diff --git a/API/run.py b/API/run.py
index 27caf22fe4b32836afcf53f4327528f1b7ebf032..b3f6840f84906930f7a2e143ae949a101bcc3007 100644
--- a/API/run.py
+++ b/API/run.py
@@ -46,10 +46,28 @@ import pmdarima as pm
def start():
+ # read incomming json data
data=request.get_json()
+ # convert json data into pandas data structure
+ data_arr=json.dumps(data)
+ df=pd.read_json(data_arr)
+ df=df.transpose()
+ df.rename(columns = {'Product_Code': 'ProductCode',
+ 'Product_Category': 'ProductCategory',
+ 'Order_Demand': 'OrderDemand'}, inplace = True)
+
+ #check is null
+ df.isnull().sum()
+ # remove nan values
+ df.dropna(inplace=True)
- return data
+ print(df.isnull().sum())
+
+
+
+
+ return data_arr
def read_json(income_data):
diff --git a/Data/data_process.py b/Data/data_process.py
new file mode 100644
index 0000000000000000000000000000000000000000..6a51c71dc110448b00ed2b07afabf5f437c35ea7
--- /dev/null
+++ b/Data/data_process.py
@@ -0,0 +1,70 @@
+import csv
+import json
+import pandas as pd
+from pymongo import MongoClient
+
+
+# # get client instence
+# client = MongoClient()
+
+# # Connect to database
+# db=client.station
+
+# #create station collection
+# station = db.station
+
+# # Read csv file to pandas data frame
+
+# df=pd.read_csv("product_demnd.csv",engine='python')
+# # df = df.rename({'Unnamed: 0.1':'ID','Unnamed: 0': 'Read ID'}, axis=1)
+
+
+# #Set Data Frame index to ID
+# df=df.set_index('ID')
+# #save to csv file
+# df.to_csv('out.csv')
+
+
+
+#function convert to csv file to json file
+def make_json(csvFilePath, jsonFilePath):
+
+ # create a data dictionary
+ data = {}
+
+ # Open a csv reader called DictReader
+
+ with open(csvFilePath, encoding='utf-8') as csvf:
+ csvReader = csv.DictReader(csvf)
+
+ # Convert each row into a dictionary
+ # and add it to data
+ for rows in csvReader:
+ # Assuming a column named 'ID' to
+ # be the primary key
+ key = rows['Product_Code']
+ data[key] = rows
+
+
+ # Open a json writer, and use the json.dumps()
+ # function to dump data
+
+ with open(jsonFilePath, 'w', encoding='utf-8') as jsonf:
+ jsonf.write(json.dumps(data, indent=4))
+
+
+#call function convert csv file to json file format
+
+make_json('product__demnd.csv','input_data.json')
+
+# file_data= []
+
+# #open json file and read each line to json object
+# with open('nosql.json') as f:
+# file_data.append(json.load(f))
+
+# #inset each object to station collection
+
+
+# station.insert_many(file_data)
+
diff --git a/Data/input_data.json b/Data/input_data.json
new file mode 100644
index 0000000000000000000000000000000000000000..771202a9892a1695950f22c161bdf6295dfaf534
--- /dev/null
+++ b/Data/input_data.json
@@ -0,0 +1,15122 @@
+{
+ "Product_0993": {
+ "Product_Code": "Product_0993",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_028",
+ "Date": "2016/4/7",
+ "Order_Demand": "100 "
+ },
+ "Product_0979": {
+ "Product_Code": "Product_0979",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_028",
+ "Date": "2016/12/13",
+ "Order_Demand": "100 "
+ },
+ "Product_1159": {
+ "Product_Code": "Product_1159",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_006",
+ "Date": "2016/6/27",
+ "Order_Demand": "10000 "
+ },
+ "Product_1938": {
+ "Product_Code": "Product_1938",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_001",
+ "Date": "2016/5/12",
+ "Order_Demand": "2 "
+ },
+ "Product_1157": {
+ "Product_Code": "Product_1157",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_006",
+ "Date": "2016/5/13",
+ "Order_Demand": "20000 "
+ },
+ "Product_1234": {
+ "Product_Code": "Product_1234",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/12/6",
+ "Order_Demand": "4000 "
+ },
+ "Product_1451": {
+ "Product_Code": "Product_1451",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/12/14",
+ "Order_Demand": "2000 "
+ },
+ "Product_1274": {
+ "Product_Code": "Product_1274",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/4/11",
+ "Order_Demand": "5000 "
+ },
+ "Product_1512": {
+ "Product_Code": "Product_1512",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/10/13",
+ "Order_Demand": "1000 "
+ },
+ "Product_1970": {
