fixing spark for querying data
This commit is contained in:
parent
8c934d93c5
commit
092306d777
@ -3,7 +3,7 @@ import bz2
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import shutil
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import shutil
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import os
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import os
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FILE_LOC_PREFIX = "/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files"
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FILE_LOC_PREFIX = "/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/yearly_activity_files/"
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def decompress(filepath):
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def decompress(filepath):
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decompressed_filepath = filepath[:-4]
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decompressed_filepath = filepath[:-4]
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@ -192,9 +192,10 @@ ALL_PROJECTS = [
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DUMP = "2024-11"
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DUMP = "2024-11"
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test_url = f"https://dumps.wikimedia.org/other/mediawiki_history/{DUMP}/aawiki/{DUMP}.aawiki.all-time.tsv.bz2"
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test_url = f"https://dumps.wikimedia.org/other/mediawiki_history/{DUMP}/aawiki/{DUMP}.aawiki.all-time.tsv.bz2"
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DUMP_LOC_PREFIX = f"https://dumps.wikimedia.org/other/mediawiki_history/{DUMP}/"
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DUMP_LOC_PREFIX = f"https://dumps.wikimedia.org/other/mediawiki_history/{DUMP}/"
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FILE_LOC_PREFIX = "/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/compressed_yearly_activity_files/"
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FILE_LOC_PREFIX = "/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/compressed_monthly_activity_files/"
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YEARS = ['2010', '2011', '2012', '2013', '2014', '2015', '2016', '2017', '2018', '2019', '2020', '2021', '2022', '2023', '2024']
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YEARS = ['2010', '2011', '2012', '2013', '2014', '2015', '2016', '2017', '2018', '2019', '2020', '2021', '2022', '2023', '2024']
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MONTHS = ['01', '02', '03', '04', '05', '06', '07', '08', '09', '10', '11', '12']
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def download_file(url):
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def download_file(url):
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print(f"Try to get {url}")
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print(f"Try to get {url}")
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@ -209,14 +210,18 @@ def download_file(url):
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print(f"Downloaded file {filename}")
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print(f"Downloaded file {filename}")
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return filename
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return filename
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def decompress(filepath):
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decompressed_filepath = filepath[:-4]
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with bz2.BZ2File(filepath) as fr, open(decompressed_filepath,"wb") as fw:
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shutil.copyfileobj(fr,fw)
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print(f"Decompressed {decompressed_filepath}")
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os.remove(filepath)
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print(f"Deleted {filepath}")
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def batch_for_monthly():
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urls = []
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for entry in MONTHLY_PROJECTS:
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for year in YEARS:
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for month in MONTHS:
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urls.append(f"{DUMP_LOC_PREFIX}{entry}/{DUMP}.{entry}.{year}-{month}.tsv.bz2")
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for url in urls:
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try:
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download_file(url)
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except Exception:
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print(f"error! {url}")
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def batch_for_yearly():
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def batch_for_yearly():
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urls = []
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urls = []
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@ -250,20 +255,5 @@ def batch_parallel_for_single():
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print('generated an exception: %s' % (exc))
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print('generated an exception: %s' % (exc))
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'''
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'''
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def decompress_directory(directory_name):
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# Traverse the directory
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for root, dirs, files in os.walk(directory_name):
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for file in files:
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if file.endswith('.bz2'):
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# Full path to the file
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filepath = os.path.join(root, file)
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print(filepath)
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# Apply the decompress function
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decompress(filepath)
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if __name__ == "__main__":
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if __name__ == "__main__":
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batch_for_yearly()
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batch_for_monthly()
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#decompress_directory(FILE_LOC_PREFIX)
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#file = download_file(test_url)
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#decompress("/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/2024-11.zuwiktionary.all-time.tsv.bz2")
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75
src/lib/spark-warehouse/activity_schema.csv
Normal file
75
src/lib/spark-warehouse/activity_schema.csv
Normal file
@ -0,0 +1,75 @@
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Field class,Field name,Data type,Comment
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Event_global,wiki_db,string,"enwiki, dewiki, eswiktionary, etc."
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Event_global,event_entity,string,"revision, user or page"
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Event_global,event_type,string,"create, move, delete, etc. Detailed explanation in the docs under #Event_types"
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Event_global,event_timestamp,string,When this event ocurred
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Event_global,event_comment,string,"Comment related to this event, sourced from log_comment, rev_comment, etc."
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Event user,event_user_id,bigint,ID of the user that caused the event. Null if the user is anonymous or if from a revision where the user has been revision deleted.
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Event user,event_user_text_historical,string,Historical username (IP address for anonymous user) of the user that caused the event. Null for revisions where the user has been revision deleted.
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Event user,event_user_text,string,Current username of the user that caused the event. Null for anonymous users (the IP is stored in event_user_text_historical). Null for revisions where the user has been revision deleted.
