Dec 17-23, 2020 Vikrant Patil
These notes are available online at http://notes.pipal.in/2020/arcesium_finop_batch3/module3-day3.html
© Pipal Academy LLP
Day 1 | Day 2 | Day 3 | Day 4 | Day 5
We will be using jupyter hub from http://lab.pipal.in for this training. Create a notebook with name module3-day3.ipynb for today's session. Before you start shutdown all kernels except today's notebook.
pydata = {"value":[1, 2, 3, 4, 5],
"symbol": list("XYZAB")
}
pydata
{'value': [1, 2, 3, 4, 5], 'symbol': ['X', 'Y', 'Z', 'A', 'B']}
import json
jdata = json.dumps(pydata) # convert python data (dictionary and lists) into json format
jdata
'{"value": [1, 2, 3, 4, 5], "symbol": ["X", "Y", "Z", "A", "B"]}'
jdata['value']
--------------------------------------------------------------------------- TypeError Traceback (most recent call last) <ipython-input-7-4971aa67961e> in <module> ----> 1 jdata['value'] TypeError: string indices must be integers
type(jdata)
str
#int, str, float , list, dict
pdata = json.loads(jdata) # convert json data into python data
pdata
{'value': [1, 2, 3, 4, 5], 'symbol': ['X', 'Y', 'Z', 'A', 'B']}
pdata['value']
[1, 2, 3, 4, 5]
!pip install nsetools
Collecting nsetools
Using cached nsetools-1.0.11-py3-none-any.whl (9.6 kB)
Requirement already satisfied: six in /home/vikrant/anaconda3/lib/python3.8/site-packages (from nsetools) (1.15.0)
Collecting dateutils
Using cached dateutils-0.6.12-py2.py3-none-any.whl (5.7 kB)
Requirement already satisfied: python-dateutil in /home/vikrant/anaconda3/lib/python3.8/site-packages (from dateutils->nsetools) (2.8.1)
Requirement already satisfied: pytz in /home/vikrant/anaconda3/lib/python3.8/site-packages (from dateutils->nsetools) (2020.1)
Installing collected packages: dateutils, nsetools
Successfully installed dateutils-0.6.12 nsetools-1.0.11
WARNING: You are using pip version 20.2.3; however, version 20.3.3 is available.
You should consider upgrading via the '/home/vikrant/anaconda3/bin/python -m pip install --upgrade pip' command.
if you want to execute it on your system create a virtual environment,
python -m venv nsetoolsnsetools\Scripts\activate.bat
(nsetools) c:> pip install nsetoolsfrom nsetools import Nse
nse = Nse()
nse.get_quote('infy')
{'pricebandupper': 1508.9,
'symbol': 'INFY',
'applicableMargin': 17.85,
'bcEndDate': None,
'totalSellQuantity': 612492.0,
'adhocMargin': None,
'companyName': 'Infosys Limited',
'marketType': 'N',
'exDate': '23-OCT-20',
'bcStartDate': None,
'css_status_desc': 'Listed',
'dayHigh': 1384.7,
'basePrice': 1371.75,
'securityVar': 14.35,
'pricebandlower': 1234.6,
'sellQuantity5': 36.0,
'sellQuantity4': 186.0,
'sellQuantity3': 49.0,
'cm_adj_high_dt': '13-JAN-21',
'sellQuantity2': 1.0,
'dayLow': 1360.0,
'sellQuantity1': 28.0,
'quantityTraded': 5185084.0,
'pChange': 0.12,
'totalTradedValue': 78828.53,
'deliveryToTradedQuantity': 42.09,
'totalBuyQuantity': 415345.0,
'averagePrice': 1372.28,
'indexVar': None,
'cm_ffm': 508341.97,
'purpose': 'INTERIM DIVIDEND - RS 12 PER SHARE',
'buyPrice2': 1373.35,
'secDate': '13-Jan-2021 11:00:00',
'buyPrice1': 1373.4,
'high52': 1384.7,
'previousClose': 1371.75,
'ndEndDate': None,
'low52': 509.25,
'buyPrice4': 1373.1,
'buyPrice3': 1373.15,
'recordDate': '26-OCT-20',
'deliveryQuantity': 2182396.0,
'buyPrice5': 1373.05,
'priceBand': 'No Band',
'extremeLossMargin': 3.5,
'cm_adj_low_dt': '19-MAR-20',
'varMargin': 14.35,
'sellPrice1': 1373.45,
'sellPrice2': 1373.5,
'totalTradedVolume': 5744347.0,
'sellPrice3': 1373.55,
'sellPrice4': 1373.6,
'sellPrice5': 1373.65,
'change': 1.65,
'surv_indicator': None,
'ndStartDate': None,
'buyQuantity4': 1.0,
'isExDateFlag': False,
'buyQuantity3': 17.0,
'buyQuantity2': 2.0,
'buyQuantity1': 16.0,
'series': 'EQ',
'faceValue': 5.0,
'buyQuantity5': 30.0,
'closePrice': 0.0,
'open': 1373.85,
'isinCode': 'INE009A01021',
'lastPrice': 1373.4}
nse.get_index_list()
['NIFTY 50 Pre Open', 'NIFTY 50', 'NIFTY NEXT 50', 'NIFTY100 LIQ 15', 'NIFTY BANK', 'INDIA VIX', 'NIFTY 100', 'NIFTY 500', 'NIFTY MIDCAP 100', 'NIFTY MIDCAP 50', 'NIFTY INFRA', 'NIFTY REALTY', 'NIFTY ENERGY', 'NIFTY FMCG', 'NIFTY MNC', 'NIFTY PHARMA', 'NIFTY PSE', 'NIFTY PSU BANK', 'NIFTY SERV SECTOR', 'NIFTY IT', 'NIFTY SMLCAP 100', 'NIFTY 200', 'NIFTY AUTO', 'NIFTY MEDIA', 'NIFTY METAL', 'NIFTY DIV OPPS 50', 'NIFTY COMMODITIES', 'NIFTY CONSUMPTION', 'NIFTY CPSE', 'NIFTY FIN SERVICE', 'NIFTY GROWSECT 15', 'NIFTY50 VALUE 20', 'NIFTY50 TR 2X LEV', 'NIFTY50 PR 2X LEV', 'NIFTY50 TR 1X INV', 'NIFTY50 PR 1X INV', 'NIFTY ALPHA 50', 'NIFTY50 EQL WGT', 'NIFTY100 EQL WGT', 'NIFTY100 LOWVOL30', 'NIFTY MID LIQ 15', 'NIFTY PVT BANK', 'NIFTY100 QUALTY30', 'NIFTY GS 8 13YR', 'NIFTY GS 10YR', 'NIFTY GS 10YR CLN', 'NIFTY GS 4 8YR', 'NIFTY GS 11 15YR', 'NIFTY GS 15YRPLUS', 'NIFTY GS COMPSITE', 'NIFTY MIDCAP 150', 'NIFTY SMLCAP 50', 'NIFTY SMLCAP 250', 'NIFTY MIDSML 400', 'NIFTY200 QUALTY30']
nse.get_index_quote("nifty bank")
{'name': 'NIFTY BANK',
'lastPrice': 32360.15,
'change': 21.15,
'pChange': 0.07,
'imgFileName': 'NIFTY_BANK_open.png'}
import requests
resp = requests.get("https://api.github.com/events")
resp.status_code
200
print(resp.text[:100])
[{"id":"14800869182","type":"PushEvent","actor":{"id":40145947,"login":"ohnaka0410","display_login":
