From 7e0ba1154167d1b31f09a2f96c4f82db05396f8e Mon Sep 17 00:00:00 2001
From: Janez K <janez.kranjc@gmail.com>
Date: Sat, 20 Dec 2014 15:12:24 +0100
Subject: [PATCH] work on active sentiment widgets

---
 workflows/streaming/db/package_data.json | 372 +++++++++++------------
 workflows/streaming/library.py           |  37 +++
 2 files changed, 223 insertions(+), 186 deletions(-)

diff --git a/workflows/streaming/db/package_data.json b/workflows/streaming/db/package_data.json
index 3f3edc0..b68e85a 100644
--- a/workflows/streaming/db/package_data.json
+++ b/workflows/streaming/db/package_data.json
@@ -1,6 +1,6 @@
 [
   {
-    "pk": 43, 
+    "pk": 20, 
     "model": "workflows.category", 
     "fields": {
       "uid": "ca549cd5-2041-46f1-b175-a743b71b0e9b", 
@@ -12,11 +12,12 @@
     }
   }, 
   {
-    "pk": 222, 
+    "pk": 114, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 43, 
+      "category": 20, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "Active Learning Tweet Sentiment Analysis", 
       "is_streaming": true, 
       "uid": "eca4b45d-b484-4147-9a48-ddf07efda3cd", 
@@ -25,7 +26,6 @@
       "package": "streaming", 
       "static_image": "sentiment.png", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "streaming_active_annotation", 
@@ -39,10 +39,10 @@
     }
   }, 
   {
-    "pk": 490, 
+    "pk": 216, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 222, 
+      "widget": 114, 
       "name": "List of Tweets", 
       "short_name": "ltw", 
       "uid": "b3d2dddb-c99f-4c04-9b0f-53199cf17c50", 
@@ -57,10 +57,10 @@
     }
   }, 
   {
-    "pk": 233, 
+    "pk": 129, 
     "model": "workflows.abstractoutput", 
     "fields": {
-      "widget": 222, 
+      "widget": 114, 
       "name": "Sentiment Annotated List Of Tweets", 
       "short_name": "ltw", 
       "variable": "ltw", 
@@ -70,11 +70,12 @@
     }
   }, 
   {
-    "pk": 395, 
+    "pk": 115, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 43, 
+      "category": 20, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "Active Learning Tweet Sentiment Analysis v2", 
       "is_streaming": true, 
       "uid": "ce256688-9b48-41cb-b3b1-8e72176e021a", 
@@ -83,7 +84,6 @@
       "package": "streaming", 
       "static_image": "sentiment.png", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "streaming_active_annotation", 
@@ -97,10 +97,10 @@
     }
   }, 
   {
-    "pk": 928, 
+    "pk": 217, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 395, 
+      "widget": 115, 
       "name": "List of Tweets", 
       "short_name": "ltw", 
       "uid": "a5ace904-6fd6-4023-bfd5-d4b81afd6369", 
@@ -115,10 +115,10 @@
     }
   }, 
   {
-    "pk": 929, 
+    "pk": 218, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 395, 
+      "widget": 115, 
       "name": "Batch size", 
       "short_name": "b", 
       "uid": "c36187d3-5df0-4f06-85b0-d01ea921f7b3", 
@@ -133,10 +133,10 @@
     }
   }, 
   {
-    "pk": 930, 
+    "pk": 219, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 395, 
+      "widget": 115, 
       "name": "Number of tweets for hand-labeling chosen with the \"Closest to the neutral zone\" query strategy.", 
       "short_name": "q1", 
       "uid": "0b684a5d-528e-41c4-adb7-59a09bc1a39b", 
@@ -151,10 +151,10 @@
     }
   }, 
   {
-    "pk": 931, 
+    "pk": 220, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 395, 
+      "widget": 115, 
       "name": "Number of tweets for hand-labeling chosen with the random query strategy.", 
       "short_name": "q2", 
       "uid": "216ae867-a808-47f4-a233-052d62f09dd8", 
@@ -169,10 +169,10 @@
     }
   }, 
   {
-    "pk": 416, 
+    "pk": 130, 
     "model": "workflows.abstractoutput", 
     "fields": {
