From 22abaf93d8f17d427659efba6e0b04825be20ff6 Mon Sep 17 00:00:00 2001 From: Sara-Jayne Terp Date: Sat, 29 Jan 2022 11:34:46 -0500 Subject: [PATCH] Copy AMITT repository, clean up and rebrand Took a copy of the current AMITT github repository - we'll be updating this and merging the SPICE branch back in Rebranded to DISARM Moved generated pages to their own folder, to make looking at the repository less confusing --- .DS_Store | Bin 0 -> 10244 bytes CODE/.DS_Store | Bin 0 -> 6148 bytes ...create_counters_summaries-checkpoint.ipynb | 459 + ...e_incident_visualisations-checkpoint.ipynb | 268 + .../AMITT_create_website_sql-checkpoint.ipynb | 8443 +++++++ ...ITT_generate_github_files-checkpoint.ipynb | 608 + .../DISARM_code_testbed-checkpoint.ipynb | 425 + ...heck_DISARM_excel_changes-checkpoint.ipynb | 110 + .../generate_DISARM_pages-checkpoint.ipynb | 556 + .../generate_DISARM_sql-checkpoint.ipynb | 2548 ++ CODE/DISARM_code_testbed.ipynb | 425 + .../generate_DISARM_pages.cpython-38.pyc | Bin 0 -> 24849 bytes CODE/compare_DISARM_excel_versions.ipynb | 110 + ...erate_DISARM_incident_visualisations.ipynb | 268 + CODE/generate_DISARM_pages.ipynb | 575 + CODE/generate_DISARM_pages.py | 794 + CODE/generate_DISARM_sql.ipynb | 2548 ++ CODE/page_templates/template_actortype.md | 10 + CODE/page_templates/template_counter.md | 20 + CODE/page_templates/template_incident.md | 16 + CODE/page_templates/template_metatechnique.md | 7 + CODE/page_templates/template_phase.md | 4 + CODE/page_templates/template_resource.md | 8 + CODE/page_templates/template_tactic.md | 13 + CODE/page_templates/template_task.md | 6 + CODE/page_templates/template_technique.md | 10 + DISARM_DOCUMENTATION/.DS_Store | Bin 0 -> 6148 bytes .../00_AMITT_Design_Guide_version1.pdf | Bin 0 -> 2716106 bytes DISARM_DOCUMENTATION/01_AMITT_TTP_Guide.pdf | Bin 0 -> 315641 bytes .../02_Proposed_Changes_to_AMITT.pdf | Bin 0 -> 392996 bytes DISARM_DOCUMENTATION/03_AMITT_Use_Cases.pdf | Bin 0 -> 521387 bytes .../04_AMITT_Incident_List.pdf | Bin 0 -> 127671 bytes DISARM_DOCUMENTATION/05_AMITT_User_Guide.pdf | Bin 0 -> 895234 bytes ...-03-06_misinfosec_sent_for_publication.pdf | Bin 0 -> 338410 bytes .../2019-08-27_MisinfosecWG-2019-1.pdf | Bin 0 -> 1372180 bytes .../DISARM_HISTORY/AMITT_Counters_MASTER.xlsx | Bin 0 -> 145247 bytes .../AMITT_create_counters_summaries.ipynb | 459 + .../DISARM_HISTORY/AMITT_v1.0.png | Bin 0 -> 929244 bytes .../DISARM_HISTORY/AMITT_v2.0draft.xlsx | Bin 0 -> 718858 bytes .../DISARM_HISTORY/generate_amitt_counters.py | 282 + DISARM_DOCUMENTATION/README.md | 19 + DISARM_MASTER_DATA/DISARM_COMMENTS_MASTER.csv | 1755 ++ DISARM_MASTER_DATA/DISARM_DATA_MASTER.xlsx | Bin 0 -> 462134 bytes .../DISARM_FRAMEWORKS_MASTER.xlsx | Bin 0 -> 126301 bytes LICENSE.md | 427 + README.md | 58 + generated_files/.DS_Store | Bin 0 -> 6148 bytes generated_files/DISARM_database.sqlite | Bin 0 -> 180224 bytes generated_files/blue_framework_ids.csv | 30 + 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100644 .DS_Store create mode 100644 CODE/.DS_Store create mode 100644 CODE/.ipynb_checkpoints/AMITT_create_counters_summaries-checkpoint.ipynb create mode 100644 CODE/.ipynb_checkpoints/AMITT_create_incident_visualisations-checkpoint.ipynb create mode 100644 CODE/.ipynb_checkpoints/AMITT_create_website_sql-checkpoint.ipynb create mode 100644 CODE/.ipynb_checkpoints/AMITT_generate_github_files-checkpoint.ipynb create mode 100644 CODE/.ipynb_checkpoints/DISARM_code_testbed-checkpoint.ipynb create mode 100644 CODE/.ipynb_checkpoints/check_DISARM_excel_changes-checkpoint.ipynb create mode 100644 CODE/.ipynb_checkpoints/generate_DISARM_pages-checkpoint.ipynb create mode 100644 CODE/.ipynb_checkpoints/generate_DISARM_sql-checkpoint.ipynb create mode 100644 CODE/DISARM_code_testbed.ipynb create mode 100644 CODE/__pycache__/generate_DISARM_pages.cpython-38.pyc create mode 100644 CODE/compare_DISARM_excel_versions.ipynb create mode 100644 CODE/generate_DISARM_incident_visualisations.ipynb create mode 100644 CODE/generate_DISARM_pages.ipynb create mode 100644 CODE/generate_DISARM_pages.py create mode 100644 CODE/generate_DISARM_sql.ipynb create mode 100644 CODE/page_templates/template_actortype.md create mode 100644 CODE/page_templates/template_counter.md create mode 100644 CODE/page_templates/template_incident.md create mode 100644 CODE/page_templates/template_metatechnique.md create mode 100644 CODE/page_templates/template_phase.md create mode 100644 CODE/page_templates/template_resource.md create mode 100644 CODE/page_templates/template_tactic.md create mode 100644 CODE/page_templates/template_task.md create mode 100644 CODE/page_templates/template_technique.md create mode 100644 DISARM_DOCUMENTATION/.DS_Store create mode 100644 DISARM_DOCUMENTATION/00_AMITT_Design_Guide_version1.pdf create mode 100644 DISARM_DOCUMENTATION/01_AMITT_TTP_Guide.pdf create mode 100644 DISARM_DOCUMENTATION/02_Proposed_Changes_to_AMITT.pdf create mode 100644 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IDmetatechniqueTitleDetailsPlaybook(s)Resources neededHow foundReferencesIncidentsTacticResponseTechniquesNOTES
0C00043cleaningDetect hijacked accounts and reallocate themNaNIn all playbooks the platform must force user ...platform_admin,activists,civil_society,money2019-11-workshopNaNNaNTA03 Develop PeopleD3 DisruptT0011 - Hijack accountsNaN
1C00053cleaningDelete old accounts / Remove unused social med...NaNSocial media companies remove inactive account...platform_admin,platform_admin:socialmedia,publ...2019-11-workshop,2019-11-searchNaNI00004TA04 Develop NetworksD4 DegradeT0011 - Hijack accounts\\nTA06 - Develop Conten...NaN
2C00074cleaningIdentify identical content and mass deplatform\\nIn all cases some checks need to prevent depla...platform_admin,platform_admin:socialmedia2019-11-workshopNaNNaNTA06 Develop ContentD2 DenyT0022 - Conspiracy narratives\\nT0026 - Create ...NaN
3C00026countermessagingShore up democracy based messages (peace, free...UnsureNaNNaN2019-11-workshopNaNNaNTA01 Strategic PlanningD4 DegradeT0002 - Facilitate State PropagandaNaN
4C00082countermessagingGround truthing as automated response to pollu...NaNNaNNaN2019-11-workshopNaNNaNTA06 Develop ContentD3 DisruptNaNNaN
..........................................
