diff --git a/DOTS/feat.py b/DOTS/feat.py
index f9c4f08..f1a9467 100644
--- a/DOTS/feat.py
+++ b/DOTS/feat.py
@@ -9,8 +9,7 @@
 from sklearn.feature_extraction.text import CountVectorizer
 from transformers import AutoModel, AutoTokenizer
 import torch, spacy,nltk,subprocess, json, requests,string,csv,logging,os
-if __name__ == "__main__" and __package__ is None:
-    __package__ = "DOTS"
+
 from .scrape import get_OS_data, get_massive_OS_data, get_google_news, scrape_lobstr  # need .scrape and .pull for production
 from .pull import process_hit, process_data, pull_data, pull_lobstr_gdoc
 
diff --git a/DOTS/input/lobstr_results.json b/DOTS/input/lobstr_results.json
index a258275..90726be 100644
--- a/DOTS/input/lobstr_results.json
+++ b/DOTS/input/lobstr_results.json
@@ -1 +1 @@
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Add climate change and more extreme weather to the mix...", "source": "CBS News", "title": "How San Francisco schools are digging deep to weather climate change", "url": "https://www.cbsnews.com/sanfrancisco/news/how-san-francisco-schools-are-digging-deep-to-weather-climate-change/"}, {"id": "29f5206ef06e05adcb328afe16bf077e", "object": "result", "cluster": "8de6e1bbf33f47b8bce451075b883252", "run": "a31a9c57e2aa4785b787fe046a215f7d", "filling_details": null, "image": null, "published_at": "2024-03-06T08:00:00Z", "scraping_time": "2024-03-26T02:14:07.851Z", "short_description": "TEHRAN \u2013International organizations have failed to support the crisis management organization and crisis-affected areas in the last few...", "source": "Tehran Times", "title": "Global bodies show double standards in helping Iran deal with disasters", "url": "https://www.tehrantimes.com/news/495808/Global-bodies-show-double-standards-in-helping-Iran-deal-with"}, {"id": "0741f2fd66a7308829bf4ad53232a56e", "object": "result", "cluster": "8de6e1bbf33f47b8bce451075b883252", "run": "a31a9c57e2aa4785b787fe046a215f7d", "filling_details": null, "image": null, "published_at": "2024-03-21T07:00:00Z", "scraping_time": "2024-03-26T02:18:46.943Z", "short_description": "2024 US Tornadoes ... 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"short_description": "information released. 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South and Central Asia: Early Recovery, Risk Reduction, and Resilience, Fiscal ...", "url": "https://reliefweb.int/report/bangladesh/bureau-humanitarian-assistance-south-and-central-asia-early-recovery-risk-reduction-and-resilience-fiscal-year-fy-2023"}, {"id": "737291ac3a9755af620fb94cd91243fe", "object": "result", "cluster": "8de6e1bbf33f47b8bce451075b883252", "run": "583807ecf2304e869d2b3ec4a52879f3", "filling_details": null, "image": null, "published_at": "2024-03-23T21:50:42Z", "scraping_time": "2024-03-27T08:14:07.911Z", "short_description": "The people of Kelua Two (2) at Mt Ambra in Hagen Central district of Western Highlands Province will have a disaster resilient,...", "source": "POST-COURIER", "title": "Kelua 2 locals trained in disaster management", "url": "https://www.postcourier.com.pg/kelua-2-locals-trained-in-disaster-management/"}, {"id": "fc0bb059e4a1b740f369153f83661a04", "object": "result", "cluster": "8de6e1bbf33f47b8bce451075b883252", "run": "583807ecf2304e869d2b3ec4a52879f3", "filling_details": null, "image": null, "published_at": "2024-03-07T20:51:27Z", "scraping_time": "2024-03-27T08:05:43.291Z", "short_description": "OPINION Society's current reaction to inevitable disasters is denial, detrimental land practices, and the lack of civic preparedness.", "source": "Madawaska Valley Current", "title": "Natural disasters \u2013 how we respond makes them