-      "widget": 395, 
+      "widget": 115, 
       "name": "Sentiment Annotated List Of Tweets", 
       "short_name": "ltw", 
       "variable": "ltw", 
@@ -182,11 +182,12 @@
     }
   }, 
   {
-    "pk": 223, 
+    "pk": 116, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 43, 
+      "category": 20, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "Add neutral zone", 
       "is_streaming": false, 
       "uid": "722e5c1f-9d52-4fa1-81f4-afde8ea508d8", 
@@ -195,7 +196,6 @@
       "package": "streaming", 
       "static_image": "neutral_zone.png", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "", 
@@ -209,10 +209,10 @@
     }
   }, 
   {
-    "pk": 491, 
+    "pk": 221, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 223, 
+      "widget": 116, 
       "name": "List of Tweets", 
       "short_name": "ltw", 
       "uid": "f3027af6-ee71-4991-9ae7-b8877de16b35", 
@@ -227,10 +227,10 @@
     }
   }, 
   {
-    "pk": 492, 
+    "pk": 222, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 223, 
+      "widget": 116, 
       "name": "Neutral zone", 
       "short_name": "nz", 
       "uid": "607375c0-f4e3-43b8-9f99-2830ac7e5c83", 
@@ -245,10 +245,10 @@
     }
   }, 
   {
-    "pk": 234, 
+    "pk": 131, 
     "model": "workflows.abstractoutput", 
     "fields": {
-      "widget": 223, 
+      "widget": 116, 
       "name": "List of Tweets", 
       "short_name": "ltw", 
       "variable": "ltw", 
@@ -258,11 +258,12 @@
     }
   }, 
   {
-    "pk": 224, 
+    "pk": 117, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 43, 
+      "category": 20, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "Filter tweets by language", 
       "is_streaming": false, 
       "uid": "63608f38-ee19-4898-90ba-ea2a928daa1f", 
@@ -271,7 +272,6 @@
       "package": "streaming", 
       "static_image": "filter_tweets.png", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "", 
@@ -285,10 +285,10 @@
     }
   }, 
   {
-    "pk": 493, 
+    "pk": 223, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 224, 
+      "widget": 117, 
       "name": "List of Tweets", 
       "short_name": "ltw", 
       "uid": "e969d30e-dc5c-4c45-8fa4-319e83f20699", 
@@ -303,10 +303,10 @@
     }
   }, 
   {
-    "pk": 494, 
+    "pk": 224, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 224, 
+      "widget": 117, 
       "name": "Language", 
       "short_name": "lan", 
       "uid": "9befb8ed-7644-4f41-8887-1c6f74bdeba7", 
@@ -321,10 +321,10 @@
     }
   }, 
   {
-    "pk": 235, 
+    "pk": 132, 
     "model": "workflows.abstractoutput", 
     "fields": {
-      "widget": 224, 
+      "widget": 117, 
       "name": "List of Tweets", 
       "short_name": "ltw", 
       "variable": "ltw", 
@@ -334,11 +334,12 @@
     }
   }, 
   {
-    "pk": 243, 
+    "pk": 118, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 43, 
+      "category": 20, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "Get news article", 
       "is_streaming": true, 
       "uid": "96cc52ff-109a-48b3-ac54-e0a8e3d4f1fa", 
@@ -347,7 +348,6 @@
       "package": "streaming", 
       "static_image": "", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "", 
@@ -361,10 +361,10 @@
     }
   }, 
   {
-    "pk": 522, 
+    "pk": 225, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 243, 
+      "widget": 118, 
       "name": "URL", 
       "short_name": "url", 
       "uid": "9cf13cf8-deb9-4175-8a71-d11da0984c99", 
@@ -379,10 +379,10 @@
     }
   }, 
   {
-    "pk": 251, 
+    "pk": 133, 
     "model": "workflows.abstractoutput", 
     "fields": {
-      "widget": 243, 
+      "widget": 118, 
       "name": "Text", 
       "short_name": "txt", 
       "variable": "text", 
@@ -392,11 +392,12 @@