resp.json()
[{'id': '14800869182',
'type': 'PushEvent',
'actor': {'id': 40145947,
'login': 'ohnaka0410',
'display_login': 'ohnaka0410',
'gravatar_id': '',
'url': 'https://api.github.com/users/ohnaka0410',
'avatar_url': 'https://avatars.githubusercontent.com/u/40145947?'},
'repo': {'id': 327381536,
'name': 'ohnaka0410/next-project-samples',
'url': 'https://api.github.com/repos/ohnaka0410/next-project-samples'},
'payload': {'push_id': 6341547348,
'size': 1,
'distinct_size': 1,
'ref': 'refs/heads/performance',
'head': '98dd6c33df5d855ca5ed430085df394965461b20',
'before': '83ecaf19cc7bbd28a3a7e2d0f739c6a887623112',
'commits': [{'sha': '98dd6c33df5d855ca5ed430085df394965461b20',
'author': {'email': '', 'name': 'ohnaka0410'},
'message': 'update performance sample code',
'distinct': True,
'url': 'https://api.github.com/repos/ohnaka0410/next-project-samples/commits/98dd6c33df5d855ca5ed430085df394965461b20'}]},
'public': True,
'created_at': '2021-01-13T06:11:42Z'},
{'id': '14800869184',
'type': 'WatchEvent',
'actor': {'id': 74869831,
'login': 'samartketrahong',
'display_login': 'samartketrahong',
'gravatar_id': '',
'url': 'https://api.github.com/users/samartketrahong',
'avatar_url': 'https://avatars.githubusercontent.com/u/74869831?'},
'repo': {'id': 329048518,
'name': 'ProjectComputerEngine/Flutter-RiceShopping-Project-EG08',
'url': 'https://api.github.com/repos/ProjectComputerEngine/Flutter-RiceShopping-Project-EG08'},
'payload': {'action': 'started'},
'public': True,
'created_at': '2021-01-13T06:11:42Z',
'org': {'id': 74870280,
'login': 'ProjectComputerEngine',
'gravatar_id': '',
'url': 'https://api.github.com/orgs/ProjectComputerEngine',
'avatar_url': 'https://avatars.githubusercontent.com/u/74870280?'}},
{'id': '14800869180',
'type': 'PushEvent',
'actor': {'id': 77327528,
'login': 'ahm-ahm',
'display_login': 'ahm-ahm',
'gravatar_id': '',
'url': 'https://api.github.com/users/ahm-ahm',
'avatar_url': 'https://avatars.githubusercontent.com/u/77327528?'},
'repo': {'id': 328947669,
'name': 'ahm-ahm/counerApp',
'url': 'https://api.github.com/repos/ahm-ahm/counerApp'},
'payload': {'push_id': 6341547349,
'size': 1,
'distinct_size': 1,
'ref': 'refs/heads/master',
'head': '04ca72832ef742faca973ac8ac051bea31867d48',
'before': '9ed4e7ceea22263d480d82f163cbf5dbd723af1f',
'commits': [{'sha': '04ca72832ef742faca973ac8ac051bea31867d48',
'author': {'email': '77327528+ahm-ahm@users.noreply.github.com',
'name': 'ahm-ahm'},
'message': 'Update main.dart',
'distinct': True,
'url': 'https://api.github.com/repos/ahm-ahm/counerApp/commits/04ca72832ef742faca973ac8ac051bea31867d48'}]},
'public': True,
'created_at': '2021-01-13T06:11:42Z'},
{'id': '14800869183',
'type': 'PullRequestEvent',
'actor': {'id': 49659212,
'login': 'bot-monkey-1',
'display_login': 'bot-monkey-1',
'gravatar_id': '',
'url': 'https://api.github.com/users/bot-monkey-1',
'avatar_url': 'https://avatars.githubusercontent.com/u/49659212?'},
'repo': {'id': 180431505,
'name': 'test-organization-kkjeer/bot-validation',
'url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation'},
'payload': {'action': 'opened',
'number': 106569,
'pull_request': {'url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/pulls/106569',
'id': 553947773,
'node_id': 'MDExOlB1bGxSZXF1ZXN0NTUzOTQ3Nzcz',
'html_url': 'https://github.com/test-organization-kkjeer/bot-validation/pull/106569',
'diff_url': 'https://github.com/test-organization-kkjeer/bot-validation/pull/106569.diff',
'patch_url': 'https://github.com/test-organization-kkjeer/bot-validation/pull/106569.patch',
'issue_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/issues/106569',
'number': 106569,
'state': 'open',
'locked': False,
'title': 'Auto monkey PR 6b7evy',
'user': {'login': 'bot-monkey-1',
'id': 49659212,
'node_id': 'MDQ6VXNlcjQ5NjU5MjEy',
'avatar_url': 'https://avatars1.githubusercontent.com/u/49659212?v=4',
'gravatar_id': '',
'url': 'https://api.github.com/users/bot-monkey-1',
'html_url': 'https://github.com/bot-monkey-1',
'followers_url': 'https://api.github.com/users/bot-monkey-1/followers',
'following_url': 'https://api.github.com/users/bot-monkey-1/following{/other_user}',
'gists_url': 'https://api.github.com/users/bot-monkey-1/gists{/gist_id}',
'starred_url': 'https://api.github.com/users/bot-monkey-1/starred{/owner}{/repo}',
'subscriptions_url': 'https://api.github.com/users/bot-monkey-1/subscriptions',
'organizations_url': 'https://api.github.com/users/bot-monkey-1/orgs',
'repos_url': 'https://api.github.com/users/bot-monkey-1/repos',
'events_url': 'https://api.github.com/users/bot-monkey-1/events{/privacy}',
'received_events_url': 'https://api.github.com/users/bot-monkey-1/received_events',
'type': 'User',
'site_admin': False},
'body': 'PR: remove label upon push\nvia `prLabeling/push.test.ts`',
'created_at': '2021-01-13T06:11:42Z',
'updated_at': '2021-01-13T06:11:42Z',
'closed_at': None,
'merged_at': None,
'merge_commit_sha': None,
'assignee': None,
'assignees': [],
'requested_reviewers': [],
'requested_teams': [],
'labels': [],
'milestone': None,
'draft': False,
'commits_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/pulls/106569/commits',
'review_comments_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/pulls/106569/comments',