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Event user,event_user_blocks_historical,array<string>,Historical blocks of the user that caused the event
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Event user,event_user_blocks,array<string>,Current blocks of the user that caused the event
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Event user,event_user_groups_historical,array<string>,Historical groups of the user that caused the event
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Event user,event_user_groups,array<string>,Current groups of the user that caused the event
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Event user,event_user_is_bot_by_historical,array<string>,"Historical bot information of the user that caused the event, can contain values name or group"
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Event user,event_user_is_bot_by,array<string>,"Bot information of the user that caused the event, can contain values name or group"
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Event user,event_user_is_created_by_self,boolean,Whether the event_user created their own account
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Event user,event_user_is_created_by_system,boolean,Whether the event_user account was created by mediawiki (eg. centralauth)
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Event user,event_user_is_created_by_peer,boolean,Whether the event_user account was created by another user
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Event user,event_user_is_anonymous,boolean,"Whether the event_user is not registered, using the old way that surfaced the IP publicly. True for revisions where the user has been revision deleted, even if the user was actually registered."
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Event user,event_user_is_temporary,boolean,"Whether the event_user is not registered, using the new temporary account way. True for revisions where the user has been revision deleted, even if the user was actually registered."
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Event user,event_user_is_permanent,boolean,Whether the event_user is registered.
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Event user,event_user_registration_timestamp,string,Registration timestamp of the user that caused the event (from user table)
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Event user,event_user_creation_timestamp,string,Creation timestamp of the user that caused the event (from logging table)
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Event user,event_user_first_edit_timestamp,string,Timestamp of the first edit of the user that caused the event
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Event user,event_user_revision_count,bigint,"Number of revisions made by the event_user up to the historical time in this wiki_db (only available in revision-create events so far). For revision-create events, this includes the event itself."
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Event user,event_user_seconds_since_previous_revision,bigint,In revision events: seconds elapsed since the previous revision made by the current event_user_id (only available in revision-create events so far)
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page,page_id,bigint,In revision/page events: id of the page
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page,page_title_historical,string,In revision/page events: historical title of the page
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page,page_title,string,In revision/page events: current title of the page
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page,page_namespace_historical,int,In revision/page events: historical namespace of the page.
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page,page_namespace_is_content_historical,boolean,In revision/page events: historical namespace of the page is categorized as content
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page,page_namespace,int,In revision/page events: current namespace of the page
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page,page_namespace_is_content,boolean,In revision/page events: current namespace of the page is categorized as content
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page,page_is_redirect,boolean,In revision/page events: whether the page is currently a redirect
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page,page_is_deleted,boolean,In revision/page events: Whether the page is rebuilt from a delete event
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page,page_creation_timestamp,string,In revision/page events: creation timestamp of the page
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page,page_first_edit_timestamp,string,In revision/page events: timestamp of the page's first revision. Can be before the page_creation in some restore/merge cases (see revision_is_from_before_page_creation).
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page,page_revision_count,bigint,In revision/page events: Cumulative revision count per page for the current page_id (only available in revision-create events so far)
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page,page_seconds_since_previous_revision,bigint,In revision/page events: seconds elapsed since the previous revision made on the current page_id (only available in revision-create events so far)
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user,user_id,bigint,In user events: id of the user
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user,user_text_historical,string,In user events: historical username or IP address of the user
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user,user_text,string,In user events: current username or IP address of the user
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user,user_blocks_historical,array<string>,In user events: historical user blocks
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user,user_blocks,array<string>,In user events: current user blocks
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user,user_groups_historical,array<string>,In user events: historical user groups
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user,user_groups,array<string>,In user events: current user groups
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user,user_is_bot_by_historical,array<string>,"In user events: Historical bot information of the user, can contain values name or group"
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user,user_is_bot_by,array<string>,"In user events: Bot information of the user, can contain values name or group"
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user,user_is_created_by_self,boolean,In user events: whether the user created their own account
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user,user_is_created_by_system,boolean,In user events: whether the user account was created by mediawiki
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user,user_is_created_by_peer,boolean,In user events: whether the user account was created by another user
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user,user_is_anonymous,boolean,"In user events: whether the user is not registered, using the old way that surfaced the IP publicly"
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user,user_is_temporary,boolean,"In user events: whether the user is not registered, using the new temporary account way"
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user,user_is_permanent,boolean,In user events: whether the user is registered
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user,user_registration_timestamp,string,In user events: registration timestamp of the user.
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user,user_creation_timestamp,string,In user events: Creation timestamp of the user (from logging table)
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user,user_first_edit_timestamp,string,In user events: Timestamp of the first edit of the user
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revision,revision_id,bigint,In revision events: id of the revision
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revision,revision_parent_id,bigint,In revision events: id of the parent revision
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revision,revision_minor_edit,boolean,In revision events: whether it is a minor edit or not
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revision,revision_deleted_parts,array<string>,"In revision events: Deleted parts of the revision, can contain values text, comment and user"
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revision,revision_deleted_parts_are_suppressed,boolean,In revision events: Whether the deleted parts are deleted to admin as well (visible only by stewards)
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revision,revision_text_bytes,bigint,In revision events: number of bytes of revision
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revision,revision_text_bytes_diff,bigint,In revision events: change in bytes relative to parent revision (can be negative).