worse", "url": "https://madvalleycurrent.com/2024/03/07/natural-disasters-how-we-respond-makes-them-worse/"}, {"id": "dd2222f98176e859d3a271d0a9de92e6", "object": "result", "cluster": "8de6e1bbf33f47b8bce451075b883252", "run": "583807ecf2304e869d2b3ec4a52879f3", "filling_details": null, "image": null, "published_at": "2024-03-04T22:39:12Z", "scraping_time": "2024-03-27T08:01:55.043Z", "short_description": "Today, the U.S. Department of Health and Human Services (HHS), through the Administration for Children and Families (ACF), announced a final...", "source": "The Administration for Children and Families", "title": "New Rule Helps Child Support Programs During States of Emergency", "url": "https://www.acf.hhs.gov/media/press/2024/new-rule-helps-child-support-programs-during-states-emergency"}, {"id": "1d5b627f55b91844837ccc0576939fc8", "object": "result", "cluster": "8de6e1bbf33f47b8bce451075b883252", "run": "583807ecf2304e869d2b3ec4a52879f3", "filling_details": null, "image": null, "published_at": "2024-03-23T12:00:00Z", "scraping_time": "2024-03-27T08:13:55.943Z", "short_description": "Cats are most fertile during the summer months, but in recent years \u201ckitten season\u201d has been starting earlier and lasting longer.", "source": "WIRED", "title": "The US Is About to Drown in a Sea of Kittens", "url": "https://www.wired.com/story/kitten-season-global-warming-cat-breeding/"}, {"id": "f46113156c0ec1f5a9aba91cf8f8fbe7", "object": "result", "cluster": "8de6e1bbf33f47b8bce451075b883252", "run": "583807ecf2304e869d2b3ec4a52879f3", "filling_details": null, "image": null, "published_at": "2024-03-14T13:00:00Z", "scraping_time": "2024-03-27T08:10:24.339Z", "short_description": "NEWS RELEASE OFFICE OF SEN. GARY PETERS ************************* WASHINGTON, DC \u2013 The House has passed bipartisan legislation authored by...", "source": "SooLeader", "title": "Peters bipartisan FEMA relief bill heads to Biden's desk", "url": "https://www.sooleader.com/local-news/peters-bipartisan-fema-relief-bill-heads-to-bidens-desk-8440857"}, {"id": "bb9d8f33f1cca7f1870a29985cb3d337", "object": "result", "cluster": "8de6e1bbf33f47b8bce451075b883252", "run": "583807ecf2304e869d2b3ec4a52879f3", "filling_details": null, "image": null, "published_at": "2024-03-08T08:00:00Z", "scraping_time": "2024-03-27T08:06:08.911Z", "short_description": "Zambia has declared protracted dry spell a national disaster as price of staple food surges.", "source": "Bloomberg", "title": "Food Supplies Threatened in Southern Africa After Driest February on Record", "url": "https://www.bloomberg.com/news/articles/2024-03-08/food-supplies-threatened-in-southern-africa-after-driest-february-on-record"}, {"id": "b705b0a241e5e3ab3f681f87c8bc5ff0", "object": "result", "cluster": "8de6e1bbf33f47b8bce451075b883252", "run": "583807ecf2304e869d2b3ec4a52879f3", "filling_details": null, "image": null, "published_at": "2024-03-02T08:00:00Z", "scraping_time": "2024-03-27T08:29:52.239Z", "short_description": "Pennington County is...", "source": "KOTA", "title": "Helping Pennington County plan for a natural disaster one public meeting at a time", "url": "https://www.kotatv.com/2024/03/03/helping-pennington-county-plan-natural-disaster-one-public-meeting-time/"}, {"id": "081d3db733043a0ca9f47f1045d482d1", "object": "result", "cluster": "8de6e1bbf33f47b8bce451075b883252", "run": "583807ecf2304e869d2b3ec4a52879f3", "filling_details": null, "image": null, "published_at": "2024-03-14T05:22:00Z", "scraping_time": "2024-03-27T08:09:52.016Z", "short_description": "A 5.4-magnitude earthquake struck Montenegro Thursday (March 14), according to the United States Geological Survey. The natural disaster was...", "source": "iHeart", "title": "5.4 Magnitude Earthquake Reported | KOA 850 AM & 94.1 