Datasets:
Upload csvtransformerjson.py
Browse files- csvtransformerjson.py +70 -0
csvtransformerjson.py
ADDED
@@ -0,0 +1,70 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import csv
|
2 |
+
import pandas as pd
|
3 |
+
|
4 |
+
class CSVtoJSONTransformer:
|
5 |
+
def __init__(self, csv_reader):
|
6 |
+
self.csv_reader = csv_reader
|
7 |
+
|
8 |
+
def transform_to_json(self):
|
9 |
+
df = pd.DataFrame(self.csv_reader) # Convert csv_reader to DataFrame
|
10 |
+
df["Author"] = df["Author"].replace({pd.NA: None})
|
11 |
+
df["Comment Body"] = df["Comment Body"].replace({pd.NA: None})
|
12 |
+
|
13 |
+
transformed_data = []
|
14 |
+
|
15 |
+
# Group the DataFrame by the 'Subreddit' column
|
16 |
+
grouped_df = df.groupby('Subreddit')
|
17 |
+
|
18 |
+
for subreddit, group in grouped_df:
|
19 |
+
subreddit_data = {
|
20 |
+
"Subreddit": subreddit,
|
21 |
+
"Posts": []
|
22 |
+
}
|
23 |
+
|
24 |
+
# Dictionary to keep track of post titles and their corresponding post IDs
|
25 |
+
post_title_to_id = {}
|
26 |
+
|
27 |
+
for index, row in group.iterrows():
|
28 |
+
post_title = row['Post Title']
|
29 |
+
comment_body = row['Comment Body']
|
30 |
+
timestamp = row['Timestamp']
|
31 |
+
upvotes = row['Upvotes']
|
32 |
+
ID = row['ID']
|
33 |
+
author = row['Author']
|
34 |
+
replies = row['Number of Replies']
|
35 |
+
|
36 |
+
# Check if the post title already exists under the subreddit
|
37 |
+
if post_title in post_title_to_id:
|
38 |
+
post_id = post_title_to_id[post_title]
|
39 |
+
# Append comment to existing post
|
40 |
+
for post in subreddit_data["Posts"]:
|
41 |
+
if post['PostID'] == post_id:
|
42 |
+
post['Comments'].append({
|
43 |
+
"CommentID": ID,
|
44 |
+
"Author": author,
|
45 |
+
"CommentBody": comment_body,
|
46 |
+
"Timestamp": timestamp,
|
47 |
+
"Upvotes": upvotes,
|
48 |
+
"NumberofReplies": replies
|
49 |
+
})
|
50 |
+
break
|
51 |
+
else:
|
52 |
+
# If the post title does not exist, create a new entry
|
53 |
+
post_id = len(subreddit_data["Posts"]) + 1
|
54 |
+
post_title_to_id[post_title] = post_id
|
55 |
+
subreddit_data["Posts"].append({
|
56 |
+
"PostID": post_id,
|
57 |
+
"PostTitle": post_title,
|
58 |
+
"Comments": [{
|
59 |
+
"CommentID": ID,
|
60 |
+
"Author": author,
|
61 |
+
"CommentBody": comment_body,
|
62 |
+
"Timestamp": timestamp,
|
63 |
+
"Upvotes": upvotes,
|
64 |
+
"NumberofReplies": replies
|
65 |
+
}]
|
66 |
+
})
|
67 |
+
|
68 |
+
transformed_data.append(subreddit_data)
|
69 |
+
|
70 |
+
return transformed_data
|