     }
   }, 
   {
-    "pk": 242, 
+    "pk": 119, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 43, 
+      "category": 20, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "Porter stemmer on triplets", 
       "is_streaming": true, 
       "uid": "9dc49613-daa0-440f-bb2c-80909edee633", 
@@ -405,7 +406,6 @@
       "package": "streaming", 
       "static_image": "", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "", 
@@ -419,10 +419,10 @@
     }
   }, 
   {
-    "pk": 521, 
+    "pk": 226, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 242, 
+      "widget": 119, 
       "name": "Triplets", 
       "short_name": "tri", 
       "uid": "4887ef25-3d11-47a7-97b3-6d225eddb38a", 
@@ -437,10 +437,10 @@
     }
   }, 
   {
-    "pk": 250, 
+    "pk": 134, 
     "model": "workflows.abstractoutput", 
     "fields": {
-      "widget": 242, 
+      "widget": 119, 
       "name": "Triplets", 
       "short_name": "tri", 
       "variable": "triplets", 
@@ -450,11 +450,12 @@
     }
   }, 
   {
-    "pk": 225, 
+    "pk": 120, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 43, 
+      "category": 20, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "RSS Reader", 
       "is_streaming": true, 
       "uid": "723e4654-abf4-4c9f-920f-08915c4d7a72", 
@@ -463,7 +464,6 @@
       "package": "streaming", 
       "static_image": "rss.png", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "", 
@@ -477,10 +477,10 @@
     }
   }, 
   {
-    "pk": 495, 
+    "pk": 227, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 225, 
+      "widget": 120, 
       "name": "RSS URL", 
       "short_name": "url", 
       "uid": "bab53d85-8423-409c-91c3-f36a857b5e5f", 
@@ -495,10 +495,10 @@
     }
   }, 
   {
-    "pk": 236, 
+    "pk": 135, 
     "model": "workflows.abstractoutput", 
     "fields": {
-      "widget": 225, 
+      "widget": 120, 
       "name": "URL", 
       "short_name": "url", 
       "variable": "url", 
@@ -508,11 +508,12 @@
     }
   }, 
   {
-    "pk": 226, 
+    "pk": 121, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 43, 
+      "category": 20, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "Remove words from tweets", 
       "is_streaming": false, 
       "uid": "258e97c6-e44d-41a3-97c0-689de94f3049", 
@@ -521,7 +522,6 @@
       "package": "streaming", 
       "static_image": "", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "", 
@@ -535,10 +535,10 @@
     }
   }, 
   {
-    "pk": 496, 
+    "pk": 228, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 226, 
+      "widget": 121, 
       "name": "List of Tweets", 
       "short_name": "ltw", 
       "uid": "68692ac4-df32-432d-8b10-00ed68ec7c04", 
@@ -553,10 +553,10 @@
     }
   }, 
   {
-    "pk": 497, 
+    "pk": 229, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 226, 
+      "widget": 121, 
       "name": "Words", 
       "short_name": "wrd", 
       "uid": "69b06741-8055-4dad-b677-3940d3434bc2", 
@@ -571,10 +571,10 @@
     }
   }, 
   {
-    "pk": 237, 
+    "pk": 136, 
     "model": "workflows.abstractoutput", 
     "fields": {
-      "widget": 226, 
+      "widget": 121, 
       "name": "List of Tweets", 
       "short_name": "ltw", 
       "variable": "ltw", 
@@ -584,11 +584,12 @@
     }
   }, 
   {
-    "pk": 227, 
+    "pk": 122, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 43, 
+      "category": 20, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "Simulate stream from Gamasystem csv", 
       "is_streaming": true, 
       "uid": "7a72dcc4-53a2-4a45-96e6-31b0c2e01e32", 
@@ -597,7 +598,6 @@
       "package": "streaming", 
       "static_image": "twitter.png", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "", 
@@ -611,10 +611,10 @@