181C00214metatechniqueCreate policy that makes social media police d...German model: facebook forced to police conten...NaNgovernment:policymakers2019-11-workshopNaNNaNTA07 Channel SelectionD3 DisruptNaNNaN
182C00215metatechniqueUse fraud legislation to clean up social mediaNaNNaNgovernment:policymakers2019-11-workshopNaNNaNTA07 Channel SelectionD3 DisruptNaNNaN
183C00217daylightRegistries alert when large batches of newsy U...NaNNaNplatform_admingrugqNaNNaNTA07 Channel SelectionD2 DenyNaNNaN
184C00218removalCensorshipAlter and/or block the publication/disseminati...NaNplatform_admingrugqTaylor81NaNTA09 ExposureD2 DenyNaNNaN
185C00219daylightAdd metadata to content - out of the control o...NaNAdd date and source to imagesNaNgrugqNaNNaNTA06 Develop ContentD3 DisruptNaNNaN
\n", + "

186 rows × 13 columns

\n", + "" + ], + "text/plain": [ + " ID metatechnique \\\n", + "0 C00043 cleaning \n", + "1 C00053 cleaning \n", + "2 C00074 cleaning \n", + "3 C00026 countermessaging \n", + "4 C00082 countermessaging \n", + ".. ... ... \n", + "181 C00214 metatechnique \n", + "182 C00215 metatechnique \n", + "183 C00217 daylight \n", + "184 C00218 removal \n", + "185 C00219 daylight \n", + "\n", + " Title \\\n", + "0 Detect hijacked accounts and reallocate them \n", + "1 Delete old accounts / Remove unused social med... \n", + "2 Identify identical content and mass deplatform \n", + "3 Shore up democracy based messages (peace, free... \n", + "4 Ground truthing as automated response to pollu... \n", + ".. ... \n", + "181 Create policy that makes social media police d... \n", + "182 Use fraud legislation to clean up social media \n", + "183 Registries alert when large batches of newsy U... \n", + "184 Censorship \n", + "185 Add metadata to content - out of the control o... \n", + "\n", + " Details \\\n", + "0 NaN \n", + "1 NaN \n", + "2 \\n \n", + "3 Unsure \n", + "4 NaN \n", + ".. ... \n", + "181 German model: facebook forced to police conten... \n", + "182 NaN \n", + "183 NaN \n", + "184 Alter and/or block the publication/disseminati... \n", + "185 NaN \n", + "\n", + " Playbook(s) \\\n", + "0 In all playbooks the platform must force user ... \n", + "1 Social media companies remove inactive account... \n", + "2 In all cases some checks need to prevent depla... \n", + "3 NaN \n", + "4 NaN \n", + ".. ... \n", + "181 NaN \n", + "182 NaN \n", + "183 NaN \n", + "184 NaN \n", + "185 Add date and source to images \n", + "\n", + " Resources needed \\\n", + "0 platform_admin,activists,civil_society,money \n", + "1 platform_admin,platform_admin:socialmedia,publ... \n", + "2 platform_admin,platform_admin:socialmedia \n", + "3 NaN \n", + "4 NaN \n", + ".. ... \n", + "181 government:policymakers \n", + "182 government:policymakers \n", + "183 platform_admin \n", + "184 platform_admin \n", + "185 NaN \n", + "\n", + " How found References Incidents \\\n", + "0 2019-11-workshop NaN NaN \n", + "1 2019-11-workshop,2019-11-search NaN I00004 \n", + "2 2019-11-workshop NaN NaN \n", + "3 2019-11-workshop NaN NaN \n", + "4 2019-11-workshop NaN NaN \n", + ".. ... ... ... \n", + "181 2019-11-workshop NaN NaN \n", + "182 2019-11-workshop NaN NaN \n", + "183 grugq NaN NaN \n", + "184 grugq Taylor81 NaN \n", + "185 grugq NaN NaN \n", + "\n", + " Tactic Response \\\n", + "0 TA03 Develop People D3 Disrupt \n", + "1 TA04 Develop Networks D4 Degrade \n", + "2 TA06 Develop Content D2 Deny \n", + "3 TA01 Strategic Planning D4 Degrade \n", + "4 TA06 Develop Content D3 Disrupt \n", + ".. ... ... \n", + "181 TA07 Channel Selection D3 Disrupt \n", + "182 TA07 Channel Selection D3 Disrupt \n", + "183 TA07 Channel Selection D2 Deny \n", + "184 TA09 Exposure D2 Deny \n", + "185 TA06 Develop Content D3 Disrupt \n", + "\n", + " Techniques NOTES \n", + "0 T0011 - Hijack accounts NaN \n", + "1 T0011 - Hijack accounts\\nTA06 - Develop Conten... NaN \n", + "2 T0022 - Conspiracy narratives\\nT0026 - Create ... NaN \n", + "3 T0002 - Facilitate State Propaganda NaN \n", + "4 NaN NaN \n", + ".. ... ... \n", + "181 NaN NaN \n", + "182 NaN NaN \n", + "183 NaN NaN \n", + "184 NaN NaN \n", + "185 NaN NaN \n", + "\n", + "[186 rows x 13 columns]" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import generate_amitt_counters\n", + "\n", + "counter = generate_amitt_counters.Counter()\n", + "counter.write_tactics_markdown()\n", + "counter.write_metacounts_markdown()\n", + "counter.write_resource_markdown()\n", + "counter.dfcounters" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/CODE/.ipynb_checkpoints/AMITT_create_incident_visualisations-checkpoint.ipynb b/CODE/.ipynb_checkpoints/AMITT_create_incident_visualisations-checkpoint.ipynb new file mode 100644 index 0000000..59bd892 --- /dev/null +++ b/CODE/.ipynb_checkpoints/AMITT_create_incident_visualisations-checkpoint.ipynb @@ -0,0 +1,268 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Create AMITT incident visualisations\n", + "\n", + "Many thanks to https://python-graph-gallery.com/91-customize-seaborn-heatmap/" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "import pandas as pd\n", + "import numpy as np\n", + "import generate_amitt_ttps\n", + "\n", + "# Check that heatmap works\n", + "df = pd.DataFrame(np.random.random((10,12)), columns=[\"a\",\"b\",\"c\",\"d\",\"e\",\"f\",\"g\",\"h\",\"i\",\"j\",\"k\",\"l\"])\n", + "sns.heatmap(df, annot=True, annot_kws={\"size\": 7})" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "amitt = generate_amitt_ttps.Amitt()\n", + "redgrid = amitt.create_padded_framework_table('AMITT Red', 'technique_ids', False)\n", + "\n", + "techcounts = amitt.it[['id_incident','id_technique']].drop_duplicates().groupby('id_technique').count().to_dict()['id_incident']\n", + "techlabels = redgrid[2:][:]\n", + "nrows = len(techlabels)\n", + "ncols = len(techlabels[0])\n", + "techgrid = np.zeros([nrows, ncols], dtype = int)\n", + "\n", + "for row in range(nrows):\n", + " for col in range(ncols):\n", + " if techlabels[row][col] in techcounts:\n", + " techgrid[row][col] = techcounts[techlabels[row][col]]\n", + "\n", + "sns.heatmap(techgrid, annot=True, annot_kws={\"size\": 7})\n", + "techgrid" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "amitt.df_tactics" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "amitt.it" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ct = amitt.cross_counterid_techniqueid\n", + "ct[ct['technique_id'] != '']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ct[(ct['id'] == 'C00197') & (ct['technique_id'].isin(['T0002', 'T0007']))]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ct = ct[ct['technique_id'].isin(amitt.df_techniques['id'].to_list()) & ct['id'].isin(amitt.df_counters['id'].to_list())]\n", + "ct" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "technique_id_list = ['T0007', 'T0008', 'T0022', 'T0023', 'T0043', 'T0052', 'T0036', 'T0037', 'T0038']\n", + "counter_id_list = ['C00009', 'C00008', 'C00042', 'C00030', 'C00093', 'C00193', 'C00073', 'C000197', 'C00174', 'C00205']\n", + "possible_counters_for_techniques = ct[ct['technique_id'].isin(technique_id_list)] \n", + "possible_techniques_for_counters = ct[ct['id'].isin(counter_id_list)] \n", + "coverage = ct[(ct['id'].isin(counter_id_list)) & (ct['technique_id'].isin(technique_id_list))]\n", + "coverage" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "possible_techniques_for_counters" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "possible_counters_for_techniques" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "clicked button T0045 8 7\n", + "clicked button T0046 9 7\n", + "clicked button T0049 4 8\n", + "clicked button T0057 2 9\n", + "clicked button T0060 4 10\n", + "clicked button T0029 2 6\n", + "clicked button T0016 2 4\n" + ] + } + ], + "source": [ + "import tkinter as Tk\n", + "import numpy as np\n", + "import generate_amitt_ttps\n", + "\n", + "class Begueradj(Tk.Frame):\n", + " def __init__(self,parent):\n", + " amitt = generate_amitt_ttps.Amitt()\n", + " self.redgrid = amitt.create_padded_framework_table('AMITT Red', 'technique_ids', False)\n", + " self.bluegrid = amitt.create_padded_framework_table('AMITT Blue', 'counter_ids', False)\n", + "\n", + " Tk.Frame.