FM", "url": "https://koacolorado.iheart.com/content/2024-03-14-54-magnitude-earthquake-reported/"}, {"id": "6f2b8ec125833bffe61c308b0401688c", "object": "result", "cluster": "8de6e1bbf33f47b8bce451075b883252", "run": "583807ecf2304e869d2b3ec4a52879f3", "filling_details": null, "image": null, "published_at": "2024-03-21T06:17:49Z", "scraping_time": "2024-03-27T08:13:01.764Z", "short_description": "The plan will include preventing, responding and managing disasters that are common in Uganda including landslides and flooding,...", "source": "New Vision", "title": "Govt launches disaster response plan", "url": "https://www.newvision.co.ug/category/news/govt-launches-disaster-response-plan-NV_184021"}, {"id": "db89438f51c6918c8a1661671f8cc273", "object": "result", "cluster": "8de6e1bbf33f47b8bce451075b883252", "run": "583807ecf2304e869d2b3ec4a52879f3", "filling_details": null, "image": null, "published_at": "2024-03-05T08:00:00Z", "scraping_time": "2024-03-27T08:03:06.799Z", "short_description": "Keep food and water safe \u00b7 eat foods that will expire soon first \u2013 for example, bread and meat because they spoil more quickly than non-...", "source": "Ministry for Primary Industries", "title": "Food safety in natural disasters and emergencies | NZ Government", "url": "https://www.mpi.govt.nz/funding-rural-support/adverse-events/food-safety-in-natural-disasters-and-emergencies/"}, {"id": "7bd8ca1999a443c91b86997b8db8da14", "object": "result", "cluster": "8de6e1bbf33f47b8bce451075b883252", "run": "583807ecf2304e869d2b3ec4a52879f3", "filling_details": null, "image": null, "published_at": "2024-03-01T08:00:00Z", "scraping_time": "2024-03-27T08:29:27.282Z", "short_description": "Heavy rainfall on Thursday has caused severe problems in Meteora, Thessaly, local officials have said. Roads leading to the village of...", "source": "Kathimerini English Edition", "title": "Overflowing streams cause damage in Meteora", "url": "https://www.ekathimerini.com/news/1233027/overflowing-streams-cause-damage-in-meteora/"}]}
\ No newline at end of file
diff --git a/DOTS/input/runs.json b/DOTS/input/runs.json
index 7a9d2d0..f032c8a 100644
--- a/DOTS/input/runs.json
+++ b/DOTS/input/runs.json
@@ -1 +1 @@
-{"count":6,"limit":50,"page":1,"total_pages":1,"result_from":1,"result_to":7,"data":[{"id":"a9f051e3b2f44c6c99e8f81ff2eff552","object":"run","cluster":"8de6e1bbf33f47b8bce451075b883252","is_done":true,"started_at":"2024-03-27T02:38:24Z","total_results":0,"total_unique_results":0,"next_launch_at":null,"ended_at":"2024-03-27T02:46:28Z","duration":0.0,"credit_used":0.0,"origin":"user","status":"aborted","export_done":true,"export_count":0,"export_time":"2024-03-27T02:46:34Z","email_done":null,"email_time":null,"created_at":"2024-03-27T02:38:24Z","done_reason":"aborted","done_reason_desc":null},{"id":"b478b7b0fbfa4d7f861c45102d610f43","object":"run","cluster":"8de6e1bbf33f47b8bce451075b883252","is_done":true,"started_at":"2024-03-27T02:00:11Z","total_results":0,"total_unique_results":0,"next_launch_at":null,"ended_at":"2024-03-27T02:38:13Z","duration":0.0,"credit_used":0.0,"origin":"schedule","status":"done","export_done":true,"export_count":0,"export_time":"2024-03-27T02:38:32Z","email_done":null,"email_time":null,"created_at":"2024-03-27T02:00:11Z","done_reason":"deactivated","done_reason_desc":null},{"id":"a31a9c57e2aa4785b787fe046a215f7d","object":"run","cluster":"8de6e1bbf33f47b8bce451075b883252","is_done":true,"started_at":"2024-03-26T02:10:42Z","total_results":1793,"total_unique_results":1782,"next_launch_at":null,"ended_at":"2024-03-26T02:24:20Z","duration":632.024899999998,"credit_used":632.024899999998,"origin":"user","status":"done","export_done":true,"export_count":0,"export_time":"2024-03-26T02:24:27Z","email_done":null,"email_time":null,"created_at":"2024-03-26T02:10:42Z","done_reason":"no_credits_left","done_reason_desc":"No credits left."