'review_comment_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/pulls/comments{/number}',
'comments_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/issues/106569/comments',
'statuses_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/statuses/a168b11661dbd77e3f4c6c610b84760a8ee51906',
'head': {'label': 'test-organization-kkjeer:monkey-branch-6b7evy',
'ref': 'monkey-branch-6b7evy',
'sha': 'a168b11661dbd77e3f4c6c610b84760a8ee51906',
'user': {'login': 'test-organization-kkjeer',
'id': 47997193,
'node_id': 'MDEyOk9yZ2FuaXphdGlvbjQ3OTk3MTkz',
'avatar_url': 'https://avatars0.githubusercontent.com/u/47997193?v=4',
'gravatar_id': '',
'url': 'https://api.github.com/users/test-organization-kkjeer',
'html_url': 'https://github.com/test-organization-kkjeer',
'followers_url': 'https://api.github.com/users/test-organization-kkjeer/followers',
'following_url': 'https://api.github.com/users/test-organization-kkjeer/following{/other_user}',
'gists_url': 'https://api.github.com/users/test-organization-kkjeer/gists{/gist_id}',
'starred_url': 'https://api.github.com/users/test-organization-kkjeer/starred{/owner}{/repo}',
'subscriptions_url': 'https://api.github.com/users/test-organization-kkjeer/subscriptions',
'organizations_url': 'https://api.github.com/users/test-organization-kkjeer/orgs',
'repos_url': 'https://api.github.com/users/test-organization-kkjeer/repos',
'events_url': 'https://api.github.com/users/test-organization-kkjeer/events{/privacy}',
'received_events_url': 'https://api.github.com/users/test-organization-kkjeer/received_events',
'type': 'Organization',
'site_admin': False},
'repo': {'id': 180431505,
'node_id': 'MDEwOlJlcG9zaXRvcnkxODA0MzE1MDU=',
'name': 'bot-validation',
'full_name': 'test-organization-kkjeer/bot-validation',
'private': False,
'owner': {'login': 'test-organization-kkjeer',
'id': 47997193,
'node_id': 'MDEyOk9yZ2FuaXphdGlvbjQ3OTk3MTkz',
'avatar_url': 'https://avatars0.githubusercontent.com/u/47997193?v=4',
'gravatar_id': '',
'url': 'https://api.github.com/users/test-organization-kkjeer',
'html_url': 'https://github.com/test-organization-kkjeer',
'followers_url': 'https://api.github.com/users/test-organization-kkjeer/followers',
'following_url': 'https://api.github.com/users/test-organization-kkjeer/following{/other_user}',
'gists_url': 'https://api.github.com/users/test-organization-kkjeer/gists{/gist_id}',
'starred_url': 'https://api.github.com/users/test-organization-kkjeer/starred{/owner}{/repo}',
'subscriptions_url': 'https://api.github.com/users/test-organization-kkjeer/subscriptions',
'organizations_url': 'https://api.github.com/users/test-organization-kkjeer/orgs',
'repos_url': 'https://api.github.com/users/test-organization-kkjeer/repos',
'events_url': 'https://api.github.com/users/test-organization-kkjeer/events{/privacy}',
'received_events_url': 'https://api.github.com/users/test-organization-kkjeer/received_events',
'type': 'Organization',
'site_admin': False},
'html_url': 'https://github.com/test-organization-kkjeer/bot-validation',
'description': None,
'fork': False,
'url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation',
'forks_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/forks',
'keys_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/keys{/key_id}',
'collaborators_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/collaborators{/collaborator}',
'teams_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/teams',
'hooks_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/hooks',
'issue_events_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/issues/events{/number}',
'events_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/events',
'assignees_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/assignees{/user}',
'branches_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/branches{/branch}',
'tags_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/tags',
'blobs_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/git/blobs{/sha}',
'git_tags_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/git/tags{/sha}',
'git_refs_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/git/refs{/sha}',
'trees_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/git/trees{/sha}',
'statuses_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/statuses/{sha}',
'languages_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/languages',
'stargazers_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/stargazers',
'contributors_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/contributors',
'subscribers_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/subscribers',
'subscription_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/subscription',
'commits_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/commits{/sha}',
'git_commits_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/git/commits{/sha}',
'comments_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/comments{/number}',
'issue_comment_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/issues/comments{/number}',
'contents_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/contents/{+path}',
'compare_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/compare/{base}...{head}',