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revision,revision_text_sha1,string,In revision events: sha1 hash of the revision
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revision,revision_content_model,string,In revision events: content model of revision
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revision,revision_content_format,string,In revision events: content format of revision
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revision,revision_is_deleted_by_page_deletion,boolean,In revision events: whether this revision has been deleted (moved to archive table)
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revision,revision_deleted_by_page_deletion_timestamp,string,In revision events: the timestamp when the revision was deleted
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revision,revision_is_identity_reverted,boolean,In revision events: whether this revision was reverted by another future revision
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revision,revision_first_identity_reverting_revision_id,bigint,In revision events: id of the revision that reverted this revision
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revision,revision_seconds_to_identity_revert,bigint,In revision events: seconds elapsed between revision posting and its revert (if there was one)
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revision,revision_is_identity_revert,boolean,In revision events: whether this revision reverts other revisions
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revision,revision_is_from_before_page_creation,boolean,In revision events: True if the revision timestamp is before the page creation (can happen with restore events)
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revision,revision_tags,array<string>,In revision events: Tags associated to the revision
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@ -2,26 +2,15 @@
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"cells": [
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"cells": [
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{
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{
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"cell_type": "code",
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"cell_type": "code",
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"execution_count": 8,
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"execution_count": 1,
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"metadata": {},
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"metadata": {},
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"outputs": [
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"outputs": [],
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{
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"ename": "ModuleNotFoundError",
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"evalue": "No module named 'pyspark.sql.SparkSession'",
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"output_type": "error",
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"traceback": [
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"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
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"\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)",
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"Cell \u001b[0;32mIn[8], line 4\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpyspark\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msql\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtypes\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m StructType, StructField, StringType, LongType, BooleanType, IntegerType, ArrayType\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpyspark\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msql\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mfunctions\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m count, lit, desc\n\u001b[0;32m----> 4\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpyspark\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msql\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mSparkSession\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mSparkSession\u001b[39;00m\n",
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"\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'pyspark.sql.SparkSession'"
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]
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}
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],
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"source": [
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"source": [
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"import re\n",
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"import re\n",
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"import os\n",
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"from pyspark.sql.types import StructType, StructField, StringType, LongType, BooleanType, IntegerType, ArrayType\n",
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"from pyspark.sql.types import StructType, StructField, StringType, LongType, BooleanType, IntegerType, ArrayType\n",
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"from pyspark.sql.functions import count, lit, desc\n",
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"from pyspark.sql.functions import count, lit, desc\n",
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"import pyspark.sql.SparkSession as SparkSession"
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"from pyspark.sql import SparkSession"
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]
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]
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},
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},
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{
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{
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@ -30,7 +19,8 @@
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"metadata": {},
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"metadata": {},
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"outputs": [],
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"outputs": [],
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"source": [
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"source": [
