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merge-csv
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SFTP Support, Quiet Mode, Bug Fixes, Removed Unused Deps

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main
Gabe Farrell 3 years ago
parent ecb7903851
commit 7465ee94e1
3 changed files with 209 additions and 38 deletions
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2
.gitignore vendored
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@ -2,3 +2,5 @@
.idea
test-csv/merged
ecp-csv
test-csv-large
merged

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README.md
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243
merge-csv.py
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@ -1,16 +1,103 @@
import pandas as pd
import os
import glob
from dotenv import load_dotenv
import numpy as np
import datetime
import itertools as it
import argparse
import re
import pprint
from urllib.parse import urlparse
import pysftp
def prep_dir(folder):
class Sftp:
def __init__(self, hostname, username, password, cnopts, port=22):
"""Constructor Method"""
# Set connection object to None (initial value)
self.connection = None
self.hostname = hostname
self.username = username
self.password = password
self.cnopts = cnopts
self.port = port
def connect(self):
"""Connects to the sftp server and returns the sftp connection object"""
try:
# Get the sftp connection object
self.connection = pysftp.Connection(
host=self.hostname,
username=self.username,
password=self.password,
cnopts=self.cnopts,
port=self.port,
)
except Exception as err:
raise Exception(err)
finally:
if not args.quiet: print(f"Connected to {self.hostname} as {self.username}.")
def disconnect(self):
"""Closes the sftp connection"""
self.connection.close()
if not args.quiet: print(f"Disconnected from host {self.hostname}")
def listdir(self, remote_path):
"""lists all the files and directories in the specified path and returns them"""
for obj in self.connection.listdir(remote_path):
yield obj
def listdir_attr(self, remote_path):
"""lists all the files and directories (with their attributes) in the specified path and returns them"""
for attr in self.connection.listdir_attr(remote_path):
yield attr
def download(self, remote_path, target_local_path):
"""
Downloads the file from remote sftp server to local.
Also, by default extracts the file to the specified target_local_path
"""
try:
if not args.quiet: print(
f"downloading from {self.hostname} as {self.username} [(remote path : {remote_path});(local path: {target_local_path})]"
)
# Create the target directory if it does not exist
path, _ = os.path.split(target_local_path)
if not os.path.isdir(path):
try:
os.makedirs(path)
except Exception as err:
raise Exception(err)
# Download from remote sftp server to local
self.connection.get(remote_path, target_local_path)
if not args.quiet: print("download completed")
except Exception as err:
raise Exception(err)
def upload(self, source_local_path, remote_path):
"""
Uploads the source files from local to the sftp server.
"""
try:
if not args.quiet: print(
f"uploading to {self.hostname} as {self.username} [(remote path: {remote_path});(source local path: {source_local_path})]"
)
# Download file from SFTP
self.connection.put(source_local_path, remote_path)
if not args.quiet: print("upload completed")
except Exception as err:
raise Exception(err)
def prep_dir(folder=''):
# prepare directories
cwd = os.path.join(os.getcwd(), folder)
mwd = os.path.join(cwd, 'merged')
@ -33,7 +120,8 @@ def cap_permutations(s):
def combine_rows(df, col, possibilities):
# if final column doesn't exist, create it
if col not in df.columns:
df[col] = np.nan
tmpdf = pd.DataFrame([np.nan], columns=[col])
df = pd.concat((df, tmpdf), axis=1)
# generate all upper/lowercase possibilities for columns
allp = []
for p in possibilities:
@ -44,7 +132,7 @@ def combine_rows(df, col, possibilities):
allp.remove(col)
safety += 1
if safety > 100:
print(f'Infinite loop detected, shutting down.')
print(f'Fatal: Infinite loop detected, shutting down.')
exit(1)
# list to store replaced columns
drops = []
@ -64,42 +152,60 @@ def combine_rows(df, col, possibilities):
def do_merge_student(cwd, mwd):
# identify and merge student files
print('---Merging Student Data---')
if not args.quiet: print('---Merging Student Data---')
all_files = glob.glob(os.path.join(cwd, "*student*.csv"))
print(f'Found {len(all_files)} CSV files')
print('Merging...')
files = [pd.read_csv(f) for f in all_files]
if not args.quiet: print(f'Found {len(all_files)} Student CSV files')
if len(all_files) < 1:
if not args.quiet: print('No files found. Skipping merge...')
return
if not args.quiet: print('Merging...')
files = [pd.read_csv(f, low_memory=False) for f in all_files]
lines = 0
for f in files:
lines += f.shape[0]
df = pd.concat(files, ignore_index=True)
print('Repairing rows...')
df = pd.concat(files, axis=0)
if not args.quiet: print('Repairing rows...')
df = repair_student_rows(df)
if df.shape[0] != lines:
print(f'Warning! Line count mismatch: {lines} expected, but got {df.shape[0]}')
print(f'Warning: Line count mismatch: {lines} expected, but got {df.shape[0]}')
date = get_date()
df.to_csv(os.path.join(mwd, f'{date}-student-data-merged.csv'))
print('Student data merged successfully!')
if args.project:
proj = '-' + args.project