'merges_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/merges',
'archive_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/{archive_format}{/ref}',
'downloads_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/downloads',
'issues_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/issues{/number}',
'pulls_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/pulls{/number}',
'milestones_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/milestones{/number}',
'notifications_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/notifications{?since,all,participating}',
'labels_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/labels{/name}',
'releases_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/releases{/id}',
'deployments_url': 'https://api.github.com/repos/test-organization-kkjeer/bot-validation/deployments',
'created_at': '2019-04-09T18:59:13Z',
'updated_at': '2020-12-05T00:14:43Z',
'pushed_at': '2021-01-13T06:11:41Z',
'git_url': 'git://github.com/test-organization-kkjeer/bot-validation.git',
'ssh_url': 'git@github.com:test-organization-kkjeer/bot-validation.git',
'clone_url': 'https://github.com/test-organization-kkjeer/bot-validation.git',
'svn_url': 'https://github.com/test-organization-kkjeer/bot-validation',
'homepage': None,
'size': 21755,
'stargazers_count': 7,
'watchers_count': 7,
'language': None,
'has_issues': True,
'has_projects': True,
'has_downloads': True,
'has_wiki': True,
'has_pages': False,
'forks_count': 0,
'mirror_url': None,
'archived': False,
'disabled': False,
'open_issues_count': 18,
'license': None,
'forks': 0,
'open_issues': 18,
'watchers': 7,
'default_branch': 'master'}},
'base': {'label': 'test-organization-kkjeer:master',
'ref': 'master',
'sha': 'a5f44554ac6e919760764f3a6bc869c9873fa951',
'user': {'login': 'test-organization-kkjeer',
'id': 47997193,
'node_id': 'MDEyOk9yZ2FuaXphdGlvbjQ3OTk3MTkz',
'avatar_url': 'https://avatars0.githubusercontent.com/u/47997193?v=4',
'gravatar_id': '',
'url': 'https://api.github.com/users/test-organization-kkjeer',
'html_url': 'https://github.com/test-organization-kkjeer',
'followers_url': 'https://api.github.com/users/test-organization-kkjeer/followers',
'following_url': 'https://api.github.com/users/test-organization-kkjeer/following{/other_user}',
'gists_url': 'https://api.github.com/users/test-organization-kkjeer/gists{/gist_id}',
'starred_url': 'https://api.github.com/users/test-organization-kkjeer/starred{/owner}{/repo}',
'subscriptions_url': 'https://api.github.com/users/test-organization-kkjeer/subscriptions',
'organizations_url': 'https://api.github.com/users/test-organization-kkjeer/orgs',
'repos_url': 'https://api.github.com/users/test-organization-kkjeer/repos',
'events_url': 'https://api.github.com/users/test-organization-kkjeer/events{/privacy}',
'received_events_url': 'https://api.github.com/users/test-organization-kkjeer/received_events',
'type': 'Organization',
'site_admin': False},
'repo': {'id': 180431505,
'node_id': 'MDEwOlJlcG9zaXRvcnkxODA0MzE1MDU=',
'name': 'bot-validation',
'full_name': 'test-organization-kkjeer/bot-validation',
'private': False,
'owner': {'login': 'test-organization-kkjeer',
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(truncated)</p>\n</details>\n<details>\n<summary>Commits</summary>\n<ul>\n<li><a href="https://github.com/tendermint/tendermint/commit/bdbe4a7cd7f5de46e69b95d66facad371f5c59fb"><code>bdbe4a7</code></a> test/e2e: disable abci/grpc and blockchain/v2 due to flake (<a href="https://github-redirect.dependabot.com/tendermint/tendermint/issues/5854">#5854</a>)</li>\n<li><a href="https://github.com/tendermint/tendermint/commit/6a7a431ba54936309c75d3fb29bc5b63fe9975f6"><code>6a7a431</code></a> remove misbehaviors from e2e generator (<a href="https://github-redirect.dependabot.com/tendermint/tendermint/issues/5629">#5629</a>)</li>\n<li><a href="https://github.com/tendermint/tendermint/commit/23c8a7a93d4349bf99d2534ab9a1ccd5aa62d26a"><code>23c8a7a</code></a> changelog: prepare 0.34.2 release (<a href="https://github-redirect.dependabot.com/tendermint/tendermint/issues/5894">#5894</a>)</li>\n<li><a href="https://github.com/tendermint/tendermint/commit/cf3a72098827c88350aec89687ef15f376affcef"><code>cf3a720</code></a> state sync: correctly set last consensus params height (<a href="https://github-redirect.dependabot.com/tendermint/tendermint/issues/5889">#5889</a>)</li>\n<li><a href="https://github.com/tendermint/tendermint/commit/ad552b2bb1174237ca8c927a859b0560ec06a1c1"><code>ad552b2</code></a> evidence: buffer evidence from consensus (<a href="https://github-redirect.dependabot.com/tendermint/tendermint/issues/5890">#5890</a>)</li>\n<li><a href="https://github.com/tendermint/tendermint/commit/5d637659904c50f5f284fb0a42440bd46b195488"><code>5d63765</code></a> os: simplify EnsureDir() (<a href="https://github-redirect.dependabot.com/tendermint/tendermint/issues/5871">#5871</a>)</li>\n<li><a href="https://github.com/tendermint/tendermint/commit/3185bb8b2208090eee34e25e5fba9236d85f4dac"><code>3185bb8</code></a> blockchain/v0: stop tickers on poolRoutine exit (<a href="https://github-redirect.dependabot.com/tendermint/tendermint/issues/5860">#5860</a>)</li>\n<li><a