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"mediawiki_history_path = \"/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files\""
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"os.environ['JAVA_HOME'] = \"/usr/lib/jvm/java-11-openjdk-amd64\"\n",
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"os.environ['JRE_HOME'] = \"/usr/lib/jvm/java-11-openjdk-amd64/jre\""
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]
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]
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},
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},
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{
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{
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@ -38,6 +28,15 @@
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"execution_count": 3,
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"execution_count": 3,
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"metadata": {},
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"metadata": {},
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"outputs": [],
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"outputs": [],
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"source": [
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"mediawiki_history_path = \"/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"source": [
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"# Note: string unescaping and array conversion is done later\n",
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"# Note: string unescaping and array conversion is done later\n",
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"mediawiki_history_schema = StructType([\n",
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"mediawiki_history_schema = StructType([\n",
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@ -125,19 +124,37 @@
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"metadata": {},
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"metadata": {},
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"outputs": [
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"outputs": [
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{
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{
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"ename": "AttributeError",
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"data": {
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"evalue": "module 'pyspark' has no attribute 'read'",
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"text/plain": [
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"output_type": "error",
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"'/usr/lib/jvm/java-11-openjdk-amd64'"
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"traceback": [
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]
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"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
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},
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"\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)",
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"execution_count": 5,
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"Cell \u001b[0;32mIn[5], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# Note: It's important to set .option(\"quote\", \"\") to prevent spark to automaticallu use double-quotes to quote text\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m mediawiki_history_raw \u001b[38;5;241m=\u001b[39m \u001b[43mspark\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[38;5;241m.\u001b[39moption(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdelimiter\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\t\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\u001b[38;5;241m.\u001b[39moption(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mquote\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m)\u001b[38;5;241m.\u001b[39mschema(mediawiki_history_schema)\u001b[38;5;241m.\u001b[39mcsv(mediawiki_history_path)\n",
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"metadata": {},
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"\u001b[0;31mAttributeError\u001b[0m: module 'pyspark' has no attribute 'read'"
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"output_type": "execute_result"
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}
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],
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"source": [
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"os.environ['JAVA_HOME']"
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]
|
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|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"execution_count": 6,
|
||||||
|
"metadata": {},
|
||||||
|
"outputs": [
|
||||||
|
{
|
||||||
|
"name": "stderr",
|
||||||
|
"output_type": "stream",
|
||||||
|
"text": [
|
||||||
|
"Setting default log level to \"WARN\".\n",
|
||||||
|
"To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).\n",
|
||||||
|
"25/01/08 11:39:19 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n"
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
"source": [
|
"source": [
|
||||||
"spark = SparkSession\n",
|
"spark = SparkSession.builder.appName('activityData').config(\"spark.driver.extraJavaOptions\", \"-Djava.home=/usr/lib/jvm/java-11-openjdk-amd64\").getOrCreate()\n",
|
||||||
"\n",
|
"\n",
|
||||||
"# Note: It's important to set .option(\"quote\", \"\") to prevent spark to automaticallu use double-quotes to quote text\n",
|
"# Note: It's important to set .option(\"quote\", \"\") to prevent spark to automaticallu use double-quotes to quote text\n",
|
||||||
"mediawiki_history_raw = spark.read.option(\"delimiter\", \"\\t\").option(\"quote\", \"\").schema(mediawiki_history_schema).csv(mediawiki_history_path)"
|
"mediawiki_history_raw = spark.read.option(\"delimiter\", \"\\t\").option(\"quote\", \"\").schema(mediawiki_history_schema).csv(mediawiki_history_path)"
|
||||||
@ -145,7 +162,7 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": null,
|
"execution_count": 7,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [],
|
"outputs": [],
|
||||||
"source": [
|
"source": [
|
||||||
@ -166,9 +183,20 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": null,
|
"execution_count": 8,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [],