__init__(self, parent)\n", + " self.parent = parent\n", + " self.button= ''\n", + " self.initialize()\n", + " \n", + " def initialize(self):\n", + " '''\n", + " Draw the GUI\n", + " '''\n", + " self.parent.title(\"AMITT FRAMEWORK COVERAGE\") \n", + " self.parent.grid_rowconfigure(1,weight=1)\n", + " self.parent.grid_columnconfigure(1,weight=1)\n", + "\n", + " self.frame = Tk.Frame(self.parent) \n", + " self.frame.pack(fill=Tk.X, padx=5, pady=5)\n", + "\n", + " # Create a 6x7 array of zeros as the one you used\n", + " numrows = len(self.redgrid) - 1\n", + " numcols = len(self.redgrid[0])\n", + " self.buttons = {}\n", + " for row in range(1,numrows):\n", + " for col in range(0,numcols):\n", + " button_id = self.redgrid[row][col]\n", + " self.button = Tk.Button(self.frame, text = button_id, bg='blue', \n", + " command= lambda bid=button_id, row=row, col=col: self.clicked(bid, row, col))\n", + " self.button.grid(row=row, column=col)\n", + " \n", + " def clicked(self, bid, row, col):\n", + " print('clicked button {} {} {}'.format(bid, row, col))\n", + " self.find_in_grid(self.frame, row, col)\n", + "\n", + " def find_in_grid(self, frame, row, column):\n", + " for children in frame.children.values():\n", + " info = children.grid_info()\n", + " #note that rows and column numbers are stored as string\n", + " if info['row'] == str(row) and info['column'] == str(column):\n", + " print('{}'.format(children.get()))\n", + " return None\n", + "\n", + "root=Tk.Tk()\n", + "app = Begueradj(root) \n", + "root.mainloop()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "redgrid" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "for row in range(2,len(redgrid)):\n", + " print(len(redgrid[row]))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "redgrid[1][2]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/CODE/.ipynb_checkpoints/AMITT_create_website_sql-checkpoint.ipynb b/CODE/.ipynb_checkpoints/AMITT_create_website_sql-checkpoint.ipynb new file mode 100644 index 0000000..21ce1db --- /dev/null +++ b/CODE/.ipynb_checkpoints/AMITT_create_website_sql-checkpoint.ipynb @@ -0,0 +1,8443 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Create AMITT website sql\n", + "\n", + "Creates the sqlite file used as a datasource in the AMITT website tests. 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amitt_idnamesummaryincident_idtechnique_idid
0IT00000001buy FB targeted adsI00002T00181
1IT00000010Targeted FB paid adsI00005T00182
2IT00000057Targeted FB paid adsI00017T00183
3IT00000002Promote \"funding\" campaignI00002T00174
4IT00000003create web-site - information pollutionI00002T00195
5IT00000014RT & Sputnik generate information pollutionI00005T00196
6IT00000031RT & Sputnik generate information pollution (r...I00007T00197
7IT00000037RT & Sputnik generate information pollutionI00009T00198
8IT00000061RT & Sputnik generate information pollutionI00017T00199
9IT00000082RT & Sputnik generate information pollution (s...I00029T001910
10IT00000094RT & Sputnik generate information pollutionI00032T001911
11IT00000120RT & Sputnik generate information pollutionI00044T001912
12IT00000137RT & Sputnik generate information pollution (s...I00049T001913
13IT00000146RT & Sputnik generate information pollution (s...I00050T001914
14IT00000156RT & Sputnik generate information pollutionI00051T001915
15IT00000180RT & Sputnik generate information pollution (s...I00063T001916
16IT00000004create web-site - information pollutionI00002T005617
17IT00000015RT & Sputnik generate information pollutionI00005T005618
18IT00000032RT & Sputnik generate information pollution (r...I00007T005619
19IT00000038RT & Sputnik generate information pollutionI00009T005620
20IT00000062RT & Sputnik generate information pollutionI00017T005621
21IT00000083RT & Sputnik generate information pollution (s...I00029T005622
22IT00000095RT & Sputnik generate information pollutionI00032T005623
23IT00000121RT & Sputnik generate information pollutionI00044T005624
24IT00000138RT & Sputnik generate information pollution (s...I00049T005625
25IT00000147RT & Sputnik generate information pollution (s...I00050T005626
26IT00000157RT & Sputnik generate information pollutionI00051T005627
27IT00000162State-run media seeds foreign influence enviro...I00053T005628
28IT00000181RT & Sputnik generate information pollution (s...I00063T005629
29IT00000005SEO optimisation/manipulation (\"key words\")I00002T004630
30IT00000022SEO optimisation/manipulation (\"key words\")I00005T004631
31IT00000043SEO optimisation/manipulation (\"key words\")I00010T004632
32IT00000071SEO optimisation/manipulation (\"key words\")I00017T004633
33IT00000085SEO optimisation/manipulation (\"key words\")I00029T004634
34IT00000103SEO optimisation/manipulation (\"key words\")I00032T004635
35IT00000125SEO optimisation/manipulation (\"key words\")I00044T004636
36IT00000140SEO optimisation/manipulation (\"key words\")I00049T004637
37IT00000149SEO optimisation/manipulation (\"key words\")I00050T004638
38IT00000161SEO optimisation/manipulation (\"key words\")I00051T004639
39IT00000172SEO optimisation/manipulation (\"key words\")I00056T004640
40IT00000183SEO optimisation/manipulation (\"key words\")I00063T004641
41IT00000006legacy web contentI00002T005842
42IT00000007hard to remove content and/or campaign/exploit...I00002T005843
43IT00000176legacy web contentI00056T005844
44IT00000008Twitter bots amplify & manipulateI00005T005445
45IT00000034Twitter bots amplify & manipulateI00007T005446
46IT00000041Twitter bots amplify & manipulateI00010T005447
47IT00000055Twitter bots amplify & manipulateI00017T005448
48IT00000076Twitter bots amplify & manipulateI00022T005449
49IT00000079Twitter bots amplify & manipulateI00029T005450
50IT00000090Twitter bots amplify & manipulateI00032T005451
51IT00000115Twitter bots amplify & manipulateI00042T005452
52IT00000118Twitter bots amplify & manipulateI00044T005453
53IT00000131Twitter bots amplify & manipulateI00047T005454
54IT00000134Twitter bots amplify & manipulateI00049T005455
55IT00000144Twitter bots amplify & manipulateI00050T005456
56IT00000154Twitter bots amplify & manipulateI00051T005457
57IT00000169Twitter bots amplify & manipulateI00056T005458
58IT00000177Twitter bots amplify & manipulateI00063T005459
59IT00000009Twitter trolls amplify & manipulateI00005T005360
60IT00000035Twitter trolls amplify & manipulateI00007T005361
61IT00000042Twitter trolls amplify & manipulateI00010T005362
62IT00000056Twitter trolls amplify & manipulateI00017T005363
63IT00000077Twitter trolls amplify & manipulateI00022T005364
64IT00000080Twitter trolls amplify & manipulateI00029T005365
65IT00000091Twitter trolls amplify & manipulateI00032T005366
66IT00000119Twitter trolls amplify & manipulateI00044T005367
67IT00000132Twitter trolls amplify & manipulateI00047T005368
68IT00000135Twitter trolls amplify & manipulateI00049T005369
69IT00000145Twitter trolls amplify & manipulateI00050T005370
70IT00000155Twitter trolls amplify & manipulateI00051T005371