href="https://github.com/tendermint/tendermint/commit/2eba38051a83bad0a8fdd96736f42b95931025f7"><code>2eba380</code></a> blockchain/v2: fix missing mutex unlock (<a href="https://github-redirect.dependabot.com/tendermint/tendermint/issues/5862">#5862</a>)</li>\n<li><a href="https://github.com/tendermint/tendermint/commit/15eed81f12be1dcc3e7e2ba74097752ff40692c4"><code>15eed81</code></a> test/consensus: improve WaitGroup handling in Byzantine tests (<a href="https://github-redirect.dependabot.com/tendermint/tendermint/issues/5861">#5861</a>)</li>\n<li><a href="https://github.com/tendermint/tendermint/commit/fca7c6449abe6c2a1f693d826cba680ea15793dc"><code>fca7c64</code></a> libs/os: EnsureDir now returns IO errors and checks file type (<a href="https://github-redirect.dependabot.com/tendermint/tendermint/issues/5852">#5852</a>)</li>\n<li>Additional commits viewable in <a href="https://github.com/tendermint/tendermint/compare/v0.34.0...v0.34.2">compare view</a></li>\n</ul>\n</details>\n<br />\n\n\n[](https://docs.github.com/en/github/managing-security-vulnerabilities/about-dependabot-security-updates#about-compatibility-scores)\n\nDependabot will resolve any conflicts with this PR as long as you don\'t alter it yourself. You can also trigger a rebase manually by commenting `@dependabot rebase`.\n\n[//]: # (dependabot-automerge-start)\n[//]: # (dependabot-automerge-end)\n\n---\n\n<details>\n<summary>Dependabot commands and options</summary>\n<br />\n\nYou can trigger Dependabot actions by commenting on this PR:\n- `@dependabot rebase` will rebase this PR\n- `@dependabot recreate` will recreate this PR, overwriting any edits that have been made to it\n- `@dependabot merge` will merge this PR after your CI passes on it\n- `@dependabot squash and merge` will squash and merge this PR after your CI passes on it\n- `@dependabot cancel merge` will cancel a previously requested merge and block automerging\n- `@dependabot reopen` will reopen this PR if it is closed\n- `@dependabot close` will close this PR and stop Dependabot recreating it. 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we will download dat from https://www.alphavantage.co/ we will make use their get API to download 30 min timeseries
API_KEY = "UKVFE0JLE0TBPDEF"
url = "https://www.alphavantage.co/query"
params = {"function" : "TIME_SERIES_INTRADAY",
"symbol" : "IBM",
"interval" : "30min",
"apikey": API_KEY
}
resp = requests.get(url, params)
resp.status_code
200
data = resp.json()# it actually converts already existing json data into python data
type(data)
dict
data.keys()
dict_keys(['Meta Data', 'Time Series (30min)'])
data['Meta Data']
{'1. Information': 'Intraday (30min) open, high, low, close prices and volume',
'2. Symbol': 'IBM',
'3. Last Refreshed': '2021-01-12 20:00:00',
'4. Interval': '30min',
'5. Output Size': 'Compact',
'6. Time Zone': 'US/Eastern'}
type(data['Time Series (30min)'])
dict
data['Time Series (30min)'].keys()
dict_keys(['2021-01-12 20:00:00', '2021-01-12 19:30:00', '2021-01-12 19:00:00', '2021-01-12 18:00:00', '2021-01-12 17:30:00', '2021-01-12 17:00:00', '2021-01-12 16:30:00', '2021-01-12 16:00:00', '2021-01-12 15:30:00', '2021-01-12 15:00:00', '2021-01-12 14:30:00', '2021-01-12 14:00:00', '2021-01-12 13:30:00', '2021-01-12 13:00:00', '2021-01-12 12:30:00', '2021-01-12 12:00:00', '2021-01-12 11:30:00', '2021-01-12 11:00:00', '2021-01-12 10:30:00', '2021-01-12 10:00:00', '2021-01-12 09:30:00', '2021-01-12 09:00:00', '2021-01-12 08:30:00', '2021-01-12 07:30:00', '2021-01-11 20:00:00', '2021-01-11 19:00:00', '2021-01-11 17:00:00', '2021-01-11 16:30:00', '2021-01-11 16:00:00', '2021-01-11 15:30:00', '2021-01-11 15:00:00', '2021-01-11 14:30:00', '2021-01-11 14:00:00', '2021-01-11 13:30:00', '2021-01-11 13:00:00', '2021-01-11 12:30:00', '2021-01-11 12:00:00', '2021-01-11 11:30:00', '2021-01-11 11:00:00', '2021-01-11 10:30:00', '2021-01-11 10:00:00', '2021-01-11 09:30:00', '2021-01-11 09:00:00', '2021-01-11 08:30:00', '2021-01-11 08:00:00', '2021-01-11 07:30:00', '2021-01-08 17:30:00', '2021-01-08 17:00:00', '2021-01-08 16:30:00', '2021-01-08 16:00:00', '2021-01-08 15:30:00', '2021-01-08 15:00:00', '2021-01-08 14:30:00', '2021-01-08 14:00:00', '2021-01-08 13:30:00', '2021-01-08 13:00:00', '2021-01-08 12:30:00', '2021-01-08 12:00:00', '2021-01-08 11:30:00', '2021-01-08 11:00:00', '2021-01-08 10:30:00', '2021-01-08 10:00:00', '2021-01-08 09:30:00', '2021-01-08 09:00:00', '2021-01-08 08:30:00', '2021-01-08 07:30:00', '2021-01-07 20:00:00', '2021-01-07 19:30:00', '2021-01-07 19:00:00', '2021-01-07 18:30:00', '2021-01-07 18:00:00', '2021-01-07 17:30:00', '2021-01-07 17:00:00', '2021-01-07 16:30:00', '2021-01-07 16:00:00', '2021-01-07 15:30:00', '2021-01-07 15:00:00', '2021-01-07 14:30:00', '2021-01-07 14:00:00', '2021-01-07 13:30:00', '2021-01-07 13:00:00', '2021-01-07 12:30:00', '2021-01-07 12:00:00', '2021-01-07 11:30:00', '2021-01-07 11:00:00', '2021-01-07 10:30:00', '2021-01-07 10:00:00', '2021-01-07 09:30:00', '2021-01-07 09:00:00', '2021-01-07 08:30:00', '2021-01-07 08:00:00', '2021-01-07 07:30:00', '2021-01-07 07:00:00', '2021-01-06 20:00:00', '2021-01-06 19:30:00', '2021-01-06 19:00:00', '2021-01-06 18:30:00', '2021-01-06 18:00:00', '2021-01-06 17:30:00', '2021-01-06 17:00:00'])