     }
   }, 
   {
-    "pk": 498, 
+    "pk": 230, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 227, 
+      "widget": 122, 
       "name": "CSV file", 
       "short_name": "csv", 
       "uid": "e064e54e-47de-42a1-a9a5-fa1552845403", 
@@ -629,10 +629,10 @@
     }
   }, 
   {
-    "pk": 238, 
+    "pk": 137, 
     "model": "workflows.abstractoutput", 
     "fields": {
-      "widget": 227, 
+      "widget": 122, 
       "name": "List of tweets", 
       "short_name": "ltw", 
       "variable": "ltw", 
@@ -642,11 +642,12 @@
     }
   }, 
   {
-    "pk": 228, 
+    "pk": 123, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 43, 
+      "category": 20, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "Simulate stream from text file", 
       "is_streaming": true, 
       "uid": "9a20da2e-0903-4332-8938-63b15d370657", 
@@ -655,7 +656,6 @@
       "package": "streaming", 
       "static_image": "twitter.png", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "", 
@@ -669,10 +669,10 @@
     }
   }, 
   {
-    "pk": 499, 
+    "pk": 231, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 228, 
+      "widget": 123, 
       "name": "Text file", 
       "short_name": "txt", 
       "uid": "b3f3126c-6004-41f4-839b-08e047ffcb62", 
@@ -687,10 +687,10 @@
     }
   }, 
   {
-    "pk": 239, 
+    "pk": 138, 
     "model": "workflows.abstractoutput", 
     "fields": {
-      "widget": 228, 
+      "widget": 123, 
       "name": "List of tweets", 
       "short_name": "ltw", 
       "variable": "ltw", 
@@ -700,11 +700,12 @@
     }
   }, 
   {
-    "pk": 229, 
+    "pk": 124, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 43, 
+      "category": 20, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "Sliding Window", 
       "is_streaming": true, 
       "uid": "b21b4e13-8d15-4584-ad17-03405a79b020", 
@@ -713,7 +714,6 @@
       "package": "streaming", 
       "static_image": "sliding-window.png", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "", 
@@ -727,10 +727,10 @@
     }
   }, 
   {
-    "pk": 500, 
+    "pk": 232, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 229, 
+      "widget": 124, 
       "name": "List", 
       "short_name": "lst", 
       "uid": "5411d874-0e24-446e-88b2-065c23ee2817", 
@@ -745,10 +745,10 @@
     }
   }, 
   {
-    "pk": 501, 
+    "pk": 233, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 229, 
+      "widget": 124, 
       "name": "Size", 
       "short_name": "siz", 
       "uid": "fb2215c6-04e6-4c0b-97e5-f380c4b2f6e8", 
@@ -763,10 +763,10 @@
     }
   }, 
   {
-    "pk": 240, 
+    "pk": 139, 
     "model": "workflows.abstractoutput", 
     "fields": {
-      "widget": 229, 
+      "widget": 124, 
       "name": "List", 
       "short_name": "lst", 
       "variable": "list", 
@@ -776,11 +776,12 @@
     }
   }, 
   {
-    "pk": 230, 
+    "pk": 125, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 43, 
+      "category": 20, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "Split positive and negative tweets", 
       "is_streaming": false, 
       "uid": "2786eaa2-3505-4d44-9962-23df9f23c072", 
@@ -789,7 +790,6 @@
       "package": "streaming", 
       "static_image": "split.png", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "", 
@@ -803,10 +803,10 @@
     }
   }, 
   {
-    "pk": 502, 
+    "pk": 234, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 230, 
+      "widget": 125, 
       "name": "List of Tweets", 
       "short_name": "ltw", 
       "uid": "eea9cd8a-dbbb-4c08-98c4-d0d6df97aee0", 
@@ -821,10 +821,10 @@
     }
   }, 
   {
-    "pk": 241, 
+    "pk": 140, 
     "model": "workflows.abstractoutput", 
     "fields": {
-      "widget": 230, 
+      "widget": 125, 