else:
proj = ''
fn = f'{date}{proj}-student-data-merged.csv'
df.to_csv(os.path.join(mwd, fn))
if not args.quiet: print('Student data merged successfully!')
return fn
def do_merge_teacher(cwd, mwd):
# identify and merge teacher files
print('---Merging Teacher Data---')
if not args.quiet: print('---Merging Teacher Data---')
all_files = glob.glob(os.path.join(cwd, "*teacher*.csv"))
print(f'Found {len(all_files)} CSV files')
print('Merging...')
files = [pd.read_csv(f) for f in all_files]
if not args.quiet: print(f'Found {len(all_files)} Teacher CSV files')
if len(all_files) < 1:
if not args.quiet: print('No files found. Skipping merge...')
return
if not args.quiet: print('Merging...')
files = [pd.read_csv(f, low_memory=False) for f in all_files]
lines = 0
for f in files:
lines += f.shape[0]
df = pd.concat(files, ignore_index=True)
print('Repairing rows...')
df = pd.concat(files, axis=0)
if not args.quiet: print('Repairing rows...')
df = repair_teacher_rows(df)
if df.shape[0] != lines:
print(f'Warning! Line count mismatch: {lines} expected, but got {df.shape[0]}')
print(f'Warning: Line count mismatch: {lines} expected, but got {df.shape[0]}')
date = get_date()
df.to_csv(os.path.join(mwd, f'{date}-teacher-data-merged.csv'))
print('Teacher data merged successfully!')
if args.project:
proj = '-' + args.project
else:
proj = ''
fn = f'{date}{proj}-teacher-data-merged.csv'
df.to_csv(os.path.join(mwd, fn))
if not args.quiet: print('Teacher data merged successfully!')
return fn
def repair_teacher_rows(df):
@ -116,7 +222,7 @@ def repair_student_rows(df):
df = combine_rows(df, 'Grade', ['grade', 'What grade are you in?'])
df = combine_rows(df, 'Gender', ['gender', 'Gender - self report', 'What is your gender?', 'What is your gender? - Selected Choice'])
df = combine_rows(df, 'Race', ['Race- self report', 'race', 'Race - self report'])
print('Combining Question Variants...')
if not args.quiet: print('Combining Question Variants...')
df = combine_variants(df)
return df
@ -137,33 +243,96 @@ def combine_variants(df):
if __name__ == '__main__':
# load environment vars
load_dotenv()
# parse flags
parser = argparse.ArgumentParser(
prog='merge-csv',
description='Merges CSV Files containing student and teacher data',
epilog='Usage: python merge-csv.py (-sth) (directory)')
parser.add_argument('-d', '--folder',
epilog='Usage: python merge-csv.py (-stq) (-d directory) (-r remote) (-p project)')
parser.add_argument('-d', '--directory',
action='store',
help='directory for local csv merging')
help='directory for local csv , defaults to current directory')
parser.add_argument('-t', '--teacher',
action='store_true',
dest='teacher',
help='merge teacher data') # only merge teacher data
help='merge teacher data')
parser.add_argument('-s', '--student',
action='store_true',
dest='student',
help='merge student data') # on/off flag
help='merge student data')
parser.add_argument('-q', '--quiet',
action='store_true',
dest='quiet',
help='run without output (besides errors and warnings)')
parser.add_argument('-p', '--project',
action='store',
help='add a project name to the merged csv file name')
parser.add_argument('-r', '--remote-url',
action='store',
dest='remote_url',
help='sftp url for remote merging')
args = parser.parse_args()
# make sure -s or -t is set
if not (args.student or args.teacher):
print('Warning: Neither -s nor -t are specified. No merge will be performed.')
# do merge
c, m = prep_dir(args.folder)
if not args.quiet: print('Notice: Neither -s nor -t are specified. No merge will be performed.')
if args.directory and not args.remote_url:
c, m = prep_dir(args.directory)
elif not args.directory:
if not args.quiet: print('Notice: No directory specified. Defaulting to current directory.')
c, m = prep_dir()
# prepare sftp if flagged
if args.remote_url:
if not args.quiet: print(f'Remote destination set, fetching files...')
parsed_url = urlparse(args.remote_url)
cnopts = pysftp.CnOpts()
cnopts.hostkeys = None
sftp = Sftp(
hostname=parsed_url.hostname,
username=parsed_url.username,
password=parsed_url.password,
cnopts=cnopts,
)
sftp.connect()
# current directory is used for remote file merging
c, m = prep_dir()
# prepare remote path
path = args.directory
if not path:
path = "/"
# ensure trailing slash
if not path.endswith("/"): path += "/"
filelist = []
# get csv list from remote
for file in sftp.listdir_attr(path):
if file.filename.endswith(".csv"):
filelist.append(file.filename)
if not args.quiet: print(f'Fetching file {file.filename}...')
sftp.download(path + file.filename, c + file.filename)
# perform merges
if args.teacher:
do_merge_teacher(c, m)
tmd = do_merge_teacher(c, m)
if args.student:
do_merge_student(c, m)
smd = do_merge_student(c, m)
# TODO: Regex match cols with title s-****-q#-1 and merge with col s-****-q#
if args.remote_url:
# upload tmd and smd to remote
if not args.quiet: print('Uploading merged data...')
sftp.upload(m + '/' + tmd, path + 'merged/' + tmd)
sftp.upload(m + '/' + smd, path + 'merged/' + smd)
# remove merged directory
if not args.quiet: print('Cleaning up...')
os.remove(m + '/' + tmd)
os.remove(m + '/' + smd)
os.rmdir(m)
# remove downloaded files
for f in filelist:
if os.path.exists(f):
os.remove(f)
sftp.disconnect()
if not args.quiet: print('Done!')

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