|
"outputs": [
|
||||||
|
{
|
||||||
|
"data": {
|
||||||
|
"text/plain": [
|
||||||
|
"<function __main__.toArray(str)>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"execution_count": 8,
|
||||||
|
"metadata": {},
|
||||||
|
"output_type": "execute_result"
|
||||||
|
}
|
||||||
|
],
|
||||||
"source": [
|
"source": [
|
||||||
"spark.udf.register(\"unescape\", unescape, StringType())\n",
|
"spark.udf.register(\"unescape\", unescape, StringType())\n",
|
||||||
"spark.udf.register(\"to_array\", toArray, ArrayType(StringType(), False))"
|
"spark.udf.register(\"to_array\", toArray, ArrayType(StringType(), False))"
|
||||||
@ -176,7 +204,7 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": null,
|
"execution_count": 9,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [],
|
"outputs": [],
|
||||||
"source": [
|
"source": [
|
||||||
@ -261,9 +289,39 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": null,
|
"execution_count": 10,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [],
|
"outputs": [
|
||||||
|
{
|
||||||
|
"name": "stderr",
|
||||||
|
"output_type": "stream",
|
||||||
|
"text": [
|
||||||
|
" \r"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"name": "stdout",
|
||||||
|
"output_type": "stream",
|
||||||
|
"text": [
|
||||||
|
"+--------------+-------+--------------+\n",
|
||||||
|
"|wiki_db |month |revision_count|\n",
|
||||||
|
"+--------------+-------+--------------+\n",
|
||||||
|
"|euwiki |2019-12|356355 |\n",
|
||||||
|
"|cewiki |2019-12|229351 |\n",
|
||||||
|
"|elwiktionary |2019-12|227666 |\n",
|
||||||
|
"|cywiki |2019-12|139174 |\n",
|
||||||
|
"|tgwiki |2019-12|65694 |\n",
|
||||||
|
"|zh_min_nanwiki|2019-12|59755 |\n",
|
||||||
|
"|bnwiki |2019-12|55698 |\n",
|
||||||
|
"|elwiki |2019-12|49604 |\n",
|
||||||
|
"|dewiktionary |2019-12|47897 |\n",
|
||||||
|
"|urwiki |2019-12|45793 |\n",
|
||||||
|
"+--------------+-------+--------------+\n",
|
||||||
|
"only showing top 10 rows\n",
|
||||||
|
"\n"
|
||||||
|
]
|
||||||
|
}
|
||||||
|
],
|
||||||
"source": [
|
"source": [
|
||||||
"mediawiki_history. \\\n",
|
"mediawiki_history. \\\n",
|
||||||
" where(\"event_entity = 'revision' and event_type = 'create'\"). \\\n",
|
" where(\"event_entity = 'revision' and event_type = 'create'\"). \\\n",
|
||||||
|
|||||||
@ -2,7 +2,7 @@
|
|||||||
"cells": [
|
"cells": [
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": null,
|
"execution_count": 1,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [],
|
"outputs": [],
|
||||||
"source": [
|
"source": [
|
||||||
@ -20,7 +20,7 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 3,
|
"execution_count": 2,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
@ -942,7 +942,7 @@
|
|||||||
" PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zuwiktionary.all-time.tsv')]"
|
" PosixPath('/data/users/mgaughan/mw-repo-lifecycles/wiki_activity_data/single_activity_files/2024-11.zuwiktionary.all-time.tsv')]"
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
"execution_count": 3,
|
"execution_count": 2,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "execute_result"
|
"output_type": "execute_result"
|
||||||
}
|
}
|
||||||
@ -955,14 +955,14 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 4,
|
"execution_count": 3,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
"name": "stdout",
|
"name": "stdout",
|
||||||
"output_type": "stream",
|
"output_type": "stream",
|
||||||
"text": [
|
"text": [
|
||||||
"Created temporary directory at /tmp/mwhd-pandas.lpx0uvef\n"
|
"Created temporary directory at /tmp/mwhd-pandas.js1u9wkd\n"
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
@ -971,6 +971,780 @@
|
|||||||
"tmpdir_path = pathlib.Path(tmpdir.name)\n",
|
"tmpdir_path = pathlib.Path(tmpdir.name)\n",
|
||||||
"print(f\"Created temporary directory at {tmpdir_path}\")"
|
"print(f\"Created temporary directory at {tmpdir_path}\")"
|
||||||
]
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"execution_count": 9,
|
||||||
|
"metadata": {},
|
||||||
|
"outputs": [],
|
||||||
|
"source": [
|
||||||
|
"#load in csv fields\\\n",
|
||||||
|
"fields_file = pathlib.Path(\"activity_schema.csv\")\n",
|
||||||
|
"\n",
|
||||||
|
"CSV_FIELDS = []\n",
|
||||||
|
"CSV_FIELDS_META = {}\n",
|
||||||
|
"with fields_file.open(\"r\") as infile:\n",
|
||||||
|
" reader = csv.reader(infile, delimiter=\",\")\n",
|
||||||
|
"\n",
|
||||||
|
" # skip header\n",
|
||||||
|
" next(reader)\n",
|
||||||
|
"\n",
|
||||||
|
" for line in reader:\n",
|
||||||
|
" fclass = line[0]\n",
|
||||||
|
" fname = line[1]\n",
|
||||||
|
" dtype = line[2]\n",
|
||||||
|
" comment = line[3]\n",
|
||||||
|
"\n",
|
||||||
|
" CSV_FIELDS.append(fname)\n",
|
||||||
|
"\n",
|
||||||
|
" if dtype == \"int\":\n",
|
||||||
|
" dtype = \"Int64\"\n",
|
||||||
|
" elif dtype == \"bigint\":\n",
|
||||||
|
" dtype = \"Int64\"\n",
|
||||||
|
" elif dtype == \"array<string>\":\n",
|
||||||
|
" dtype = \"object\"\n",
|
||||||
|
"\n",
|
||||||
|
" if \"timestamp\" in fname:\n",
|
||||||
|
" dtype = \"object\"\n",
|
||||||
|
"\n",
|
||||||
|
" CSV_FIELDS_META[fname] = {\"class\": fclass, \"dtype\": dtype, \"comment\": comment}"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"execution_count": 10,
|
||||||
|
"metadata": {},
|
||||||
|
"outputs": [
|
||||||
|
{
|
||||||
|
"name": "stdout",
|
||||||
|
"output_type": "stream",
|
||||||
|
"text": [
|
||||||
|
"id\tfield \tdtype\n",
|
||||||
|
"----\t------------------------------------------------------------\t------\n",
|
||||||
|
"1\twiki_db \tstring\n",
|
||||||
|
"2\tevent_entity \tstring\n",
|
||||||
|
"3\tevent_type \tstring\n",
|
||||||
|
"4\tevent_timestamp \tobject\n",
|
||||||
|
"5\tevent_comment \tstring\n",
|
||||||
|
"6\tevent_user_id \tInt64\n",
|
||||||
|
"7\tevent_user_text_historical \tstring\n",
|
||||||
|
"8\tevent_user_text \tstring\n",
|
||||||
|
"9\tevent_user_blocks_historical \tobject\n",
|
||||||
|
"10\tevent_user_blocks \tobject\n",
|
||||||
|
"11\tevent_user_groups_historical \tobject\n",
|
||||||
|
"12\tevent_user_groups \tobject\n",
|
||||||
|
"13\tevent_user_is_bot_by_historical \tobject\n",
|
||||||
|
"14\tevent_user_is_bot_by \tobject\n",
|
||||||
|
"15\tevent_user_is_created_by_self \tboolean\n",
|
||||||
|
"16\tevent_user_is_created_by_system \tboolean\n",
|
||||||
|
"17\tevent_user_is_created_by_peer \tboolean\n",
|
||||||
|
"18\tevent_user_is_anonymous \tboolean\n",
|
||||||
|
"19\tevent_user_is_temporary \tboolean\n",
|
||||||
|