del jdata
data['Time Series (30min)']['2021-01-12 20:00:00']
{'1. open': '129.5000',
'2. high': '129.5000',
'3. low': '129.5000',
'4. close': '129.5000',
'5. volume': '500'}
import pandas as pd
pd.DataFrame(data['Time Series (30min)'])
| 2021-01-12 20:00:00 | 2021-01-12 19:30:00 | 2021-01-12 19:00:00 | 2021-01-12 18:00:00 | 2021-01-12 17:30:00 | 2021-01-12 17:00:00 | 2021-01-12 16:30:00 | 2021-01-12 16:00:00 | 2021-01-12 15:30:00 | 2021-01-12 15:00:00 | ... | 2021-01-07 08:00:00 | 2021-01-07 07:30:00 | 2021-01-07 07:00:00 | 2021-01-06 20:00:00 | 2021-01-06 19:30:00 | 2021-01-06 19:00:00 | 2021-01-06 18:30:00 | 2021-01-06 18:00:00 | 2021-01-06 17:30:00 | 2021-01-06 17:00:00 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1. open | 129.5000 | 129.2500 | 129.2500 | 129.4200 | 129.2300 | 129.2900 | 129.2100 | 129.1727 | 129.2600 | 129.3100 | ... | 129.7500 | 129.5100 | 129.3700 | 129.5700 | 129.5700 | 129.5700 | 129.3100 | 129.5700 | 129.3100 | 129.3100 |
| 2. high | 129.5000 | 129.5000 | 129.4800 | 129.4200 | 129.3000 | 129.2900 | 129.4500 | 129.4400 | 129.3660 | 129.4721 | ... | 129.7500 | 129.5100 | 129.3700 | 129.7200 | 129.5700 | 129.5700 | 129.5700 | 129.5700 | 129.5000 | 129.9600 |
| 3. low | 129.5000 | 129.2500 | 129.2500 | 129.4200 | 129.2300 | 129.2900 | 129.1906 | 129.1200 | 129.1400 | 129.0800 | ... | 129.7500 | 129.5000 | 129.3100 | 129.5700 | 129.5700 | 129.5700 | 129.3100 | 129.5700 | 129.3100 | 129.3000 |
| 4. close | 129.5000 | 129.5000 | 129.4800 | 129.4200 | 129.3000 | 129.2900 | 129.2500 | 129.2000 | 129.1750 | 129.2500 | ... | 129.7500 | 129.5000 | 129.3100 | 129.7200 | 129.5700 | 129.5700 | 129.5700 | 129.5700 | 129.3196 | 129.3000 |
| 5. volume | 500 | 260 | 291 | 100 | 1175 | 200 | 43398 | 594293 | 215469 | 176133 | ... | 357 | 678 | 374 | 532 | 1199 | 587 | 470 | 123 | 1093 | 3222 |
5 rows × 100 columns
pd.DataFrame(data)
| Meta Data | Time Series (30min) | |
|---|---|---|
| 1. Information | Intraday (30min) open, high, low, close prices... | NaN |
| 2. Symbol | IBM | NaN |
| 3. Last Refreshed | 2021-01-12 20:00:00 | NaN |
| 4. Interval | 30min | NaN |
| 5. Output Size | Compact | NaN |
| ... | ... | ... |
| 2021-01-06 19:00:00 | NaN | {'1. open': '129.5700', '2. high': '129.5700',... |
| 2021-01-06 18:30:00 | NaN | {'1. open': '129.3100', '2. high': '129.5700',... |
| 2021-01-06 18:00:00 | NaN | {'1. open': '129.5700', '2. high': '129.5700',... |
| 2021-01-06 17:30:00 | NaN | {'1. open': '129.3100', '2. high': '129.5000',... |
| 2021-01-06 17:00:00 | NaN | {'1. open': '129.3100', '2. high': '129.9600',... |
106 rows × 2 columns
pd.DataFrame(data['Time Series (30min)']).transpose()
| 1. open | 2. high | 3. low | 4. close | 5. volume | |
|---|---|---|---|---|---|
| 2021-01-12 20:00:00 | 129.5000 | 129.5000 | 129.5000 | 129.5000 | 500 |
| 2021-01-12 19:30:00 | 129.2500 | 129.5000 | 129.2500 | 129.5000 | 260 |
| 2021-01-12 19:00:00 | 129.2500 | 129.4800 | 129.2500 | 129.4800 | 291 |
| 2021-01-12 18:00:00 | 129.4200 | 129.4200 | 129.4200 | 129.4200 | 100 |
| 2021-01-12 17:30:00 | 129.2300 | 129.3000 | 129.2300 | 129.3000 | 1175 |
| ... | ... | ... | ... | ... | ... |
| 2021-01-06 19:00:00 | 129.5700 | 129.5700 | 129.5700 | 129.5700 | 587 |
| 2021-01-06 18:30:00 | 129.3100 | 129.5700 | 129.3100 | 129.5700 | 470 |
| 2021-01-06 18:00:00 | 129.5700 | 129.5700 | 129.5700 | 129.5700 | 123 |
| 2021-01-06 17:30:00 | 129.3100 | 129.5000 | 129.3100 | 129.3196 | 1093 |
| 2021-01-06 17:00:00 | 129.3100 | 129.9600 | 129.3000 | 129.3000 | 3222 |
100 rows × 5 columns
#nse.get_stock_codes()
codes = nse.get_stock_codes()
def get_code(company_name):
return [c for c in codes if company_name in codes[c].lower()]
get_code("mahindra")
['KOTAKBANK', 'M&M', 'M&MFIN', 'MAHEPC', 'MAHINDCIE', 'MAHLIFE', 'MAHLOG', 'MHRIL', 'TECHM']
def get_code(company_name):
return {c:codes[c] for c in codes if company_name in codes[c].lower()}
get_code("mahindra")
{'KOTAKBANK': 'Kotak Mahindra Bank Limited',
'M&M': 'Mahindra & Mahindra Limited',
'M&MFIN': 'Mahindra & Mahindra Financial Services Limited',
'MAHEPC': 'Mahindra EPC Irrigation Limited',
'MAHINDCIE': 'Mahindra CIE Automotive Limited',
'MAHLIFE': 'Mahindra Lifespace Developers Limited',
'MAHLOG': 'Mahindra Logistics Limited',
'MHRIL': 'Mahindra Holidays & Resorts India Limited',
'TECHM': 'Tech Mahindra Limited'}
get_code("irrigation")
{'JISLDVREQS': 'Jain Irrigation Systems Limited',
'JISLJALEQS': 'Jain Irrigation Systems Limited',
'MAHEPC': 'Mahindra EPC Irrigation Limited'}
url
'https://www.alphavantage.co/query'
resp = requests.get("https://www.alphavantage.co/")
print(resp.text[:100])
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta http-equiv="X-UA-Comp
def get_daily_data(symbol):
API_KEY = "UKVFE0JLE0TBPDEF"
url = "https://www.alphavantage.co/query"
params = {"function" : "TIME_SERIES_INTRADAY",
"symbol" : symbol,
"interval" : "30min",
"apikey": API_KEY
}
resp = requests.get(url, params)
return resp
ibm_resp = get_daily_data("IBM")
print(ibm_resp.text[:200])
{
"Meta Data": {
"1. Information": "Intraday (30min) open, high, low, close prices and volume",
"2. Symbol": "IBM",
"3. Last Refreshed": "2021-01-12 20:00:00",
"4.