71IT00000170Twitter trolls amplify & manipulateI00056T005372
72IT00000178Twitter trolls amplify & manipulateI00063T005373
73IT00000011Fake FB groups + dark contentI00005T000774
74IT00000029Fake twitter profiles to amplifyTwitter bots used to drive visbilityI00006T000775
75IT00000039FB pagesI00009T000776
76IT00000045FB pages/groups/profilesI00010T000777
77IT00000058Fake FB groups + dark contentI00017T000778
78IT00000078Fake FB groups/pages/profiles + dark contentI00022T000779
79IT00000092Fake FB groups/pages/profilesI00032T000780
80IT00000171Fake FB groups/pages/profiles + dark content (...I00056T000781
81IT00000012Digital to physical \"organize+promote\" rallies...I00005T005782
82IT00000059Digital to physical \"organize+promote\" rallies...I00017T005783
83IT00000093Digital to physical \"organize+promote\" rallies...I00032T005784
84IT00000164Events coordinated and promoted across media p...I00053T005785
85IT00000166Extend digital the physical space… gatherings ...I00053T005786
86IT00000013manipulate social media \"online polls\"?I00005T002987
87IT00000060manipulate social media \"online polls\"?I00017T002988
88IT00000016cultivate, manipulate, exploit useful idiotsI00005T001089
89IT00000033cultivate, manipulate, exploit useful idiots (...I00007T001090
90IT00000044cultivate, manipulate, exploit useful idiots (...I00010T001091
91IT00000063cultivate, manipulate, exploit useful idiotsI00017T001092
92IT00000084cultivate, manipulate, exploit useful idiotsI00029T001093
93IT00000104cultivate, manipulate, exploit useful idiots (...I00032T001094
94IT00000126cultivate, manipulate, exploit useful idiots (...I00044T001095
95IT00000139cultivate, manipulate, exploit useful idiots (...I00049T001096
96IT00000148cultivate, manipulate, exploit useful idiots (...I00050T001097
97IT00000158cultivate, manipulate, exploit useful idiotsI00051T001098
98IT00000182cultivate, manipulate, exploit useful idiotsI00063T001099
99IT00000017YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0031100
100IT00000046YouTube; RedditI00010T0031101
101IT00000064YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0031102
102IT00000087YouTube; Reddit;I00029T0031103
103IT00000096YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0031104
104IT00000122YouTube; RedditI00044T0031105
105IT00000142YouTube; Reddit;I00049T0031106
106IT00000151YouTube; Reddit;I00050T0031107
107IT00000159YouTube; RedditI00051T0031108
108IT00000185YouTube; Reddit;I00063T0031109
109IT00000018YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0032110
110IT00000047YouTube; RedditI00010T0032111
111IT00000065YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0032112
112IT00000088YouTube; Reddit;I00029T0032113
113IT00000097YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0032114
114IT00000123YouTube; RedditI00044T0032115
115IT00000143YouTube; Reddit;I00049T0032116
116IT00000152YouTube; Reddit;I00050T0032117
117IT00000160YouTube; RedditI00051T0032118
118IT00000186YouTube; Reddit;I00063T0032119
119IT00000019YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0034120
120IT00000067YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0034121
121IT00000099YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0034122
122IT00000020YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0035123
123IT00000068YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0035124
124IT00000100YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0035125
125IT00000021YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0036126
126IT00000069YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0036127
127IT00000101YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0036128
128IT00000023Memes... anti-immigration; euroskepticism; fea...Meme that ISIS was responsible for a local che...I00005T0021129
129IT00000072Memes... anti-immigration; euroskepticism; fea...I00017T0021130
130IT00000117memesI00042T0021131
131IT00000173Memes... anti-Isreal/USA/West, conspiracy narr...I00056T0021132
132IT00000024Backstop personasWikipedia fake persona \"AmandaGray91\".I00005T0030133
133IT00000074Backstop personasI00017T0030134
134IT00000025Use SMS/text messagesSMS messages sent to local residentsI00006T0043135
135IT00000026Fake video/imagesFake youtube video of ISIS claiming responsibi...I00006T0024136
136IT00000116photoshopped/fake imagesI00042T0024137
137IT00000027Create and use hashtagMain hashtag used was #ColumbianChemicalsI00006T0015138
138IT00000028Create and use hashtagMain hashtag used was #ColumbianChemicalsI00006T0055139
139IT00000030bait journalists/media/politiciansI00006T0039140
140IT00000049journalist/media baitingI00010T0039141
141IT00000053journalist/media baitingI00015T0039142
142IT00000036Using \"expert\"I00009T0045143
143IT00000040News circulated/amplifed by tertiary sites (Ru...I00009T0052144
144IT00000086News circulated/amplifed by tertiary sites (Ru...I00029T0052145
145IT00000141News circulated/amplifed by tertiary sites (Ru...I00049T0052146
146IT00000150News circulated/amplifed by tertiary sites (Mi...I00050T0052147
147IT00000184News circulated/amplifed by tertiary sites (Ru...I00063T0052148
148IT000000484Chan/8Chan - trial contentI00010T0020149
149IT000000704Chan/8Chan - trial contentI00017T0020150
150IT000001024Chan/8Chan - trial contentI00032T0020151
151IT000001244Chan/8Chan - trial contentI00044T0020152
152IT00000050Forge ('release' altered hacked documents)I00015T0025153
153IT00000051hack/leak/manipulate/distortI00015T0025154
154IT00000054hack/leak/manipulate/distortI00017T0025155
155IT00000075hack/leak/manipulate/distortI00022T0025156
156IT00000153hack/leak/manipulate/distortI00051T0025157
157IT00000052Circulate to media via DM, then release publiclyI00015T0044158
158IT00000066YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0033159
159IT00000098YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0033160
160IT00000073Click-bait (economic actors) fake news sites (...I00017T0016161
161IT000000814 D's (dismiss, distort, distract, dismay...Of...I00029T0001162
162IT000001284 D's (dismiss, distort, distract, dismay...Of...I00047T0001163
163IT00000129Russian FSB security service blamed Ukraine fo...I00047T0001164
164IT000001364 D's (dismiss, distort, distract, dismay...Of...I00049T0001165
165IT00000167China also plays victim, innocence, plays by r...I00053T0001166
166IT00000168Chinese ambassador Lu Shaye accused Canada of ...I00053T0001167
167IT000001794 D's (dismiss, distort, distract, dismay...Of...I00063T0001168
168IT00000089Demand insurmountable proofI00029T0040169
169IT00000133Demand insurmountable proofI00047T0040170
170IT000001052,000,000 people (est.) part of state run/spon...I00033T0049171
171IT00000112flood the Facebook pages of Taiwanese politici...I00034T0049172
172IT00000113Democratic Progressive Party (DPP), attracted ...I00034T0049173
173IT00000106fabricated social media commentI00033T0051174
174IT00000107domestic social media influence operations foc...I00033T0050175
175IT00000165Extend digital the physical space… gatherings ...I00053T0050176
176IT00000108cow online opinion leaders into submission, mu...I00033T0047177
177IT00000109cow online opinion leaders into submission, mu...I00033T0048178
178IT00000110facilitate state propaganda and defuse crisesI00033T0002179
179IT00000111Netizens from one of the largest discussion fo...I00034T0002180
180IT00000114“hack” of Qatar’s official news agencyI00042T0011181
181IT00000127Promote fake “experts” with impressive (and sc...I00044T0009182
182IT00000130(Distort) Kremlin-controlled RT cited Russian ...I00047T0023183
