021-05-20 | \n", "0.018324 | \n", "-0.046458 | \n", "0.000268 | \n", "-0.002304 | \n", "-0.091096 | \n", "-0.118872 | \n", "-0.000105 | \n", "0.018307 | \n", "-0.077929 | \n", "-0.033091 | \n", "... | \n", "-0.070520 | \n", "NaN | \n", "NaN | \n", "-0.061187 | \n", "-0.019975 | \n", "0.021214 | \n", "-0.070491 | \n", "-0.122613 | \n", "-0.072125 | \n", "-0.145646 | \n", "
2021-05-21 | \n", "-0.017658 | \n", "-0.025315 | \n", "0.000102 | \n", "0.000747 | \n", "-0.024327 | \n", "-0.060753 | \n", "0.000238 | \n", "-0.032925 | \n", "-0.012728 | \n", "-0.006047 | \n", "... | \n", "0.022428 | \n", "NaN | \n", "NaN | \n", "-0.013591 | \n", "0.019588 | \n", "-0.006183 | \n", "-0.029013 | \n", "-0.008434 | \n", "-0.038107 | \n", "-0.039256 | \n", "
2021-05-22 | \n", "-0.041307 | \n", "-0.104646 | \n", "-0.000258 | \n", "0.000169 | \n", "-0.137914 | \n", "-0.155483 | \n", "0.000257 | \n", "-0.093762 | \n", "-0.141491 | \n", "-0.090236 | \n", "... | \n", "-0.124879 | \n", "NaN | \n", "NaN | \n", "-0.112529 | \n", "-0.187009 | \n", "0.002130 | \n", "-0.117576 | \n", "-0.168363 | \n", "-0.121015 | \n", "-0.145770 | \n", "
2021-05-23 | \n", "-0.065218 | \n", "-0.104612 | \n", "0.000092 | \n", "0.000878 | \n", "-0.155485 | \n", "-0.123637 | \n", "0.000165 | \n", "-0.124935 | \n", "-0.279095 | \n", "-0.080092 | \n", "... | \n", "-0.108002 | \n", "NaN | \n", "NaN | \n", "-0.130236 | \n", "-0.141261 | \n", "-0.000125 | \n", "-0.156447 | \n", "-0.152963 | \n", "-0.140479 | \n", "-0.167531 | \n", "
5 rows × 100 columns
\n", "\n", " | bitcoin | \n", "ethereum | \n", "tether | \n", "usd-coin | \n", "binance-coin | \n", "
---|---|---|---|---|---|
2021-05-19 | \n", "1.000000 | \n", "1.000000 | \n", "1.000000 | \n", "1.000000 | \n", "1.000000 | \n", "
2021-05-20 | \n", "1.018324 | \n", "0.953542 | \n", "1.000268 | \n", "0.997696 | \n", "0.908904 | \n", "
2021-05-21 | \n", "1.000343 | \n", "0.929403 | \n", "1.000370 | \n", "0.998441 | \n", "0.886794 | \n", "
2021-05-22 | \n", "0.959023 | \n", "0.832145 | \n", "1.000112 | \n", "0.998610 | \n", "0.764492 | \n", "
2021-05-23 | \n", "0.896477 | \n", "0.745093 | \n", "1.000204 | \n", "0.999487 | \n", "0.645625 | \n", "