ibm_resp.json()
{'Meta Data': {'1. Information': 'Intraday (30min) open, high, low, close prices and volume',
'2. Symbol': 'IBM',
'3. Last Refreshed': '2021-01-12 20:00:00',
'4. Interval': '30min',
'5. Output Size': 'Compact',
'6. Time Zone': 'US/Eastern'},
'Time Series (30min)': {'2021-01-12 20:00:00': {'1. open': '129.5000',
'2. high': '129.5000',
'3. low': '129.5000',
'4. close': '129.5000',
'5. volume': '500'},
'2021-01-12 19:30:00': {'1. open': '129.2500',
'2. high': '129.5000',
'3. low': '129.2500',
'4. close': '129.5000',
'5. volume': '260'},
'2021-01-12 19:00:00': {'1. open': '129.2500',
'2. high': '129.4800',
'3. low': '129.2500',
'4. close': '129.4800',
'5. volume': '291'},
'2021-01-12 18:00:00': {'1. open': '129.4200',
'2. high': '129.4200',
'3. low': '129.4200',
'4. close': '129.4200',
'5. volume': '100'},
'2021-01-12 17:30:00': {'1. open': '129.2300',
'2. high': '129.3000',
'3. low': '129.2300',
'4. close': '129.3000',
'5. volume': '1175'},
'2021-01-12 17:00:00': {'1. open': '129.2900',
'2. high': '129.2900',
'3. low': '129.2900',
'4. close': '129.2900',
'5. volume': '200'},
'2021-01-12 16:30:00': {'1. open': '129.2100',
'2. high': '129.4500',
'3. low': '129.1906',
'4. close': '129.2500',
'5. volume': '43398'},
'2021-01-12 16:00:00': {'1. open': '129.1727',
'2. high': '129.4400',
'3. low': '129.1200',
'4. close': '129.2000',
'5. volume': '594293'},
'2021-01-12 15:30:00': {'1. open': '129.2600',
'2. high': '129.3660',
'3. low': '129.1400',
'4. close': '129.1750',
'5. volume': '215469'},
'2021-01-12 15:00:00': {'1. open': '129.3100',
'2. high': '129.4721',
'3. low': '129.0800',
'4. close': '129.2500',
'5. volume': '176133'},
'2021-01-12 14:30:00': {'1. open': '129.3200',
'2. high': '129.5542',
'3. low': '129.2800',
'4. close': '129.3200',
'5. volume': '228843'},
'2021-01-12 14:00:00': {'1. open': '129.2300',
'2. high': '129.3800',
'3. low': '129.1700',
'4. close': '129.3300',
'5. volume': '170700'},
'2021-01-12 13:30:00': {'1. open': '128.7931',
'2. high': '129.2600',
'3. low': '128.6500',
'4. close': '129.2200',
'5. volume': '203045'},
'2021-01-12 13:00:00': {'1. open': '128.8600',
'2. high': '128.8600',
'3. low': '128.5500',
'4. close': '128.7800',
'5. volume': '230258'},
'2021-01-12 12:30:00': {'1. open': '128.4133',
'2. high': '128.9100',
'3. low': '127.9400',
'4. close': '128.8700',
'5. volume': '421918'},
'2021-01-12 12:00:00': {'1. open': '128.9200',
'2. high': '128.9200',
'3. low': '128.3400',
'4. close': '128.4100',
'5. volume': '169367'},
'2021-01-12 11:30:00': {'1. open': '128.8900',
'2. high': '129.2200',
'3. low': '128.7450',
'4. close': '128.9150',
'5. volume': '147107'},
'2021-01-12 11:00:00': {'1. open': '129.3400',
'2. high': '129.4400',
'3. low': '128.6600',
'4. close': '128.8800',
'5. volume': '189655'},
'2021-01-12 10:30:00': {'1. open': '129.6700',
'2. high': '129.8500',
'3. low': '129.3600',
'4. close': '129.4000',
'5. volume': '212346'},
'2021-01-12 10:00:00': {'1. open': '129.0900',
'2. high': '129.6900',
'3. low': '128.6500',
'4. close': '129.6550',
'5. volume': '472614'},
'2021-01-12 09:30:00': {'1. open': '128.9900',
'2. high': '128.9900',
'3. low': '128.9900',
'4. close': '128.9900',
'5. volume': '606'},
'2021-01-12 09:00:00': {'1. open': '128.8000',
'2. high': '128.8000',
'3. low': '128.7400',
'4. close': '128.8000',
'5. volume': '1679'},
'2021-01-12 08:30:00': {'1. open': '128.9100',
'2. high': '128.9100',
'3. low': '128.9100',
'4. close': '128.9100',
'5. volume': '427'},
'2021-01-12 07:30:00': {'1. open': '128.9300',
'2. high': '129.0000',
'3. low': '128.9300',
'4. close': '129.0000',
'5. volume': '356'},
'2021-01-11 20:00:00': {'1. open': '128.6500',
'2. high': '128.6500',
'3. low': '128.6500',
'4. close': '128.6500',
'5. volume': '101'},
'2021-01-11 19:00:00': {'1. open': '128.5800',
'2. high': '128.5800',
'3. low': '128.5800',
'4. close': '128.5800',
'5. volume': '100'},
'2021-01-11 17:00:00': {'1. open': '128.6300',
'2. high': '128.6300',
'3. low': '128.5800',
'4. close': '128.5800',
'5. volume': '740'},
'2021-01-11 16:30:00': {'1. open': '128.5800',
'2. high': '129.0000',
'3. low': '128.5800',
'4. close': '129.0000',
'5. volume': '525951'},
'2021-01-11 16:00:00': {'1. open': '128.5100',
'2. high': '128.6980',
'3. low': '128.2800',
'4. close': '128.6000',
'5. volume': '488310'},
'2021-01-11 15:30:00': {'1. open': '128.7900',
'2. high': '128.8600',
'3. low': '128.4499',
'4. close': '128.4950',
'5. volume': '160869'},
'2021-01-11 15:00:00': {'1. open': '128.6517',
'2. high': '128.8091',
'3. low': '128.5000',
'4. close': '128.7850',
'5. volume': '153946'},
'2021-01-11 14:30:00': {'1. open': '129.0000',
'2. high': '129.1099',
'3. low': '128.5250',
'4. close': '128.6900',
'5. volume': '170058'},
'2021-01-11 14:00:00': {'1. open': '129.2031',
'2. high': '129.2700',
'3. low': '128.8001',
'4. close': '129.0200',
'5. volume': '168310'},
'2021-01-11 13:30:00': {'1. open': '129.5850',
'2. high': '129.6200',
'3. low': '129.1800',
'4. close': '129.1950',
'5. volume': '181195'},
'2021-01-11 13:00:00': {'1. open': '129.1350',
'2. high': '129.6750',
'3. low': '129.1200',
'4. close': '129.5650',
'5. volume': '254707'},
'2021-01-11 12:30:00': {'1. open': '128.6700',
'2. high': '129.1500',
'3. low': '128.5300',
'4. close': '129.1350',
'5. volume': '176725'},
'2021-01-11 12:00:00': {'1. open': '128.4000',
'2. high': '128.7900',
'3. low': '128.3401',
'4. close': '128.6550',
'5. volume': '207584'},
'2021-01-11 11:30:00': {'1. open': '128.0600',
'2. high': '128.5500',
'3. low': '127.8800',
'4. close': '128.4200',
'5. volume': '193262'},
'2021-01-11 11:00:00': {'1. open': '128.2000',
'2. high': '128.2200',
'3. low': '127.9000',
'4. close': '128.0700',
'5. volume': '235469'},
'2021-01-11 10:30:00': {'1. open': '128.1300',
'2. high': '128.3500',
'3. low': '127.8300',
'4. close': '128.1960',
'5. volume': '347529'},
'2021-01-11 10:00:00': {'1. open': '127.9500',
'2. high': '128.6700',
'3. low': '127.6600',
'4. close': '128.1300',