       "name": "Positive tweets", 
       "short_name": "ptw", 
       "variable": "ptw", 
@@ -834,10 +834,10 @@
     }
   }, 
   {
-    "pk": 242, 
+    "pk": 141, 
     "model": "workflows.abstractoutput", 
     "fields": {
-      "widget": 230, 
+      "widget": 125, 
       "name": "Negative tweets", 
       "short_name": "ntw", 
       "variable": "ntw", 
@@ -847,11 +847,12 @@
     }
   }, 
   {
-    "pk": 240, 
+    "pk": 126, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 43, 
+      "category": 20, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "Summarize news article", 
       "is_streaming": true, 
       "uid": "90c0715f-36e0-4e06-a2ef-7fb88bf95943", 
@@ -860,7 +861,6 @@
       "package": "streaming", 
       "static_image": "summary.png", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "", 
@@ -874,10 +874,10 @@
     }
   }, 
   {
-    "pk": 519, 
+    "pk": 235, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 240, 
+      "widget": 126, 
       "name": "URL", 
       "short_name": "url", 
       "uid": "e475bee2-b965-48fe-b027-4447bc0c6005", 
@@ -892,10 +892,10 @@
     }
   }, 
   {
-    "pk": 249, 
+    "pk": 142, 
     "model": "workflows.abstractoutput", 
     "fields": {
-      "widget": 240, 
+      "widget": 126, 
       "name": "Summary", 
       "short_name": "txt", 
       "variable": "summary", 
@@ -905,11 +905,12 @@
     }
   }, 
   {
-    "pk": 231, 
+    "pk": 127, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 43, 
+      "category": 20, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "Text Sentiment Analysis", 
       "is_streaming": true, 
       "uid": "f54ed3e2-280e-48cf-b1f3-7e8fcfa2b94a", 
@@ -918,7 +919,6 @@
       "package": "streaming", 
       "static_image": "sentiment.png", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "", 
@@ -932,10 +932,10 @@
     }
   }, 
   {
-    "pk": 503, 
+    "pk": 236, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 231, 
+      "widget": 127, 
       "name": "Text", 
       "short_name": "tex", 
       "uid": "f9236516-4a3b-4441-af21-86930bbd958a", 
@@ -950,10 +950,10 @@
     }
   }, 
   {
-    "pk": 504, 
+    "pk": 237, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 231, 
+      "widget": 127, 
       "name": "Language", 
       "short_name": "lng", 
       "uid": "456adb59-6533-4d24-98c2-be076c43c1fb", 
@@ -968,10 +968,10 @@
     }
   }, 
   {
-    "pk": 243, 
+    "pk": 143, 
     "model": "workflows.abstractoutput", 
     "fields": {
-      "widget": 231, 
+      "widget": 127, 
       "name": "Sentiment", 
       "short_name": "sen", 
       "variable": "sentiment", 
@@ -981,10 +981,10 @@
     }
   }, 
   {
-    "pk": 244, 
+    "pk": 144, 
     "model": "workflows.abstractoutput", 
     "fields": {
-      "widget": 231, 
+      "widget": 127, 
       "name": "Reliability", 
       "short_name": "rel", 
       "variable": "reliability", 
@@ -994,11 +994,12 @@
     }
   }, 
   {
-    "pk": 239, 
+    "pk": 128, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 43, 
+      "category": 20, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "Triplet Extraction", 
       "is_streaming": true, 
       "uid": "e6ea9179-7d50-4452-b6de-6c71d77213ef", 
@@ -1007,7 +1008,6 @@
       "package": "streaming", 
       "static_image": "triplets.png", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "", 
@@ -1021,10 +1021,10 @@
     }
   }, 
   {
-    "pk": 518, 
+    "pk": 238, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 239, 
+      "widget": 128, 
       "name": "Text", 
       "short_name": "str", 
       "uid": "512c2f51-ba58-4382-9ee3-6fec78bee74b", 
@@ -1039,10 +1039,10 @@
     }
   }, 
   {
-    "pk": 248, 
+    "pk": 145, 