183IT00000163Distorted, saccharine “news” about the Chinese...I00053T0023184
184IT00000174Memes... anti-Isreal/USA/West, conspiracy narr...I00056T0022185
185IT00000175Fake news/synthetic web-sitesI00056T0008186
\n", + "
" + ], + "text/plain": [ + " amitt_id name \\\n", + "0 IT00000001 buy FB targeted ads \n", + "1 IT00000010 Targeted FB paid ads \n", + "2 IT00000057 Targeted FB paid ads \n", + "3 IT00000002 Promote \"funding\" campaign \n", + "4 IT00000003 create web-site - information pollution \n", + "5 IT00000014 RT & Sputnik generate information pollution \n", + "6 IT00000031 RT & Sputnik generate information pollution (r... \n", + "7 IT00000037 RT & Sputnik generate information pollution \n", + "8 IT00000061 RT & Sputnik generate information pollution \n", + "9 IT00000082 RT & Sputnik generate information pollution (s... \n", + "10 IT00000094 RT & Sputnik generate information pollution \n", + "11 IT00000120 RT & Sputnik generate information pollution \n", + "12 IT00000137 RT & Sputnik generate information pollution (s... \n", + "13 IT00000146 RT & Sputnik generate information pollution (s... \n", + "14 IT00000156 RT & Sputnik generate information pollution \n", + "15 IT00000180 RT & Sputnik generate information pollution (s... \n", + "16 IT00000004 create web-site - information pollution \n", + "17 IT00000015 RT & Sputnik generate information pollution \n", + "18 IT00000032 RT & Sputnik generate information pollution (r... \n", + "19 IT00000038 RT & Sputnik generate information pollution \n", + "20 IT00000062 RT & Sputnik generate information pollution \n", + "21 IT00000083 RT & Sputnik generate information pollution (s... \n", + "22 IT00000095 RT & Sputnik generate information pollution \n", + "23 IT00000121 RT & Sputnik generate information pollution \n", + "24 IT00000138 RT & Sputnik generate information pollution (s... \n", + "25 IT00000147 RT & Sputnik generate information pollution (s... \n", + "26 IT00000157 RT & Sputnik generate information pollution \n", + "27 IT00000162 State-run media seeds foreign influence enviro... \n", + "28 IT00000181 RT & Sputnik generate information pollution (s... \n", + "29 IT00000005 SEO optimisation/manipulation (\"key words\") \n", + "30 IT00000022 SEO optimisation/manipulation (\"key words\") \n", + "31 IT00000043 SEO optimisation/manipulation (\"key words\") \n", + "32 IT00000071 SEO optimisation/manipulation (\"key words\") \n", + "33 IT00000085 SEO optimisation/manipulation (\"key words\") \n", + "34 IT00000103 SEO optimisation/manipulation (\"key words\") \n", + "35 IT00000125 SEO optimisation/manipulation (\"key words\") \n", + "36 IT00000140 SEO optimisation/manipulation (\"key words\") \n", + "37 IT00000149 SEO optimisation/manipulation (\"key words\") \n", + "38 IT00000161 SEO optimisation/manipulation (\"key words\") \n", + "39 IT00000172 SEO optimisation/manipulation (\"key words\") \n", + "40 IT00000183 SEO optimisation/manipulation (\"key words\") \n", + "41 IT00000006 legacy web content \n", + "42 IT00000007 hard to remove content and/or campaign/exploit... \n", + "43 IT00000176 legacy web content \n", + "44 IT00000008 Twitter bots amplify & manipulate \n", + "45 IT00000034 Twitter bots amplify & manipulate \n", + "46 IT00000041 Twitter bots amplify & manipulate \n", + "47 IT00000055 Twitter bots amplify & manipulate \n", + "48 IT00000076 Twitter bots amplify & manipulate \n", + "49 IT00000079 Twitter bots amplify & manipulate \n", + "50 IT00000090 Twitter bots amplify & manipulate \n", + "51 IT00000115 Twitter bots amplify & manipulate \n", + "52 IT00000118 Twitter bots amplify & manipulate \n", + "53 IT00000131 Twitter bots amplify & manipulate \n", + "54 IT00000134 Twitter bots amplify & manipulate \n", + "55 IT00000144 Twitter bots amplify & manipulate \n", + "56 IT00000154 Twitter bots amplify & manipulate \n", + "57 IT00000169 Twitter bots amplify & manipulate \n", + "58 IT00000177 Twitter bots amplify & manipulate \n", + "59 IT00000009 Twitter trolls amplify & manipulate \n", + "60 IT00000035 Twitter trolls amplify & manipulate \n", + "61 IT00000042 Twitter trolls amplify & manipulate \n", + "62 IT00000056 Twitter trolls amplify & manipulate \n", + "63 IT00000077 Twitter trolls amplify & manipulate \n", + "64 IT00000080 Twitter trolls amplify & manipulate \n", + "65 IT00000091 Twitter trolls amplify & manipulate \n", + "66 IT00000119 Twitter trolls amplify & manipulate \n", + "67 IT00000132 Twitter trolls amplify & manipulate \n", + "68 IT00000135 Twitter trolls amplify & manipulate \n", + "69 IT00000145 Twitter trolls amplify & manipulate \n", + "70 IT00000155 Twitter trolls amplify & manipulate \n", + "71 IT00000170 Twitter trolls amplify & manipulate \n", + "72 IT00000178 Twitter trolls amplify & manipulate \n", + "73 IT00000011 Fake FB groups + dark content \n", + "74 IT00000029 Fake twitter profiles to amplify \n", + "75 IT00000039 FB pages \n", + "76 IT00000045 FB pages/groups/profiles \n", + "77 IT00000058 Fake FB groups + dark content \n", + "78 IT00000078 Fake FB groups/pages/profiles + dark content \n", + "79 IT00000092 Fake FB groups/pages/profiles \n", + "80 IT00000171 Fake FB groups/pages/profiles + dark content (... \n", + "81 IT00000012 Digital to physical \"organize+promote\" rallies... \n", + "82 IT00000059 Digital to physical \"organize+promote\" rallies... \n", + "83 IT00000093 Digital to physical \"organize+promote\" rallies... \n", + "84 IT00000164 Events coordinated and promoted across media p... \n", + "85 IT00000166 Extend digital the physical space… gatherings ... \n", + "86 IT00000013 manipulate social media \"online polls\"? \n", + "87 IT00000060 manipulate social media \"online polls\"? \n", + "88 IT00000016 cultivate, manipulate, exploit useful idiots \n", + "89 IT00000033 cultivate, manipulate, exploit useful idiots (... \n", + "90 IT00000044 cultivate, manipulate, exploit useful idiots (... \n", + "91 IT00000063 cultivate, manipulate, exploit useful idiots \n", + "92 IT00000084 cultivate, manipulate, exploit useful idiots \n", + "93 IT00000104 cultivate, manipulate, exploit useful idiots (... \n", + "94 IT00000126 cultivate, manipulate, exploit useful idiots (... \n", + "95 IT00000139 cultivate, manipulate, exploit useful idiots (... \n", + "96 IT00000148 cultivate, manipulate, exploit useful idiots (... \n", + "97 IT00000158 cultivate, manipulate, exploit useful idiots \n", + "98 IT00000182 cultivate, manipulate, exploit useful idiots \n", + "99 IT00000017 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "100 IT00000046 YouTube; Reddit \n", + "101 IT00000064 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "102 IT00000087 YouTube; Reddit; \n", + "103 IT00000096 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "104 IT00000122 YouTube; Reddit \n", + "105 IT00000142 YouTube; Reddit; \n", + "106 IT00000151 YouTube; Reddit; \n", + "107 IT00000159 YouTube; Reddit \n", + "108 IT00000185 YouTube; Reddit; \n", + "109 IT00000018 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "110 IT00000047 YouTube; Reddit \n", + "111 IT00000065 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "112 IT00000088 YouTube; Reddit; \n", + "113 IT00000097 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "114 IT00000123 YouTube; Reddit \n", + "115 IT00000143 YouTube; Reddit; \n", + "116 IT00000152 YouTube; Reddit; \n", + "117 IT00000160 YouTube; Reddit \n", + "118 IT00000186 YouTube; Reddit; \n", + "119 IT00000019 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "120 IT00000067 