+ "Product_Code": "Product_1970",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_005",
+ "Date": "2016/10/14",
+ "Order_Demand": "1000 "
+ },
+ "Product_1372": {
+ "Product_Code": "Product_1372",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/8/26",
+ "Order_Demand": "300 "
+ },
+ "Product_1994": {
+ "Product_Code": "Product_1994",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/8/22",
+ "Order_Demand": "200 "
+ },
+ "Product_0558": {
+ "Product_Code": "Product_0558",
+ "Warehouse": "Whse_S",
+ "Product_Category": "Category_030",
+ "Date": "2016/6/17",
+ "Order_Demand": "2000 "
+ },
+ "Product_0560": {
+ "Product_Code": "Product_0560",
+ "Warehouse": "Whse_S",
+ "Product_Category": "Category_030",
+ "Date": "2016/1/28",
+ "Order_Demand": "100 "
+ },
+ "Product_0561": {
+ "Product_Code": "Product_0561",
+ "Warehouse": "Whse_S",
+ "Product_Category": "Category_030",
+ "Date": "2016/10/7",
+ "Order_Demand": "600 "
+ },
+ "Product_1183": {
+ "Product_Code": "Product_1183",
+ "Warehouse": "Whse_S",
+ "Product_Category": "Category_030",
+ "Date": "2016/12/29",
+ "Order_Demand": "500 "
+ },
+ "Product_1184": {
+ "Product_Code": "Product_1184",
+ "Warehouse": "Whse_S",
+ "Product_Category": "Category_030",
+ "Date": "2015/4/20",
+ "Order_Demand": "20000 "
+ },
+ "Product_1150": {
+ "Product_Code": "Product_1150",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_006",
+ "Date": "2016/9/9",
+ "Order_Demand": "5000 "
+ },
+ "Product_1173": {
+ "Product_Code": "Product_1173",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_006",
+ "Date": "2016/7/27",
+ "Order_Demand": "10000 "
+ },
+ "Product_1900": {
+ "Product_Code": "Product_1900",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/9/15",
+ "Order_Demand": "100 "
+ },
+ "Product_1248": {
+ "Product_Code": "Product_1248",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/5/31",
+ "Order_Demand": "3000 "
+ },
+ "Product_1278": {
+ "Product_Code": "Product_1278",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/10/14",
+ "Order_Demand": "3000 "
+ },
+ "Product_1359": {
+ "Product_Code": "Product_1359",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/12/9",
+ "Order_Demand": "20000 "
+ },
+ "Product_1270": {
+ "Product_Code": "Product_1270",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/1/20",
+ "Order_Demand": "10000 "
+ },
+ "Product_1581": {
+ "Product_Code": "Product_1581",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_005",
+ "Date": "2016/6/15",
+ "Order_Demand": "1000 "
+ },
+ "Product_2015": {
+ "Product_Code": "Product_2015",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_005",
+ "Date": "2016/12/5",
+ "Order_Demand": "2000 "
+ },
+ "Product_2008": {
+ "Product_Code": "Product_2008",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_005",
+ "Date": "2016/12/14",
+ "Order_Demand": "1000 "
+ },
+ "Product_2004": {
+ "Product_Code": "Product_2004",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_005",
+ "Date": "2016/11/18",
+ "Order_Demand": "1000 "
+ },
+ "Product_0071": {
+ "Product_Code": "Product_0071",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/7/19",
+ "Order_Demand": "11000 "
+ },
+ "Product_1570": {
+ "Product_Code": "Product_1570",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/12/28",
+ "Order_Demand": "500 "
+ },
+ "Product_0083": {
+ "Product_Code": "Product_0083",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/7/19",
+ "Order_Demand": "41000 "
+ },
+ "Product_1502": {
+ "Product_Code": "Product_1502",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/11/30",
+ "Order_Demand": "1000 "
+ },
+ "Product_1904": {
+ "Product_Code": "Product_1904",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/2/16",
+ "Order_Demand": "0 "
+ },
+ "Product_1241": {
+ "Product_Code": "Product_1241",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/9/27",
+ "Order_Demand": "1000 "
+ },
+ "Product_1574": {
+ "Product_Code": "Product_1574",
+ "Warehouse": "Whse_S",
+ "Product_Category": "Category_019",
+ "Date": "2016/7/25",
+ "Order_Demand": "360000 "
+ },
+ "Product_0639": {
+ "Product_Code": "Product_0639",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/10/17",