     "model": "workflows.abstractoutput", 
     "fields": {
-      "widget": 239, 
+      "widget": 128, 
       "name": "Triplets", 
       "short_name": "tri", 
       "variable": "triplets", 
@@ -1052,11 +1052,12 @@
     }
   }, 
   {
-    "pk": 232, 
+    "pk": 129, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 43, 
+      "category": 20, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "Tweet Sentiment Analysis", 
       "is_streaming": true, 
       "uid": "62e7f354-d6c7-4c4c-b1b7-795ac613a7e0", 
@@ -1065,7 +1066,6 @@
       "package": "streaming", 
       "static_image": "sentiment.png", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "", 
@@ -1079,10 +1079,10 @@
     }
   }, 
   {
-    "pk": 505, 
+    "pk": 239, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 232, 
+      "widget": 129, 
       "name": "List of Tweets", 
       "short_name": "ltw", 
       "uid": "bf47f1f1-d4e2-47f8-bbe3-fa28281763e0", 
@@ -1097,10 +1097,10 @@
     }
   }, 
   {
-    "pk": 245, 
+    "pk": 146, 
     "model": "workflows.abstractoutput", 
     "fields": {
-      "widget": 232, 
+      "widget": 129, 
       "name": "Sentiment Annotated List Of Tweets", 
       "short_name": "ltw", 
       "variable": "ltw", 
@@ -1110,11 +1110,12 @@
     }
   }, 
   {
-    "pk": 233, 
+    "pk": 130, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 43, 
+      "category": 20, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "Twitter", 
       "is_streaming": true, 
       "uid": "3a929977-0708-4f92-8296-2e109ff0566a", 
@@ -1123,7 +1124,6 @@
       "package": "streaming", 
       "static_image": "twitter.png", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "", 
@@ -1137,10 +1137,10 @@
     }
   }, 
   {
-    "pk": 506, 
+    "pk": 240, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 233, 
+      "widget": 130, 
       "name": "Query", 
       "short_name": "q", 
       "uid": "07b8a51c-41d9-48af-b823-92e94ce300d2", 
@@ -1155,10 +1155,10 @@
     }
   }, 
   {
-    "pk": 507, 
+    "pk": 241, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 233, 
+      "widget": 130, 
       "name": "Geocode", 
       "short_name": "geo", 
       "uid": "80d1e542-7f7c-4a8e-b683-764d0a754b03", 
@@ -1173,10 +1173,10 @@
     }
   }, 
   {
-    "pk": 508, 
+    "pk": 242, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 233, 
+      "widget": 130, 
       "name": "Use ClowdFlows authentication (warning: not stable)", 
       "short_name": "cfa", 
       "uid": "c78c8f03-92c4-4f6c-972d-c064baecd09a", 
@@ -1191,10 +1191,10 @@
     }
   }, 
   {
-    "pk": 509, 
+    "pk": 243, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 233, 
+      "widget": 130, 
       "name": "Consumer Key", 
       "short_name": "ck", 
       "uid": "ed2db381-2ed2-4a4d-bd6d-9f9dc0430a50", 
@@ -1209,10 +1209,10 @@
     }
   }, 
   {
-    "pk": 510, 
+    "pk": 244, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 233, 
+      "widget": 130, 
       "name": "Consumer Secret", 
       "short_name": "cs", 
       "uid": "9b9d6268-675a-46c5-82d5-b143e5fdd326", 
@@ -1227,10 +1227,10 @@
     }
   }, 
   {
-    "pk": 511, 
+    "pk": 245, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 233, 
+      "widget": 130, 
       "name": "Access Token", 
       "short_name": "at", 
       "uid": "a951f2d1-c2d1-40b3-afe9-799195e03aa0", 
@@ -1245,10 +1245,10 @@
     }
   }, 
   {
-    "pk": 512, 
+    "pk": 246, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 233, 
+      "widget": 130, 
       "name": "Access Token Secret", 
       "short_name": "as", 
       "uid": "299ae040-2916-4b88-8a79-3ced689ef23f", 
@@ -1263,10 +1263,10 @@
     }
   }, 
   {
-    "pk": 246, 
+    "pk": 147, 