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "121 IT00000099 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "122 IT00000020 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "123 IT00000068 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "124 IT00000100 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "125 IT00000021 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "126 IT00000069 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "127 IT00000101 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "128 IT00000023 Memes... anti-immigration; euroskepticism; fea... \n", + "129 IT00000072 Memes... anti-immigration; euroskepticism; fea... \n", + "130 IT00000117 memes \n", + "131 IT00000173 Memes... anti-Isreal/USA/West, conspiracy narr... \n", + "132 IT00000024 Backstop personas \n", + "133 IT00000074 Backstop personas \n", + "134 IT00000025 Use SMS/text messages \n", + "135 IT00000026 Fake video/images \n", + "136 IT00000116 photoshopped/fake images \n", + "137 IT00000027 Create and use hashtag \n", + "138 IT00000028 Create and use hashtag \n", + "139 IT00000030 bait journalists/media/politicians \n", + "140 IT00000049 journalist/media baiting \n", + "141 IT00000053 journalist/media baiting \n", + "142 IT00000036 Using \"expert\" \n", + "143 IT00000040 News circulated/amplifed by tertiary sites (Ru... \n", + "144 IT00000086 News circulated/amplifed by tertiary sites (Ru... \n", + "145 IT00000141 News circulated/amplifed by tertiary sites (Ru... \n", + "146 IT00000150 News circulated/amplifed by tertiary sites (Mi... \n", + "147 IT00000184 News circulated/amplifed by tertiary sites (Ru... \n", + "148 IT00000048 4Chan/8Chan - trial content \n", + "149 IT00000070 4Chan/8Chan - trial content \n", + "150 IT00000102 4Chan/8Chan - trial content \n", + "151 IT00000124 4Chan/8Chan - trial content \n", + "152 IT00000050 Forge ('release' altered hacked documents) \n", + "153 IT00000051 hack/leak/manipulate/distort \n", + "154 IT00000054 hack/leak/manipulate/distort \n", + "155 IT00000075 hack/leak/manipulate/distort \n", + "156 IT00000153 hack/leak/manipulate/distort \n", + "157 IT00000052 Circulate to media via DM, then release publicly \n", + "158 IT00000066 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "159 IT00000098 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "160 IT00000073 Click-bait (economic actors) fake news sites (... \n", + "161 IT00000081 4 D's (dismiss, distort, distract, dismay...Of... \n", + "162 IT00000128 4 D's (dismiss, distort, distract, dismay...Of... \n", + "163 IT00000129 Russian FSB security service blamed Ukraine fo... \n", + "164 IT00000136 4 D's (dismiss, distort, distract, dismay...Of... \n", + "165 IT00000167 China also plays victim, innocence, plays by r... \n", + "166 IT00000168 Chinese ambassador Lu Shaye accused Canada of ... \n", + "167 IT00000179 4 D's (dismiss, distort, distract, dismay...Of... \n", + "168 IT00000089 Demand insurmountable proof \n", + "169 IT00000133 Demand insurmountable proof \n", + "170 IT00000105 2,000,000 people (est.) part of state run/spon... \n", + "171 IT00000112 flood the Facebook pages of Taiwanese politici... \n", + "172 IT00000113 Democratic Progressive Party (DPP), attracted ... \n", + "173 IT00000106 fabricated social media comment \n", + "174 IT00000107 domestic social media influence operations foc... \n", + "175 IT00000165 Extend digital the physical space… gatherings ... \n", + "176 IT00000108 cow online opinion leaders into submission, mu... \n", + "177 IT00000109 cow online opinion leaders into submission, mu... \n", + "178 IT00000110 facilitate state propaganda and defuse crises \n", + "179 IT00000111 Netizens from one of the largest discussion fo... \n", + "180 IT00000114 “hack” of Qatar’s official news agency \n", + "181 IT00000127 Promote fake “experts” with impressive (and sc... \n", + "182 IT00000130 (Distort) Kremlin-controlled RT cited Russian ... \n", + "183 IT00000163 Distorted, saccharine “news” about the Chinese... \n", + "184 IT00000174 Memes... anti-Isreal/USA/West, conspiracy narr... \n", + "185 IT00000175 Fake news/synthetic web-sites \n", + "\n", + " summary incident_id \\\n", + "0 I00002 \n", + "1 I00005 \n", + "2 I00017 \n", + "3 I00002 \n", + "4 I00002 \n", + "5 I00005 \n", + "6 I00007 \n", + "7 I00009 \n", + "8 I00017 \n", + "9 I00029 \n", + "10 I00032 \n", + "11 I00044 \n", + "12 I00049 \n", + "13 I00050 \n", + "14 I00051 \n", + "15 I00063 \n", + "16 I00002 \n", + "17 I00005 \n", + "18 I00007 \n", + "19 I00009 \n", + "20 I00017 \n", + "21 I00029 \n", + "22 I00032 \n", + "23 I00044 \n", + "24 I00049 \n", + "25 I00050 \n", + "26 I00051 \n", + "27 I00053 \n", + "28 I00063 \n", + "29 I00002 \n", + "30 I00005 \n", + "31 I00010 \n", + "32 I00017 \n", + "33 I00029 \n", + "34 I00032 \n", + "35 I00044 \n", + "36 I00049 \n", + "37 I00050 \n", + "38 I00051 \n", + "39 I00056 \n", + "40 I00063 \n", + "41 I00002 \n", + "42 I00002 \n", + "43 I00056 \n", + "44 I00005 \n", + "45 I00007 \n", + "46 I00010 \n", + "47 I00017 \n", + "48 I00022 \n", + "49 I00029 \n", + "50 I00032 \n", + "51 I00042 \n", + "52 I00044 \n", + "53 I00047 \n", + "54 I00049 \n", + "55 I00050 \n", + "56 I00051 \n", + "57 I00056 \n", + "58 I00063 \n", + "59 I00005 \n", + "60 I00007 \n", + "61 I00010 \n", + "62 I00017 \n", + "63 I00022 \n", + "64 I00029 \n", + "65 I00032 \n", + "66 I00044 \n", + "67 I00047 \n", + "68 I00049 \n", + "69 I00050 \n", + "70 I00051 \n", + "71 I00056 \n", + "72 I00063 \n", + "73 I00005 \n", + "74 Twitter bots used to drive visbility I00006 \n", + "75 I00009 \n", + "76 I00010 \n", + "77 I00017 \n", + "78 I00022 \n", + "79 I00032 \n", + "80 I00056 \n", + "81 I00005 \n", + "82 I00017 \n", + "83 I00032 \n", + "84 I00053 \n", + "85 I00053 \n", + "86 I00005 \n", + "87 I00017 \n", + "88 I00005 \n", + "89 I00007 \n", + "90 I00010 \n", + "91 I00017 \n", + "92 I00029 \n", + "93 I00032 \n", + "94 I00044 \n", + "95 I00049 \n", + "96 I00050 \n", + "97 I00051 \n", + "98 I00063 \n", + "99 I00005 \n", + "100 I00010 \n", + "101 I00017 \n", + "102 I00029 \n", + "103 I00032 \n", + "104 I00044 \n", + "105 I00049 \n", + "106 I00050 \n", + "107 I00051 \n", + "108 I00063 \n", + "109 I00005 \n", + "110 I00010 \n", + "111 I00017 \n", + "112 I00029 \n", + "113 I00032 \n", + "114 I00044 \n", + "115 I00049 \n", + "116 I00050 \n", + "117 I00051 \n", + "118 I00063 \n", + "119 I00005 \n", + "120 I00017 \n", + "121 I00032 \n", + "122 I00005 \n", + "123 I00017 \n", + "124 I00032 \n", + "125 I00005 \n", + "126 I00017 \n", + "127 I00032 \n", + "128 Meme that ISIS was responsible for a local che... I00005 \n", + "129 I00017 \n", + "130 I00042 \n", + "131 I00056 \n", + "132 Wikipedia fake persona \"AmandaGray91\". I00005 \n", + "133 I00017 \n", + "134 SMS messages sent to local residents I00006 \n", + "135 Fake youtube video of ISIS claiming responsibi... I00006 \n", + "136 I00042 \n", + "137 Main hashtag used was #ColumbianChemicals I00006 \n", + "138 Main hashtag used was #ColumbianChemicals I00006 \n", + "139 I00006 \n", + "140 I00010 \n", + "141 I00015 \n", + "142 I00009 \n", + "143 I00009 \n", + "144 I00029 \n", + "145 I00049 \n", + "146 I00050 \n", + "147 I00063 \n", + "148 I00010 \n", + "149 I00017 \n", + "150 I00032 \n", + "151 I00044 \n", + "152 I00015 \n", + "153 I00015 \n", + "154 I00017 \n", + "155 I00022 \n", + "156 I00051 \n", + "157 I00015 \n", + "158 I00017 \n", + "159 I00032 \n", + "160 I00017 \n", + "161 I00029 \n", + "162 I00047 \n", + "163 I00047 \n", + "164 I00049 \n", + "165 I00053 \n", + "166 I00053 \n", + "167 