+ "Order_Demand": "1 "
+ },
+ "Product_1510": {
+ "Product_Code": "Product_1510",
+ "Warehouse": "Whse_S",
+ "Product_Category": "Category_019",
+ "Date": "2016/4/25",
+ "Order_Demand": "13000 "
+ },
+ "Product_1431": {
+ "Product_Code": "Product_1431",
+ "Warehouse": "Whse_S",
+ "Product_Category": "Category_019",
+ "Date": "2016/11/2",
+ "Order_Demand": "2000 "
+ },
+ "Product_0556": {
+ "Product_Code": "Product_0556",
+ "Warehouse": "Whse_S",
+ "Product_Category": "Category_030",
+ "Date": "2016/8/31",
+ "Order_Demand": "2000 "
+ },
+ "Product_1486": {
+ "Product_Code": "Product_1486",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/12/13",
+ "Order_Demand": "3000 "
+ },
+ "Product_1246": {
+ "Product_Code": "Product_1246",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/11/21",
+ "Order_Demand": "1000 "
+ },
+ "Product_1101": {
+ "Product_Code": "Product_1101",
+ "Warehouse": "Whse_S",
+ "Product_Category": "Category_032",
+ "Date": "2016/12/26",
+ "Order_Demand": "25000 "
+ },
+ "Product_1245": {
+ "Product_Code": "Product_1245",
+ "Warehouse": "Whse_S",
+ "Product_Category": "Category_019",
+ "Date": "2016/8/22",
+ "Order_Demand": "500000 "
+ },
+ "Product_1263": {
+ "Product_Code": "Product_1263",
+ "Warehouse": "Whse_S",
+ "Product_Category": "Category_019",
+ "Date": "2016/12/30",
+ "Order_Demand": "15000 "
+ },
+ "Product_0965": {
+ "Product_Code": "Product_0965",
+ "Warehouse": "Whse_S",
+ "Product_Category": "Category_006",
+ "Date": "2016/11/24",
+ "Order_Demand": "1 "
+ },
+ "Product_1264": {
+ "Product_Code": "Product_1264",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/2/1",
+ "Order_Demand": "10000 "
+ },
+ "Product_1432": {
+ "Product_Code": "Product_1432",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/10/6",
+ "Order_Demand": "10000 "
+ },
+ "Product_1480": {
+ "Product_Code": "Product_1480",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/12/15",
+ "Order_Demand": "0 "
+ },
+ "Product_1521": {
+ "Product_Code": "Product_1521",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/11/30",
+ "Order_Demand": "0 "
+ },
+ "Product_0980": {
+ "Product_Code": "Product_0980",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_028",
+ "Date": "2016/7/14",
+ "Order_Demand": "1500 "
+ },
+ "Product_0664": {
+ "Product_Code": "Product_0664",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_011",
+ "Date": "2016/11/1",
+ "Order_Demand": "10 "
+ },
+ "Product_0031": {
+ "Product_Code": "Product_0031",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_005",
+ "Date": "2016/12/21",
+ "Order_Demand": "200 "
+ },
+ "Product_1262": {
+ "Product_Code": "Product_1262",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/1/25",
+ "Order_Demand": "1000 "
+ },
+ "Product_1430": {
+ "Product_Code": "Product_1430",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/10/18",
+ "Order_Demand": "10000 "
+ },
+ "Product_1469": {
+ "Product_Code": "Product_1469",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/3/9",
+ "Order_Demand": "100 "
+ },
+ "Product_1250": {
+ "Product_Code": "Product_1250",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/10/27",
+ "Order_Demand": "1000 "
+ },
+ "Product_1316": {
+ "Product_Code": "Product_1316",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/10/26",
+ "Order_Demand": "500 "
+ },
+ "Product_1410": {
+ "Product_Code": "Product_1410",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/8/31",
+ "Order_Demand": "300 "
+ },
+ "Product_1315": {
+ "Product_Code": "Product_1315",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/5/13",
+ "Order_Demand": "500 "
+ },
+ "Product_1371": {
+ "Product_Code": "Product_1371",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/7/22",
+ "Order_Demand": "1000 "
+ },
+ "Product_1470": {
+ "Product_Code": "Product_1470",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/3/9",
+ "Order_Demand": "200 "
+ },
+ "Product_1286": {
+ "Product_Code": "Product_1286",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/5/2",
+ "Order_Demand": "100 "
+ },
+ "Product_1489": {
+ "Product_Code": "Product_1489",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/7/25",