     "model": "workflows.abstractoutput", 
     "fields": {
-      "widget": 233, 
+      "widget": 130, 
       "name": "List of tweets", 
       "short_name": "ltw", 
       "variable": "ltw", 
@@ -1276,11 +1276,12 @@
     }
   }, 
   {
-    "pk": 244, 
+    "pk": 131, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 43, 
+      "category": 20, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "WordNet lemmatizer on triplets", 
       "is_streaming": true, 
       "uid": "10957b62-2dcb-4461-8146-70eecf27fcff", 
@@ -1289,7 +1290,6 @@
       "package": "streaming", 
       "static_image": "wordnet.png", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "", 
@@ -1303,10 +1303,10 @@
     }
   }, 
   {
-    "pk": 523, 
+    "pk": 247, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 244, 
+      "widget": 131, 
       "name": "Triplets", 
       "short_name": "tri", 
       "uid": "e9bc6945-54fb-4128-87ae-75aa1b7f9a79", 
@@ -1321,10 +1321,10 @@
     }
   }, 
   {
-    "pk": 252, 
+    "pk": 148, 
     "model": "workflows.abstractoutput", 
     "fields": {
-      "widget": 244, 
+      "widget": 131, 
       "name": "Triplets", 
       "short_name": "tri", 
       "variable": "triplets", 
@@ -1334,11 +1334,11 @@
     }
   }, 
   {
-    "pk": 44, 
+    "pk": 21, 
     "model": "workflows.category", 
     "fields": {
       "uid": "d0803d58-35d4-4590-bb32-f2041e735247", 
-      "parent": 43, 
+      "parent": 20, 
       "workflow": null, 
       "user": null, 
       "order": 1, 
@@ -1346,11 +1346,12 @@
     }
   }, 
   {
-    "pk": 234, 
+    "pk": 132, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 44, 
+      "category": 21, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "Collect and Display tweets", 
       "is_streaming": true, 
       "uid": "f950409e-5913-4937-b7e5-7d9677a88e19", 
@@ -1359,7 +1360,6 @@
       "package": "streaming", 
       "static_image": "display-tweets.png", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "streaming_collect_and_display_visualization", 
@@ -1373,10 +1373,10 @@
     }
   }, 
   {
-    "pk": 513, 
+    "pk": 248, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 234, 
+      "widget": 132, 
       "name": "List of Tweets", 
       "short_name": "ltw", 
       "uid": "8479d41b-43af-4db9-a144-d0a438400404", 
@@ -1391,11 +1391,12 @@
     }
   }, 
   {
-    "pk": 235, 
+    "pk": 133, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 44, 
+      "category": 21, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "Display tweets", 
       "is_streaming": true, 
       "uid": "95027c9a-b555-4b47-9f9a-57cc4e40fb96", 
@@ -1404,7 +1405,6 @@
       "package": "streaming", 
       "static_image": "display-tweets.png", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "streaming_display_tweets_visualization", 
@@ -1418,10 +1418,10 @@
     }
   }, 
   {
-    "pk": 514, 
+    "pk": 249, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 235, 
+      "widget": 133, 
       "name": "List of Tweets", 
       "short_name": "ltw", 
       "uid": "e8fc4c63-2e17-4ad4-a3ab-6ec8d554ecac", 
@@ -1436,11 +1436,12 @@
     }
   }, 
   {
-    "pk": 236, 
+    "pk": 134, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 44, 
+      "category": 21, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "Sentiment graph", 
       "is_streaming": true, 
       "uid": "c4dc0648-79b0-49e8-b670-aef1f511050d", 
@@ -1449,7 +1450,6 @@
       "package": "streaming", 
       "static_image": "graph.png", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "streaming_sentiment_graph", 
@@ -1463,10 +1463,10 @@
     }
   }, 
   {
-    "pk": 515, 
+    "pk": 250, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 236, 