},{"id":"9d78be76b50a4183ae0a6bbf916a859e","object":"run","cluster":"8de6e1bbf33f47b8bce451075b883252","is_done":true,"started_at":"2024-03-26T02:09:08Z","total_results":111,"total_unique_results":111,"next_launch_at":null,"ended_at":"2024-03-26T02:09:58Z","duration":36.52109999999998,"credit_used":36.52109999999998,"origin":"user","status":"aborted","export_done":true,"export_count":0,"export_time":"2024-03-26T02:10:04Z","email_done":null,"email_time":null,"created_at":"2024-03-26T02:09:08Z","done_reason":"aborted","done_reason_desc":null},{"id":"2db39f206a22445fac5ab0bf89f43afa","object":"run","cluster":"8de6e1bbf33f47b8bce451075b883252","is_done":true,"started_at":"2024-03-26T02:00:02Z","total_results":636,"total_unique_results":637,"next_launch_at":null,"ended_at":"2024-03-26T02:05:17Z","duration":232.0251000000002,"credit_used":232.0251000000002,"origin":"schedule","status":"aborted","export_done":true,"export_count":0,"export_time":"2024-03-26T02:05:23Z","email_done":null,"email_time":null,"created_at":"2024-03-26T02:00:02Z","done_reason":"aborted","done_reason_desc":null},{"id":"60771d36a7fb4cbd8d6edbd2ed6375d6","object":"run","cluster":"8de6e1bbf33f47b8bce451075b883252","is_done":true,"started_at":"2024-03-25T01:53:14Z","total_results":3085,"total_unique_results":3078,"next_launch_at":null,"ended_at":"2024-03-25T02:12:51Z","duration":900.4967000000008,"credit_used":900.4967000000008,"origin":"user","status":"done","export_done":true,"export_count":0,"export_time":"2024-03-25T02:13:02Z","email_done":null,"email_time":null,"created_at":"2024-03-25T01:53:14Z","done_reason":"no_credits_left","done_reason_desc":"No credits left."}],"next":null,"previous":null}
\ No newline at end of file
+{"count":8,"limit":50,"page":1,"total_pages":1,"result_from":1,"result_to":9,"data":[{"id":"583807ecf2304e869d2b3ec4a52879f3","object":"run","cluster":"8de6e1bbf33f47b8bce451075b883252","is_done":true,"started_at":"2024-03-27T07:03:48Z","total_results":1513,"total_unique_results":1510,"next_launch_at":null,"ended_at":"2024-03-27T08:17:34Z","duration":901.257399999999,"credit_used":901.257399999999,"origin":"user","status":"done","export_done":true,"export_count":0,"export_time":"2024-03-27T08:17:45Z","email_done":null,"email_time":null,"created_at":"2024-03-27T07:03:48Z","done_reason":"no_credits_left","done_reason_desc":"No credits left."},{"id":"856dbf0ca7db4c27b88d86bb39a1c718","object":"run","cluster":"8de6e1bbf33f47b8bce451075b883252","is_done":true,"started_at":"2024-03-27T03:21:02Z","total_results":0,"total_unique_results":0,"next_launch_at":null,"ended_at":"2024-03-27T03:50:48Z","duration":0.0,"credit_used":0.0,"origin":"user","status":"aborted","export_done":true,"export_count":0,"export_time":"2024-03-27T03:50:55Z","email_done":null,"email_time":null,"created_at":"2024-03-27T03:21:02Z","done_reason":"aborted","done_reason_desc":null},{"id":"a9f051e3b2f44c6c99e8f81ff2eff552","object":"run","cluster":"8de6e1bbf33f47b8bce451075b883252","is_done":true,"started_at":"2024-03-27T02:38:24Z","total_results":0,"total_unique_results":0,"next_launch_at":null,"ended_at":"2024-03-27T02:46:28Z","duration":0.0,"credit_used":0.0,"origin":"user","status":"aborted","export_done":true,"export_count":0,"export_time":"2024-03-27T02:46:34Z","email_done":null,"email_time":null,"created_at":"2024-03-27T02:38:24Z","done_reason":"aborted","done_reason_desc":null},{"id":"b478b7b0fbfa4d7f861c45102d610f43","object":"run","cluster":"8de6e1bbf33f47b8bce451075b883252","is_done":true,"started_at":"2024-03-27T02:00:11Z","total_results":0,"total_unique_results":0,"next_launch_at":null,"ended_at":"2024-03-27T02:38:13Z","duration":0.0,"credit_used":0.0,"origin":"schedule","status":"done","export_done":true,"export_count":0,"export_time":"2024-03-27T02:38:32Z","email_done":null,"email