'5. volume': '814143'},
'2021-01-11 09:30:00': {'1. open': '127.8000',
'2. high': '127.8000',
'3. low': '127.5500',
'4. close': '127.7500',
'5. volume': '3968'},
'2021-01-11 09:00:00': {'1. open': '127.7300',
'2. high': '127.7300',
'3. low': '127.5100',
'4. close': '127.5100',
'5. volume': '2402'},
'2021-01-11 08:30:00': {'1. open': '128.3000',
'2. high': '128.3000',
'3. low': '127.5001',
'4. close': '127.6000',
'5. volume': '4979'},
'2021-01-11 08:00:00': {'1. open': '127.6000',
'2. high': '127.6000',
'3. low': '127.6000',
'4. close': '127.6000',
'5. volume': '282'},
'2021-01-11 07:30:00': {'1. open': '128.2600',
'2. high': '128.2600',
'3. low': '127.6700',
'4. close': '128.0000',
'5. volume': '1748'},
'2021-01-08 17:30:00': {'1. open': '128.9800',
'2. high': '129.0000',
'3. low': '128.7900',
'4. close': '129.0000',
'5. volume': '3490'},
'2021-01-08 17:00:00': {'1. open': '128.5900',
'2. high': '128.5900',
'3. low': '128.5900',
'4. close': '128.5900',
'5. volume': '701'},
'2021-01-08 16:30:00': {'1. open': '128.5300',
'2. high': '128.8000',
'3. low': '128.5300',
'4. close': '128.5300',
'5. volume': '115024'},
'2021-01-08 16:00:00': {'1. open': '128.6500',
'2. high': '129.1400',
'3. low': '128.4900',
'4. close': '128.5300',
'5. volume': '735337'},
'2021-01-08 15:30:00': {'1. open': '128.4200',
'2. high': '128.9800',
'3. low': '128.4200',
'4. close': '128.6699',
'5. volume': '238348'},
'2021-01-08 15:00:00': {'1. open': '128.0300',
'2. high': '128.4400',
'3. low': '127.9500',
'4. close': '128.4400',
'5. volume': '193204'},
'2021-01-08 14:30:00': {'1. open': '127.5300',
'2. high': '128.1200',
'3. low': '127.5300',
'4. close': '128.0400',
'5. volume': '203262'},
'2021-01-08 14:00:00': {'1. open': '127.3200',
'2. high': '127.5800',
'3. low': '126.9800',
'4. close': '127.5500',
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'2021-01-08 13:30:00': {'1. open': '127.4350',
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'5. volume': '182379'},
'2021-01-08 13:00:00': {'1. open': '127.8007',
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'5. volume': '139179'},
'2021-01-08 12:30:00': {'1. open': '127.5200',
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'2021-01-08 11:30:00': {'1. open': '127.6400',
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'5. volume': '226528'},
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'4. close': '127.6000',
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'2021-01-08 10:30:00': {'1. open': '128.6800',
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'2021-01-08 09:30:00': {'1. open': '129.4200',
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'4. close': '128.0600',
'5. volume': '13062'},
'2021-01-08 09:00:00': {'1. open': '129.3000',
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'4. close': '129.5000',
'5. volume': '1100'},
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'2. high': '129.8600',
'3. low': '129.3000',
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'2. high': '129.8400',
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'5. volume': '8648'},
'2021-01-07 20:00:00': {'1. open': '129.1000',
'2. high': '129.1000',
'3. low': '129.1000',
'4. close': '129.1000',
'5. volume': '600'},
'2021-01-07 19:30:00': {'1. open': '129.0100',
'2. high': '129.0100',
'3. low': '129.0100',
'4. close': '129.0100',
'5. volume': '100'},
'2021-01-07 19:00:00': {'1. open': '129.1000',
'2. high': '129.1000',
'3. low': '129.0100',
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'5. volume': '700'},
'2021-01-07 18:30:00': {'1. open': '128.9900',
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'2021-01-07 18:00:00': {'1. open': '129.1000',
'2. high': '129.1000',
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'2021-01-07 17:30:00': {'1. open': '129.0502',
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'5. volume': '83352'},
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'2021-01-07 13:30:00': {'1. open': '129.4300',
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'2021-01-07 12:00:00': {'1. open': '129.3600',
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'2021-01-07 11:30:00': {'1. open': '129.8500',
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'2021-01-07 08:30:00': {'1. open': '129.7500',
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'2021-01-07 07:30:00': {'1. open': '129.5100',
'2. high': '129.5100',
'3. low': '129.5000',
'4. close': '129.5000',
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'2021-01-07 07:00:00': {'1. open': '129.3700',
'2. high': '129.3700',
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'2021-01-06 20:00:00': {'1. open': '129.5700',
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'2021-01-06 19:30:00': {'1. open': '129.5700',
'2. high': '129.5700',
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'4. close': '129.5700',
'5. volume': '1199'},
'2021-01-06 19:00:00': {'1. open': '129.5700',
'2. high': '129.5700',
'3. low': '129.5700',
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'2021-01-06 18:30:00': {'1. open': '129.3100',
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'2021-01-06 18:00:00': {'1. open': '129.5700',
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'2021-01-06 17:30:00': {'1. open': '129.3100',
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user = "vikrant"
pass_ = open("/tmp/pass.txt").read().strip()
resp = requests.get("http://api.github.com/user", auth=(user,pass_)) # this is how you specify usrname and password of the API says it need auth
resp.status_code
401
def download(url, filename): # this will not work for excel or pdf file
resp = requests.get(url)
with open(filename, "w") as f:
f.write(resp.text)
type(resp.text) # this is string
str
type(resp.content)
bytes
def download(url, filename): # this will work for excel or pdf file and text files as well
resp = requests.get(url)
with open(filename, "wb") as f:
f.write(resp.content)