+      "widget": 134, 
       "name": "List of Tweets", 
       "short_name": "ltw", 
       "uid": "0413b69e-b954-4a77-a8ad-59dc559ee4c6", 
@@ -1481,11 +1481,12 @@
     }
   }, 
   {
-    "pk": 245, 
+    "pk": 135, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 44, 
+      "category": 21, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "Streaming triplet graph", 
       "is_streaming": true, 
       "uid": "cf3f6218-1b21-4864-9ee1-c22069abe03d", 
@@ -1494,7 +1495,6 @@
       "package": "streaming", 
       "static_image": "BiomineVisualizer.png", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "streaming_triplet_graph_visualization", 
@@ -1508,10 +1508,10 @@
     }
   }, 
   {
-    "pk": 524, 
+    "pk": 251, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 245, 
+      "widget": 135, 
       "name": "Triplets", 
       "short_name": "tri", 
       "uid": "e9c4bd5a-0ea4-4739-bc7c-d95bb40d7e57", 
@@ -1526,11 +1526,12 @@
     }
   }, 
   {
-    "pk": 237, 
+    "pk": 136, 
     "model": "workflows.abstractwidget", 
     "fields": {
-      "category": 44, 
+      "category": 21, 
       "treeview_image": "", 
+      "windows_queue": false, 
       "name": "Tweet word cloud", 
       "is_streaming": true, 
       "uid": "e83e17a4-6e8a-40de-8ebe-585503d065e5", 
@@ -1539,7 +1540,6 @@
       "package": "streaming", 
       "static_image": "word-cloud.png", 
       "post_interact_action": "", 
-      "windows_queue": false, 
       "user": null, 
       "visualization_view": "", 
       "streaming_visualization_view": "streaming_tweet_cloud", 
@@ -1553,10 +1553,10 @@
     }
   }, 
   {
-    "pk": 516, 
+    "pk": 252, 
     "model": "workflows.abstractinput", 
     "fields": {
-      "widget": 237, 
+      "widget": 136, 
       "name": "List of Tweets", 
       "short_name": "ltw", 
       "uid": "98c77b95-1221-4a85-bdbf-6436327e39b3", 
diff --git a/workflows/streaming/library.py b/workflows/streaming/library.py
index 0b7b219..a0387e0 100644
--- a/workflows/streaming/library.py
+++ b/workflows/streaming/library.py
@@ -379,6 +379,43 @@ def streaming_active_sentiment_analysis(input_dict,widget,stream=None):
 
     return output_dict
 
+def streaming_active_sentiment_analysis2(input_dict,widget,stream=None):
+    import pickle
+    from pysimplesoap.client import SoapClient, SoapFault
+    import pysimplesoap
+    client = SoapClient(location = "http://95.87.154.167:8098/",action = 'http://95.87.154.167:8098/',namespace = "http://example.com/tweetsentiment.wsdl",soap_ns='soap',trace = False,ns = False)
+    pysimplesoap.client.TIMEOUT = 600
+
+    list_of_tweets = input_dict['ltw']
+
+    new_list_of_tweets = []
+
+    for tweet in list_of_tweets:
+        new_list_of_tweets.append(tweet['text'])
+
+    workflow_id = widget.id
+
+    service_input = pickle.dumps((str(workflow_id),input_dict['b_size'],input_dict['q_strategy_closest'],input_dict['q_strategy_random'],new_list_of_tweets))
+    #print service_input
+    response = client.ActiveClassifyMultiple(workflowtweets=service_input)
+
+    i=0
+    new_ltw = pickle.loads(str(response.ActiveClassifyMultipleResult))
+
+    for new_tweet in new_ltw:
+        if new_tweet[0]=="True":
+            list_of_tweets[i]['sentiment']="Positive"
+        elif new_tweet[0]=="False":
+            list_of_tweets[i]['sentiment']="Negative"
+        list_of_tweets[i]['reliability']=new_tweet[1]
+        i=i+1
+
+    output_dict = {}
+
+    output_dict['ltw'] = list_of_tweets
+
+    return output_dict
+
 def streaming_sentiment_analysis(input_dict,widget,stream=None):
     import pickle
     from pysimplesoap.client import SoapClient, SoapFault
-- 
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