"20\tevent_user_is_permanent \tboolean\n",
|
||||||
|
"21\tevent_user_registration_timestamp \tobject\n",
|
||||||
|
"22\tevent_user_creation_timestamp \tobject\n",
|
||||||
|
"23\tevent_user_first_edit_timestamp \tobject\n",
|
||||||
|
"24\tevent_user_revision_count \tInt64\n",
|
||||||
|
"25\tevent_user_seconds_since_previous_revision \tInt64\n",
|
||||||
|
"26\tpage_id \tInt64\n",
|
||||||
|
"27\tpage_title_historical \tstring\n",
|
||||||
|
"28\tpage_title \tstring\n",
|
||||||
|
"29\tpage_namespace_historical \tInt64\n",
|
||||||
|
"30\tpage_namespace_is_content_historical \tboolean\n",
|
||||||
|
"31\tpage_namespace \tInt64\n",
|
||||||
|
"32\tpage_namespace_is_content \tboolean\n",
|
||||||
|
"33\tpage_is_redirect \tboolean\n",
|
||||||
|
"34\tpage_is_deleted \tboolean\n",
|
||||||
|
"35\tpage_creation_timestamp \tobject\n",
|
||||||
|
"36\tpage_first_edit_timestamp \tobject\n",
|
||||||
|
"37\tpage_revision_count \tInt64\n",
|
||||||
|
"38\tpage_seconds_since_previous_revision \tInt64\n",
|
||||||
|
"39\tuser_id \tInt64\n",
|
||||||
|
"40\tuser_text_historical \tstring\n",
|
||||||
|
"41\tuser_text \tstring\n",
|
||||||
|
"42\tuser_blocks_historical \tobject\n",
|
||||||
|
"43\tuser_blocks \tobject\n",
|
||||||
|
"44\tuser_groups_historical \tobject\n",
|
||||||
|
"45\tuser_groups \tobject\n",
|
||||||
|
"46\tuser_is_bot_by_historical \tobject\n",
|
||||||
|
"47\tuser_is_bot_by \tobject\n",
|
||||||
|
"48\tuser_is_created_by_self \tboolean\n",
|
||||||
|
"49\tuser_is_created_by_system \tboolean\n",
|
||||||
|
"50\tuser_is_created_by_peer \tboolean\n",
|
||||||
|
"51\tuser_is_anonymous \tboolean\n",
|
||||||
|
"52\tuser_is_temporary \tboolean\n",
|
||||||
|
"53\tuser_is_permanent \tboolean\n",
|
||||||
|
"54\tuser_registration_timestamp \tobject\n",
|
||||||
|
"55\tuser_creation_timestamp \tobject\n",
|
||||||
|
"56\tuser_first_edit_timestamp \tobject\n",
|
||||||
|
"57\trevision_id \tInt64\n",
|
||||||
|
"58\trevision_parent_id \tInt64\n",
|
||||||
|
"59\trevision_minor_edit \tboolean\n",
|
||||||
|
"60\trevision_deleted_parts \tobject\n",
|
||||||
|
"61\trevision_deleted_parts_are_suppressed \tboolean\n",
|
||||||
|
"62\trevision_text_bytes \tInt64\n",
|
||||||
|
"63\trevision_text_bytes_diff \tInt64\n",
|
||||||
|
"64\trevision_text_sha1 \tstring\n",
|
||||||
|
"65\trevision_content_model \tstring\n",
|
||||||
|
"66\trevision_content_format \tstring\n",
|
||||||
|
"67\trevision_is_deleted_by_page_deletion \tboolean\n",
|
||||||
|
"68\trevision_deleted_by_page_deletion_timestamp \tobject\n",
|
||||||
|
"69\trevision_is_identity_reverted \tboolean\n",
|
||||||
|
"70\trevision_first_identity_reverting_revision_id \tInt64\n",
|
||||||
|
"71\trevision_seconds_to_identity_revert \tInt64\n",
|
||||||
|
"72\trevision_is_identity_revert \tboolean\n",
|
||||||
|
"73\trevision_is_from_before_page_creation \tboolean\n",
|
||||||
|
"74\trevision_tags \tobject\n",
|
||||||
|
"id\tfield \tdtype\n",
|
||||||
|
"----\t------------------------------------------------------------\t------\n",
|
||||||
|
"4\tevent_timestamp \tobject\n",
|
||||||
|
"21\tevent_user_registration_timestamp \tobject\n",
|
||||||
|
"22\tevent_user_creation_timestamp \tobject\n",
|
||||||
|
"23\tevent_user_first_edit_timestamp \tobject\n",
|
||||||
|
"35\tpage_creation_timestamp \tobject\n",
|
||||||
|
"36\tpage_first_edit_timestamp \tobject\n",
|
||||||
|
"54\tuser_registration_timestamp \tobject\n",
|
||||||
|
"55\tuser_creation_timestamp \tobject\n",
|
||||||
|
"56\tuser_first_edit_timestamp \tobject\n",
|
||||||
|
"68\trevision_deleted_by_page_deletion_timestamp \tobject\n"
|
||||||
|
]
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"source": [
|
||||||
|
"# +\n",
|
||||||
|
"maxl = 60\n",
|
||||||
|
"\n",
|
||||||
|
"print(f\"id\\t{'field': <{maxl}}\\tdtype\")\n",
|
||||||
|
"print(\"----\\t\" + \"-\" * maxl + \"\\t\" + \"------\")\n",
|
||||||
|
"for id, field in enumerate(CSV_FIELDS, start=1):\n",
|
||||||
|
" print(f\"{id}\\t{field: <{maxl}}\\t{CSV_FIELDS_META[field]['dtype']}\")\n",
|
||||||
|
"\n",
|
||||||
|
"# +\n",
|
||||||
|
"timestamp_fields = [\n",
|
||||||
|
" (id, field) for id, field in enumerate(CSV_FIELDS, start=1) if \"timestamp\" in field\n",
|
||||||
|
"]\n",
|
||||||
|
"\n",
|
||||||
|
"print(f\"id\\t{'field': <{maxl}}\\tdtype\")\n",
|
||||||
|
"print(\"----\\t\" + \"-\" * maxl + \"\\t\" + \"------\")\n",
|
||||||
|
"for id, field in timestamp_fields:\n",
|
||||||
|
" print(f\"{id}\\t{field: <{maxl}}\\t{CSV_FIELDS_META[field]['dtype']}\")\n",
|
||||||
|
"\n",
|
||||||
|
"# +"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"execution_count": 13,
|
||||||
|
"metadata": {},
|
||||||
|
"outputs": [
|
||||||
|
{
|
||||||
|
"name": "stderr",
|
||||||
|
"output_type": "stream",
|
||||||
|
"text": [
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,39,40,41,42,43,44,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,17,39,40,42,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (14,15,16,17,27,29,31,37,38,41,42,43,44,45,46,47,48,49,50,51) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,18,19,39,40,41,42,43,44,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,41,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,12,13,14,15,16,17,39,40,41,42,43,44,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,11,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,12,13,17,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,12,13,17,42,43,44,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,11,17,19,39,40,41,42,50,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,12,19,39,40,41,42,43,44,50,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (17,42) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,14,15,16,17,27,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (41,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,19,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (4,8,9,10,11,12,13,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,10,14,15,16,17,39,41,42,43,44,51,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,18,19,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,12,13,14,15,16,17,27,29,31,37,38,39,40,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,42,43,44,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (17,42,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (12,13,14,15,16,17,42,43,44,51,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,39,42,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,11,12,13,14,15,16,17,