_time":null,"created_at":"2024-03-27T02:00:11Z","done_reason":"deactivated","done_reason_desc":null},{"id":"a31a9c57e2aa4785b787fe046a215f7d","object":"run","cluster":"8de6e1bbf33f47b8bce451075b883252","is_done":true,"started_at":"2024-03-26T02:10:42Z","total_results":1793,"total_unique_results":1782,"next_launch_at":null,"ended_at":"2024-03-26T02:24:20Z","duration":632.024899999998,"credit_used":632.024899999998,"origin":"user","status":"done","export_done":true,"export_count":0,"export_time":"2024-03-26T02:24:27Z","email_done":null,"email_time":null,"created_at":"2024-03-26T02:10:42Z","done_reason":"no_credits_left","done_reason_desc":"No credits left."},{"id":"9d78be76b50a4183ae0a6bbf916a859e","object":"run","cluster":"8de6e1bbf33f47b8bce451075b883252","is_done":true,"started_at":"2024-03-26T02:09:08Z","total_results":111,"total_unique_results":111,"next_launch_at":null,"ended_at":"2024-03-26T02:09:58Z","duration":36.52109999999998,"credit_used":36.52109999999998,"origin":"user","status":"aborted","export_done":true,"export_count":0,"export_time":"2024-03-26T02:10:04Z","email_done":null,"email_time":null,"created_at":"2024-03-26T02:09:08Z","done_reason":"aborted","done_reason_desc":null},{"id":"2db39f206a22445fac5ab0bf89f43afa","object":"run","cluster":"8de6e1bbf33f47b8bce451075b883252","is_done":true,"started_at":"2024-03-26T02:00:02Z","total_results":636,"total_unique_results":637,"next_launch_at":null,"ended_at":"2024-03-26T02:05:17Z","duration":232.0251000000002,"credit_used":232.0251000000002,"origin":"schedule","status":"aborted","export_done":true,"export_count":0,"export_time":"2024-03-26T02:05:23Z","email_done":null,"email_time":null,"created_at":"2024-03-26T02:00:02Z","done_reason":"aborted","done_reason_desc":null},{"id":"60771d36a7fb4cbd8d6edbd2ed6375d6","object":"run","cluster":"8de6e1bbf33f47b8bce451075b883252","is_done":true,"started_at":"2024-03-25T01:53:14Z","total_results":3085,"total_unique_results":3078,"next_launch_at":null,"ended_at":"2024-03-25T02:12:51Z","duration":900.4967000000008,"credit_used":900.4967000000008,"origin":"user","status":"done","export_done":true,"export_count":0,"export_time":"2024-03-25T02:13:02Z","email_done":null,"email_time":null,"created_at":"2024-03-25T01:53:14Z","done_reason":"no_credits_left","done_reason_desc":"No credits left."}],"next":null,"previous":null}
\ No newline at end of file
diff --git a/DOTS/scrape.py b/DOTS/scrape.py
index 7af05dd..d0ec5cc 100644
--- a/DOTS/scrape.py
+++ b/DOTS/scrape.py
@@ -4,6 +4,7 @@
 from tqdm import tqdm
 from datetime import datetime, timedelta
 from gnews import GNews
+import pandas as pd
 import xml.etree.ElementTree as ET
 load_dotenv()
 os_url = os.getenv('OS_TOKEN')
@@ -112,10 +113,10 @@ def scrape_lobstr():
         'curl', 'https://api.lobstr.io/v1/runs?page=1&page_size=3000',
         '-H', 'Accept: application/json',
         '-H', f"Authorization: Token {lobstr_key}",
-        '-o', 'input/runs.json'
+        '-o', 'DOTS/input/runs.json'
     ])
 
-    with open("input/runs.json", 'r') as f:
+    with open("DOTS/input/runs.json", 'r') as f:
         runs = json.load(f)
     juns=pd.DataFrame(runs['data'])
     AA=juns[['id','cluster','total_unique_results']]
@@ -125,10 +126,10 @@ def scrape_lobstr():
         'curl', f"https://api.lobstr.io/v1/results?cluster=8de6e1bbf33f47b8bce451075b883252&run={latest_success_run['id']}&page=1&page_size=3000",
         '-H', 'Accept: application/json',
         '-H', f"Authorization: Token {lobstr_key}",
-        '-o', 'input/lobstr_results.json'
+        '-o', 'DOTS/input/lobstr_results.json'
     ])
 
-    with open("input/lobstr_results.json", 'r') as f:
+    with open("DOTS/input/lobstr_results.json", 'r') as f:
         data = json.load(f)
 
     jata=pd.DataFrame(data['data'])