class Analytics:
def __init__(self, config):
self.config = config
self.downloader = Downloader(config)
self.parser = Parser(config)
self.analyser = Analyser(config)
def generate_report(self):
if self.config.download:
self.downloader.download()
self.parser.parse()
self.analyser.analyse()
return self.config
class Analytics:
def __init__(self, config):
self.config = config
self.downloader = Downloader(config)
self.parser = Parser(config)
self.analyser = Analyser(config)
def download_logs(self):
print("here")
if self.config.download:
self.downloader.download()
def generate_report(self):
#if self.config.download:
# self.downloader.download()
self.parser.parse()
self.analyser.analyse()
return self.config
def main():
args = arg_parser()
parser = Parser()
flow = ControlFlowGraph()
analyser = Analyser()
codegen = MachineCode()
with open(args.input_file, 'r') as file_in:
content = file_in.read()
try:
tree = parser.parse(content)
symtab, commands = analyser.analyse(tree)
g = flow.convert(commands, symtab)
code = codegen.start(g, symtab)
except CompilerError:
exit(1)
with open(args.output_file, 'w') as file_out:
file_out.write(code)
# !!! It's already done at donors.py !!! #
# Correlation between TARGET_D and the predictors
TARGET_D_corr = raw_dat.corr()["TARGET_D"].copy()
TARGET_D_corr.sort(ascending = False)
TARGET_D_corr
# TODO: see how donations are distributed among age groups
# TODO: see how donations are distributed per gender
# The majority of the donations are smaller than 20 dollars.
#### Preprocessing ####
# Gets some redundant variables based on variance, sparsity & common sense
redundant_vars = Analyser.get_redundant_vars(cfg, raw_dat)
# Drops redundant cols
dat = raw_dat.drop(redundant_vars, axis = 1)
# Imputes the data and fills in the missing values
dat = Preprocessor.fill_nans(raw_dat)
# Shuffles observations
dat = dat.apply(np.random.permutation)
#### Feature Selection ####
# Gets important variables
important_vars = Analyser.get_important_vars(cfg, dat)
important_vars.extend(['TARGET_B'])
def __init__(self, config):
self.config = config
self.downloader = Downloader(config)
self.parser = Parser(config)
self.analyser = Analyser(config)