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Dashboard to present the COVID19 submissions to ENA by country #20
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import argparse, hashlib, os, subprocess, sys, time | ||
import pandas as pd | ||
import requests | ||
import json | ||
import cx_Oracle | ||
""" | ||
Request username and password for databases | ||
""" | ||
def get_oracle_usr_pwd(): | ||
return ['era_reader', 'reader'] | ||
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""" | ||
Setup the connection ERAPRO. | ||
""" | ||
def setup_connection(): | ||
oracle_usr, oracle_pwd = get_oracle_usr_pwd() | ||
client_lib_dir = os.getenv('ORACLE_CLIENT_LIB') | ||
if not client_lib_dir or not os.path.isdir(client_lib_dir): | ||
sys.stderr.write("ERROR: Environment variable $ORACLE_CLIENT_LIB must point at a valid directory\n") | ||
exit(1) | ||
cx_Oracle.init_oracle_client(lib_dir=client_lib_dir) | ||
connection = None | ||
try: | ||
dsn = cx_Oracle.makedsn("ora-vm-009.ebi.ac.uk", 1541, service_name="ERAPRO") | ||
connection = cx_Oracle.connect(oracle_usr, oracle_pwd, dsn, encoding="UTF-8") | ||
return connection | ||
except cx_Oracle.Error as error: | ||
print(error) | ||
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""" | ||
Query ENAPRO dataset, process the data and fetching release date from NCBI nucleotide database. Print to a file. | ||
""" | ||
def SQLstat_fetch_dataframe(connection): | ||
# This Part is for querying ERAPRO | ||
c = connection.cursor() | ||
header = "\t".join(['Webin Account', 'Project ID', 'Project Status ID', 'Sample ID', 'Sample Status ID','RUN ID', 'RUN Status ID', 'Experiment ID', 'Experiment Status ID', 'Country']) | ||
sql_row = [] | ||
c.execute("select sa.submission_account_id, d.project_id,d.status_id, d.biosample_id, d.status_sample, d.run_id, d.status_run, d.experiment_id, d.status_exp, sa.country from\ | ||
(select sp.submission_account_id, c.project_id, c.status_id, c.status_run, sp.biosample_id, sp.status_id as status_sample, c.run_id, c.experiment_id, c.status_exp from\ | ||
(select b.project_id, b.status_id, es.sample_id, b.run_id, b.status_run, b.experiment_id, b.status_exp from\ | ||
(select a.project_id, a.status_id, r.run_id, r.status_id as status_run, r.experiment_id, a.status_exp from\ | ||
(select st.project_id, st.status_id, ex.experiment_id, ex.status_id as status_exp from experiment ex left join study st on ex.study_id =st.study_id) a\ | ||
join run r on a.experiment_id = r.experiment_id) b join experiment_sample es on es.experiment_id= b.experiment_id) c\ | ||
join sample sp on c.sample_id = sp.sample_id where sp.tax_id in ('2697049')) d left join submission_account sa on sa.submission_account_id = d.submission_account_id ") | ||
for row in c: | ||
sql_row.append([row[0],row[1],row[2], row[3],row[4], row[5], row[6], row[7], row[8], row[9]]) | ||
df = pd.DataFrame(sql_row, columns= ['Webin Account', 'Project ID', 'Project Status ID', 'Sample ID', 'Sample Status ID','RUN ID', 'RUN Status ID', 'experiment_accession', 'Experiment Status ID', 'Country']) | ||
return df | ||
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def fetching_seq_data(): | ||
server = "https://www.ebi.ac.uk/ena/portal/api/search" | ||
ext = "?result=sequence&query=tax_tree(2697049)&fields=accession,first_public,country&format=json&limit=0" | ||
command = requests.get(server + ext, headers={"Content-Type": "application/json"}) | ||
data = json.loads(command.content) | ||
database='sequence' | ||
return [data, database] | ||
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def fetching_reads_data(): | ||
server = "https://www.ebi.ac.uk/ena/portal/api/search" | ||
ext = r"?result=read_experiment&query=tax_tree(2697049)&fields=accession,first_public,country&format=json&limit=0" | ||
command = requests.get(server + ext, headers={"Content-Type": "application/json"}) | ||
read_data = json.loads(command.content) | ||
database = 'reads' | ||
return [read_data, database] | ||
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def dataframe (data, database): | ||
df = pd.DataFrame.from_dict(data, orient='columns') | ||
df['country'] = df['country'].str.split(':').str[0] | ||
df.sort_values('country') | ||
df1=df.rename(columns={'first_public': 'Submission Date'}) | ||
filtered_df = df1.groupby(['Submission Date','country']).size().reset_index(name='Submissions') | ||
outdir = f"API_databases_files" | ||
if not os.path.exists(outdir): | ||
os.mkdir(outdir) | ||
old_name = f'{outdir}/API.{database}.output.recent.csv' | ||
if os.path.exists(old_name): | ||
new_name = f'{outdir}/API.{database}.output.old.csv' | ||
os.rename(old_name, new_name) | ||
filtered_df.to_csv(old_name, index=False) | ||
return filtered_df | ||
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def stat_dataframe_reads (data, sql_output, database): | ||
df = pd.DataFrame.from_dict(data, orient='columns') | ||
df['country'] = df['country'].str.split(':').str[0] | ||
sql_api_join= pd.merge(sql_output, df[['experiment_accession', 'country']], on='experiment_accession', how='left') | ||
sql_api_join['Country'] = sql_api_join['Country'].fillna(sql_api_join['country']) | ||
sql_api_join.drop(['country'], inplace=True, axis=1) | ||
sql_api_join.to_csv(f"API_databases_files/SQL-API.{database}.log.csv", index=False) | ||
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########################################### | ||
# # | ||
# MAIN # | ||
# # | ||
########################################### | ||
print('Fetching Reads Data ........\n') | ||
data_reads = fetching_reads_data() | ||
dataframe_reads = dataframe(data_reads[0],data_reads[1]) | ||
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print('Fetching Sequences Data ........\n') | ||
data_seq = fetching_seq_data() | ||
dataframe_seq = dataframe(data_seq[0],data_seq[1]) | ||
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sys.stderr.write("Connecting to ERAPRO...\n") | ||
db_conn = setup_connection() | ||
sys.stderr.write("Querying ERAPRO ..........\n") | ||
sql_output= SQLstat_fetch_dataframe(db_conn) | ||
stat_dataframe_reads(data_reads[0], sql_output,data_reads[1]) | ||
sys.stderr.write("*************END*************\n") |
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As this is a public repository, maybe best to put the database information in a config YAML file and retrieve them from there before calling here. In the GitHub repository, you'd have an empty config file, but your local one can include the information. This way we won't be exposing the database information.
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This is probably good practice, but here we've only got readonly access information, plus the dbs are behind the firewall, so it's probably not really too risky.