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,17,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,42,51,63) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,39,40,42) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (4,8,9,10,12,13,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,59,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,17,39,40,41,42,43,44,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,11,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,12,13,14,15,16,17,27,29,30,31,37,38,42,43,44,45,46,47,48,49,50,51,54,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,12,13,17,42,43,44,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (17,42) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,17,39,42) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,12,13,17,39,42,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,17,19,39,40,41,42,43,44,49,50,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,12,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,18,19,20,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,41,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,39,40,41,42,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,12,13,14,15,16,17,39,40,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,12,14,15,16,17,39,40,41,42,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,17,39,41,42,43,44) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,39,40,41,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,11,17,39,40,41,42,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,19,39,40,41,42,43,44,49,50,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,41,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,14,15,16,17,18,19,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,11,17,41,42,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (42) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,17,39,40,41,42,43,44,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,12,17,41,42,43,44,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,11,12,13,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,17,39,41,42,43,44,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,12,13,14,15,16,17,27,29,31,37,38,39,40,42,43,44,45,46,47,48,49,50,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,39,40,41,42,43,44,49,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,12,13,14,15,16,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (12,13,14,15,16,17,27,29,30,31,37,38,42,43,44,45,46,47,48,49,50,51,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,11,12,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,14,15,16,17,18,19,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,41,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (12,43,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,12,17,39,40,41,42,43,44,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (17) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (12,13,17,42,43,44,63) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,17,39,40,42,43,44,50,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,11,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,17,39,40,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,14,15,16,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (4,8,9,10,11,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,59,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (4,9,11,30,39,40,42,51,54,56,59,62,63,64,67,68) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (4,8,9,10,11,12,13,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,59,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,12,13,17,41,42,43,44) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,17,39,40,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,12,14,15,16,17,39,40,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,17,39,40,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,19,39,40,41,42,50,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,41,42,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,12,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (17) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (4,8,9,10,12,13,14,15,16,17,19,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,59,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,14,15,16,17,18,19,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,40,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,12,13,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,11,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,12,17,41,42,43,44,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,12,17,39,40,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,17,18,19,39,40,41,42,43,44,49,50,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,17,18,19,39,40,41,42,43,44,49,50,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,39,40,41,42,43,44,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,18,19,27,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,14,15,16,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,17,42,43,44,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,11,39,40,42,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,17,39,40,41,42,43,44,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (4,11,12,13,17,30,39,42,43,44,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,41,42,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,12,13,14,15,16,17,39,40,43,44,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,17,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,17,41) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,11,13,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,39,40,41,42,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,12,39,40,42,43,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,39,40,41,42,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,18,19,20,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,14,15,16,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,14,15,16,17,18,19,39,40,41,42,43,44,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,18,19,20,27,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,14,15,16,17,18,19,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (12,41,43,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,14,15,16,17,39,40,41,42,43,44,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,12,17,39,40,41,42,43,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,12,14,15,16,17,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,17,42,43,44,