+ "Order_Demand": "1000 "
+ },
+ "Product_1400": {
+ "Product_Code": "Product_1400",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/6/13",
+ "Order_Demand": "1000 "
+ },
+ "Product_1357": {
+ "Product_Code": "Product_1357",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/7/22",
+ "Order_Demand": "0 "
+ },
+ "Product_0113": {
+ "Product_Code": "Product_0113",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_006",
+ "Date": "2016/8/23",
+ "Order_Demand": "1000 "
+ },
+ "Product_1294": {
+ "Product_Code": "Product_1294",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/5/2",
+ "Order_Demand": "400 "
+ },
+ "Product_1377": {
+ "Product_Code": "Product_1377",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/5/2",
+ "Order_Demand": "300 "
+ },
+ "Product_1452": {
+ "Product_Code": "Product_1452",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/12/22",
+ "Order_Demand": "200 "
+ },
+ "Product_1381": {
+ "Product_Code": "Product_1381",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/5/2",
+ "Order_Demand": "100 "
+ },
+ "Product_1361": {
+ "Product_Code": "Product_1361",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_033",
+ "Date": "2016/6/7",
+ "Order_Demand": "0 "
+ },
+ "Product_1158": {
+ "Product_Code": "Product_1158",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_006",
+ "Date": "2016/9/1",
+ "Order_Demand": "1000 "
+ },
+ "Product_1160": {
+ "Product_Code": "Product_1160",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_006",
+ "Date": "2016/11/7",
+ "Order_Demand": "1000 "
+ },
+ "Product_1149": {
+ "Product_Code": "Product_1149",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_006",
+ "Date": "2016/11/14",
+ "Order_Demand": "5000 "
+ },
+ "Product_1147": {
+ "Product_Code": "Product_1147",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_006",
+ "Date": "2016/10/7",
+ "Order_Demand": "5000 "
+ },
+ "Product_1152": {
+ "Product_Code": "Product_1152",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_006",
+ "Date": "2016/4/28",
+ "Order_Demand": "10000 "
+ },
+ "Product_0940": {
+ "Product_Code": "Product_0940",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_005",
+ "Date": "2016/4/22",
+ "Order_Demand": "200 "
+ },
+ "Product_1632": {
+ "Product_Code": "Product_1632",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/9/12",
+ "Order_Demand": "1000 "
+ },
+ "Product_0931": {
+ "Product_Code": "Product_0931",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_006",
+ "Date": "2016/6/3",
+ "Order_Demand": "5000 "
+ },
+ "Product_1312": {
+ "Product_Code": "Product_1312",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/12/7",
+ "Order_Demand": "500 "
+ },
+ "Product_0613": {
+ "Product_Code": "Product_0613",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_001",
+ "Date": "2016/3/17",
+ "Order_Demand": "1 "
+ },
+ "Product_2001": {
+ "Product_Code": "Product_2001",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_005",
+ "Date": "2016/11/16",
+ "Order_Demand": "300 "
+ },
+ "Product_2010": {
+ "Product_Code": "Product_2010",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_005",
+ "Date": "2016/12/16",
+ "Order_Demand": "500 "
+ },
+ "Product_1818": {
+ "Product_Code": "Product_1818",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_006",
+ "Date": "2016/3/1",
+ "Order_Demand": "5000 "
+ },
+ "Product_1841": {
+ "Product_Code": "Product_1841",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_006",
+ "Date": "2016/9/28",
+ "Order_Demand": "1000 "
+ },
+ "Product_1427": {
+ "Product_Code": "Product_1427",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/5/30",
+ "Order_Demand": "200 "
+ },
+ "Product_1350": {
+ "Product_Code": "Product_1350",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/6/14",
+ "Order_Demand": "2000 "
+ },
+ "Product_1513": {
+ "Product_Code": "Product_1513",
+ "Warehouse": "Whse_J",
+ "Product_Category": "Category_019",
+ "Date": "2016/11/2",
+ "Order_Demand": "200 "
+ },
+ "Product_1763": {
+ "Product_Code": "Product_1763",
+ "Warehouse": "Whse_J",
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+ }
+}
\ No newline at end of file