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,10,11,14,15,16,17,27,29,30,31,37,38,39,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,17,19,39,40,41,42,43,44,50,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,17,19,39,40,41,42,43,44,50,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,18,27,29,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,19,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,17,18,19,39,40,41,42,43,44,49,50,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,14,15,16,17,27,29,30,31,37,38,39,40,42,43,44,45,46,47,48,49,50,51,54,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,11,12,13,14,15,16,17,18,19,20,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,19,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (17,42,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,12,17,42,43,44,63) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,41,42) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,12,17,39,40,41,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,39,40,41,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,12,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55,56,62,63,64,67,68,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,12,14,15,16,17,39,40,42,43,44,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,12,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,12,13,17,39,40,41,42,43,44,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,39,40,42,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,11,12,13,14,15,16,17,18,19,20,27,29,31,37,38,41,42,43,44,45,46,47,48,49,50,51,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,18,19,20,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,14,15,16,17,27,29,30,31,37,38,39,40,42,43,44,45,46,47,48,49,50,51,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (17,42) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,13,14,15,16,17,27,29,30,31,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,17,19,39,40,41,42,49,50,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (42,55) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,12,39,40,41,42,43,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,12,17,39,40,41,42,43,44,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,39,40,41,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,14,15,16,17,19,39,40,41,42,43,44,49,50,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,11,12,14,15,16,17,27,37,38,39,40,42,43,44,45,46,47,48,49,50,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,11,39,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,49,50,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,17,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,17,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,12,14,15,16,17,39,40,41,42,43,44,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,42,43,44,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,14,15,16,17,18,19,27,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,17,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,41,42,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,11,12,13,14,15,16,17,18,19,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,55,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,39,40,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,12,13,17,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,17,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,17,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (12,13,17,42,43,44,51,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,17,39,40,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (14,15,16,17,42,43,44,63) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (17,42) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,42) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (10,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,12,17,39,40,42,43,44,63,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,19,39,40,42,50,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (11,17,42,43,44) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (12,13,17,42,43,44,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (13,17,42,43,44,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,10,17,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,17,39,40,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (9,17,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,12,13,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,39,40,41,42,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
"/tmp/ipykernel_1030433/720178351.py:4: DtypeWarning: Columns (8,9,10,12,17,39,40,41,42,43,44,55,69) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||||||
|
" tmpdf = pd.read_csv(\n"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"ename": "",
|
||||||
|
"evalue": "",
|
||||||
|
"output_type": "error",
|
||||||
|
"traceback": [
|
||||||
|
"\u001b[1;31mThe Kernel crashed while executing code in the current cell or a previous cell. \n",
|
||||||
|
"\u001b[1;31mPlease review the code in the cell(s) to identify a possible cause of the failure. \n",
|
||||||
|
"\u001b[1;31mClick <a href='https://aka.ms/vscodeJupyterKernelCrash'>here</a> for more info. \n",
|
||||||
|
"\u001b[1;31mView Jupyter <a href='command:jupyter.viewOutput'>log</a> for further details."
|
||||||
|
]
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"source": [
|
||||||
|
"df_list = []\n",
|
||||||
|
"\n",
|
||||||
|
"for file in csv_files:\n",
|
||||||
|
" tmpdf = pd.read_csv(\n",
|
||||||
|
" file,\n",
|
||||||
|
" delimiter=\"\\t\",\n",
|
||||||
|
" encoding=\"utf-8\",\n",
|
||||||
|
" quotechar='\"',\n",
|
||||||
|
" quoting=csv.QUOTE_NONE,\n",
|
||||||
|
" doublequote=False,\n",
|
||||||
|
" header=None,\n",
|
||||||
|
" names=CSV_FIELDS,\n",
|
||||||
|
" #dtype={field: CSV_FIELDS_META[field][\"dtype\"] for field in CSV_FIELDS},\n",
|
||||||
|
" #date_format={\n",
|
||||||
|
" # field: \"%Y-%m-%d %H:%M:%S.%f\"\n",
|
||||||
|
" # for field in CSV_FIELDS\n",
|
||||||
|
" # if \"timestamp\" in field\n",
|
||||||
|
" #},\n",
|
||||||
|
" )\n",
|
||||||
|
" df_list.append(tmpdf)\n",
|
||||||
|
"\n",
|
||||||
|
"df = pd.concat(df_list)\n",
|
||||||
|
"df.head()\n"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"execution_count": null,
|
||||||
|
"metadata": {},
|
||||||
|
"outputs": [],
|
||||||
|
"source": []
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
"metadata": {
|
"metadata": {
|
||||||
|
|||||||
Loading…
Reference in New Issue
Block a user