I00063 \n", + "168 I00029 \n", + "169 I00047 \n", + "170 I00033 \n", + "171 I00034 \n", + "172 I00034 \n", + "173 I00033 \n", + "174 I00033 \n", + "175 I00053 \n", + "176 I00033 \n", + "177 I00033 \n", + "178 I00033 \n", + "179 I00034 \n", + "180 I00042 \n", + "181 I00044 \n", + "182 I00047 \n", + "183 I00053 \n", + "184 I00056 \n", + "185 I00056 \n", + "\n", + " technique_id id \n", + "0 T0018 1 \n", + "1 T0018 2 \n", + "2 T0018 3 \n", + "3 T0017 4 \n", + "4 T0019 5 \n", + "5 T0019 6 \n", + "6 T0019 7 \n", + "7 T0019 8 \n", + "8 T0019 9 \n", + "9 T0019 10 \n", + "10 T0019 11 \n", + "11 T0019 12 \n", + "12 T0019 13 \n", + "13 T0019 14 \n", + "14 T0019 15 \n", + "15 T0019 16 \n", + "16 T0056 17 \n", + "17 T0056 18 \n", + "18 T0056 19 \n", + "19 T0056 20 \n", + "20 T0056 21 \n", + "21 T0056 22 \n", + "22 T0056 23 \n", + "23 T0056 24 \n", + "24 T0056 25 \n", + "25 T0056 26 \n", + "26 T0056 27 \n", + "27 T0056 28 \n", + "28 T0056 29 \n", + "29 T0046 30 \n", + "30 T0046 31 \n", + "31 T0046 32 \n", + "32 T0046 33 \n", + "33 T0046 34 \n", + "34 T0046 35 \n", + "35 T0046 36 \n", + "36 T0046 37 \n", + "37 T0046 38 \n", + "38 T0046 39 \n", + "39 T0046 40 \n", + "40 T0046 41 \n", + "41 T0058 42 \n", + "42 T0058 43 \n", + "43 T0058 44 \n", + "44 T0054 45 \n", + "45 T0054 46 \n", + "46 T0054 47 \n", + "47 T0054 48 \n", + "48 T0054 49 \n", + "49 T0054 50 \n", + "50 T0054 51 \n", + "51 T0054 52 \n", + "52 T0054 53 \n", + "53 T0054 54 \n", + "54 T0054 55 \n", + "55 T0054 56 \n", + "56 T0054 57 \n", + "57 T0054 58 \n", + "58 T0054 59 \n", + "59 T0053 60 \n", + "60 T0053 61 \n", + "61 T0053 62 \n", + "62 T0053 63 \n", + "63 T0053 64 \n", + "64 T0053 65 \n", + "65 T0053 66 \n", + "66 T0053 67 \n", + "67 T0053 68 \n", + "68 T0053 69 \n", + "69 T0053 70 \n", + "70 T0053 71 \n", + "71 T0053 72 \n", + "72 T0053 73 \n", + "73 T0007 74 \n", + "74 T0007 75 \n", + "75 T0007 76 \n", + "76 T0007 77 \n", + "77 T0007 78 \n", + "78 T0007 79 \n", + "79 T0007 80 \n", + "80 T0007 81 \n", + "81 T0057 82 \n", + "82 T0057 83 \n", + "83 T0057 84 \n", + "84 T0057 85 \n", + "85 T0057 86 \n", + "86 T0029 87 \n", + "87 T0029 88 \n", + "88 T0010 89 \n", + "89 T0010 90 \n", + "90 T0010 91 \n", + "91 T0010 92 \n", + "92 T0010 93 \n", + "93 T0010 94 \n", + "94 T0010 95 \n", + "95 T0010 96 \n", + "96 T0010 97 \n", + "97 T0010 98 \n", + "98 T0010 99 \n", + "99 T0031 100 \n", + "100 T0031 101 \n", + "101 T0031 102 \n", + "102 T0031 103 \n", + "103 T0031 104 \n", + "104 T0031 105 \n", + "105 T0031 106 \n", + "106 T0031 107 \n", + "107 T0031 108 \n", + "108 T0031 109 \n", + "109 T0032 110 \n", + "110 T0032 111 \n", + "111 T0032 112 \n", + "112 T0032 113 \n", + "113 T0032 114 \n", + "114 T0032 115 \n", + "115 T0032 116 \n", + "116 T0032 117 \n", + "117 T0032 118 \n", + "118 T0032 119 \n", + "119 T0034 120 \n", + "120 T0034 121 \n", + "121 T0034 122 \n", + "122 T0035 123 \n", + "123 T0035 124 \n", + "124 T0035 125 \n", + "125 T0036 126 \n", + "126 T0036 127 \n", + "127 T0036 128 \n", + "128 T0021 129 \n", + "129 T0021 130 \n", + "130 T0021 131 \n", + "131 T0021 132 \n", + "132 T0030 133 \n", + "133 T0030 134 \n", + "134 T0043 135 \n", + "135 T0024 136 \n", + "136 T0024 137 \n", + "137 T0015 138 \n", + "138 T0055 139 \n", + "139 T0039 140 \n", + "140 T0039 141 \n", + "141 T0039 142 \n", + "142 T0045 143 \n", + "143 T0052 144 \n", + "144 T0052 145 \n", + "145 T0052 146 \n", + "146 T0052 147 \n", + "147 T0052 148 \n", + "148 T0020 149 \n", + "149 T0020 150 \n", + "150 T0020 151 \n", + "151 T0020 152 \n", + "152 T0025 153 \n", + "153 T0025 154 \n", + "154 T0025 155 \n", + "155 T0025 156 \n", + "156 T0025 157 \n", + "157 T0044 158 \n", + "158 T0033 159 \n", + "159 T0033 160 \n", + "160 T0016 161 \n", + "161 T0001 162 \n", + "162 T0001 163 \n", + "163 T0001 164 \n", + "164 T0001 165 \n", + "165 T0001 166 \n", + "166 T0001 167 \n", + "167 T0001 168 \n", + "168 T0040 169 \n", + "169 T0040 170 \n", + "170 T0049 171 \n", + "171 T0049 172 \n", + "172 T0049 173 \n", + "173 T0051 174 \n", + "174 T0050 175 \n", + "175 T0050 176 \n", + "176 T0047 177 \n", + "177 T0048 178 \n", + "178 T0002 179 \n", + "179 T0002 180 \n", + "180 T0011 181 \n", + "181 T0009 182 \n", + "182 T0023 183 \n", + "183 T0023 184 \n", + "184 T0022 185 \n", + "185 T0008 186 " + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Get AMITT variables\n", + "\n", + "import pandas as pd\n", + "import sqlite3 as sql\n", + "import os\n", + "from sqlalchemy import create_engine\n", + "from generate_amitt_ttps import Amitt\n", + "pd.set_option('display.max_rows', 1000)\n", + "\n", + "\n", + "# Generate AMITT datasets\n", + "amitt = Amitt()\n", + "\n", + "dbasetype = 'postgresql_local' #'sqlite' #'heroku'\n", + "\n", + "\n", + "# Create connection to database\n", + "if dbasetype == 'sqlite':\n", + " # Generate minimal sqlite database from the Amitt variables\n", + " conn = sql.connect('amittsite.sqlite')\n", + "elif dbasetype == 'postgresql_local':\n", + " conn = create_engine('postgresql://sara:@localhost:5432/amittsite')\n", + "\n", + " \n", + "# Add table to database \n", + "def add_table(dataframe, tablename, columns): \n", + " # Create sql-appropriate table from dataframe\n", + " colnames = ', '.join(['{} TEXT NOT NULL'.format(col) for col in columns])\n", + " newtable = dataframe[columns].copy().applymap(str)\n", + " newtable['id'] = range(1,len(newtable)+1)\n", + " \n", + " # send to database\n", + " if dbasetype == 'sqlite':\n", + " conn.execute(\"DROP TABLE IF EXISTS {}\".format(tablename))\n", + " conn.execute('''CREATE TABLE {} (id INTEGER PRIMARY KEY AUTOINCREMENT, {});'''.format(tablename, colnames))\n", + " newtable.to_sql(tablename, conn, index=False, if_exists='append')\n", + " conn.commit()\n", + " elif dbasetype == 'postgresql_local':\n", + " newtable.to_sql(tablename, conn, index=False, if_exists='replace')\n", + " return newtable\n", + "\n", + "\n", + "# Build a cross-table\n", + "def object_tactics_techniques(objectcol, objecttable, crosstable):\n", + " # objects to techniques\n", + " ctech = crosstable.copy()\n", + " ctech = ctech[(ctech['technique_id'] != '') & (~ctech['technique_id'].str.startswith('TA'))]\n", + " ctech.rename(columns={'amitt_id':objectcol}, inplace=True)\n", + " ctech['summary'] = 'N/A'\n", + "\n", + " # objects to tactics\n", + " ctact = crosstable[crosstable['technique_id'].str.startswith('TA')].copy()\n", + " ctact.rename(columns={'amitt_id':objectcol, 'technique_id': 'tactic_id'}, inplace=True)\n", + " ctact['main_tactic'] = 'N'\n", + " ctactmain = objecttable[['amitt_id', 'tactic_id']].copy()\n", + " ctactmain.rename(columns={'amitt_id':objectcol}, inplace=True)\n", + " ctactmain['main_tactic'] = 'Y'\n", + " ctact = pd.concat([ctact, ctactmain], ignore_index=True, sort=False)\n", + " ctact['summary'] = 'N/A'\n", + " return(ctech, ctact)\n", + "\n", + "#Load all the tables - Heroku needs them in correct order... \n", + "\n", + "# -- frameworks --\n", + "\n", + "#newtable = add_table(amitt.df_actortypes, 'actor_type', ['amitt_id', 'sector_id', 'framework_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_counters, 'counter', ['amitt_id', 'tactic_id', 'metatechnique_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_detections, 'detection', ['amitt_id', 'tactic_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_frameworks, 'framework', ['amitt_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_metatechniques, 'metatechnique', ['amitt_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_phases, 'phase', ['amitt_id', 'name', 'rank', 'summary'])\n", + "newtable = add_table(amitt.df_playbook, 'playbook', ['amitt_id', 'object_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_resources, 'resource', ['amitt_id', 'name', 'summary', 'resource_type'])\n", + "newtable = add_table(amitt.df_responsetypes, 'responsetype', ['amitt_id', 'name', 'summary'])\n", + "#newtable = add_table(amitt.df_sector, 'sector', ['amitt_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_tactics, 'tactic', ['amitt_id', 'phase_id', 'name', 'rank', 'summary'])\n", + "newtable = add_table(amitt.df_tasks, 'task', ['amitt_id', 'tactic_id', 'framework_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_techniques, 'technique', ['amitt_id', 'tactic_id', 'name', 'summary'])\n", + "\n", + "(ctech, ctact) = object_tactics_techniques('counter_id', amitt.df_counters, amitt.cross_counterid_techniqueid)\n", + "newtable = add_table(ctech, 'counter_technique', ['counter_id', 'technique_id', 'summary'])\n", + "newtable = add_table(ctact, 'counter_tactic', ['counter_id', 'tactic_id', 'main_tactic', 'summary'])\n", + "\n", + "(dtech, dtact) = object_tactics_techniques('detection_id', amitt.df_detections, amitt.cross_detectionid_techniqueid)\n", + "newtable = add_table(dtech, 'detection_technique', ['detection_id', 'technique_id', 'summary'])\n", + "newtable = add_table(dtact, 'detection_tactic', ['detection_id', 'tactic_id', 'main_tactic', 'summary'])\n", + "\n", + "# -- datasets --\n", + "\n", + "newtable = add_table(amitt.df_examples, 'example', ['amitt_id', 'object_id', 'name', 'summary'])\n", + "\n", + "# dataset\n", + "# reference - create this from other tables. \n", + "# Also need incidentcounter etc - create from data\n", + "newtable = add_table(amitt.df_groups, 'group', ['amitt_id', 'name', 'url', 'summary', \n", + " 'sector', 'primary_role', 'secondary_role', \n", + " 'primary_subject', 'secondary_subject', \n", + " 'volunteers', 'region', 'country', \n", + " 'twitter_handle'])\n", + "newtable = add_table(amitt.df_incidents, 'incident', ['amitt_id', 'name', 'summary', \n", + " 'year_started', 'attributions_seen', \n", + " 'found_in_country', 'objecttype'])\n", + "newtable = add_table(amitt.df_tools, 'tool', ['amitt_id', 'name', 'summary',\n", + " 'organization', 'url', 'category', \n", + " 'disinformation_use', 'cogseccollab_use', \n", + " 'function', 'code_url', 'artifacts', \n", + " 'automation', 'platform', 'accessibility'])\n", + "# incidenttechnique crosstable\n", + "it = vars(amitt)['it'][['amitt_id', 'name', 'summary', 'amitt_id_incident', 'amitt_id_technique']].copy()\n", + "it.rename(columns={'amitt_id_incident':'incident_id', 'amitt_id_technique': 'technique_id'}, inplace=True)\n", + "newtable = add_table(it, 'incident_technique', ['amitt_id', 'name', 'summary', \n", + " 'incident_id', 'technique_id'])\n", + "\n", + "# Load in users table, and close connection\n", + "if dbasetype == 'sqlite':\n", + " conn.execute(\"DROP TABLE IF EXISTS {}\".format('users'))\n", + " conn.execute('''CREATE TABLE users (id INTEGER PRIMARY KEY AUTOINCREMENT, username TEXT NOT NULL UNIQUE, password TEXT NOT NULL);''')\n", + " conn.close()\n", + "else:\n", + " dfusers = pd.DataFrame([['test','testing']], columns=['username', 'password'])\n", + " usertable = add_table(dfusers, 'users', ['username', 'password'])\n", + "\n", + "newtable" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## test area" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['df_phases', 'df_frameworks', 'df_techniques', 'df_tasks', 'df_incidents', 'df_groups', 'df_tools', 'df_examples', 'df_counters', 'df_detections', 'df_actortypes', 'df_resources', 'df_responsetypes', 'df_metatechniques', 'it', 'df_tactics', 'df_techniques_per_tactic', 'df_counters_per_tactic', 'phases', 'tactics', 'techniques', 'counters', 'metatechniques', 'actortypes', 'resources', 'num_tactics', 'cross_counterid_techniqueid', 'cross_counterid_resourceid', 'cross_counterid_actortypeid', 'cross_detectionid_techniqueid', 'cross_detectionid_resourceid', 'cross_detectionid_actortypeid'])\n", + "\n", + "it columns: Index(['amitt_id', 'name', 'summary', 'amitt_id_incident', 'name_incident',\n", + " 'amitt_id_technique', 'name_technique'],\n", + " dtype='object')\n" + ] + }, + { + "data": { + "text/html": [ + "
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amitt_idnamesummaryamitt_id_incidentname_incidentamitt_id_techniquename_technique
0IT00000001buy FB targeted adsI00002#VaccinateUST0018Paid targeted ads
1IT00000010Targeted FB paid adsI00005Brexit voteT0018Paid targeted ads
2IT00000057Targeted FB paid adsI00017US presidential electionsT0018Paid targeted ads
3IT00000002Promote \"funding\" campaignI00002#VaccinateUST0017Promote online funding
4IT00000003create web-site - information pollutionI00002#VaccinateUST0019Generate information pollution
5IT00000014RT & Sputnik generate information pollutionI00005Brexit voteT0019Generate information pollution
6IT00000031RT & Sputnik generate information pollution (r...I00007Incirlik terroristsT0019Generate information pollution
7IT00000037RT & Sputnik generate information pollutionI00009PhilippinesExpertT0019Generate information pollution
8IT00000061RT & Sputnik generate information pollutionI00017US presidential electionsT0019Generate information pollution
9IT00000082RT & Sputnik generate information pollution (s...I00029MH17 investigationT0019Generate information pollution
10IT00000094RT & Sputnik generate information pollutionI00032KavanaughT0019Generate information pollution
11IT00000120RT & Sputnik generate information pollutionI00044JadeHelm exerciseT0019Generate information pollution
12IT00000137RT & Sputnik generate information pollution (s...I00049White Helmets: Chemical WeaponsT0019Generate information pollution
13IT00000146RT & Sputnik generate information pollution (s...I00050#HandsOffVenezuelaT0019Generate information pollution
14IT00000156RT & Sputnik generate information pollutionI00051Integrity InitiativeT0019Generate information pollution
15IT00000180RT & Sputnik generate information pollution (s...I00063Olympic Doping ScandalT0019Generate information pollution
16IT00000004create web-site - information pollutionI00002#VaccinateUST0056Dedicated channels disseminate information pol...
17IT00000015RT & Sputnik generate information pollutionI00005Brexit voteT0056Dedicated channels disseminate information pol...
18IT00000032RT & Sputnik generate information pollution (r...I00007Incirlik terroristsT0056Dedicated channels disseminate information pol...
19IT00000038RT & Sputnik generate information pollutionI00009PhilippinesExpertT0056Dedicated channels disseminate information pol...
20IT00000062RT & Sputnik generate information pollutionI00017US presidential electionsT0056Dedicated channels disseminate information pol...
21IT00000083RT & Sputnik generate information pollution (s...I00029MH17 investigationT0056Dedicated channels disseminate information pol...
22IT00000095RT & Sputnik generate information pollutionI00032KavanaughT0056Dedicated channels disseminate information pol...
23IT00000121RT & Sputnik generate information pollutionI00044JadeHelm exerciseT0056Dedicated channels disseminate information pol...
24IT00000138RT & Sputnik generate information pollution (s...I00049White Helmets: Chemical WeaponsT0056Dedicated channels disseminate information pol...
25IT00000147RT & Sputnik generate information pollution (s...I00050#HandsOffVenezuelaT0056Dedicated channels disseminate information pol...
26IT00000157RT & Sputnik generate information pollutionI00051Integrity InitiativeT0056Dedicated channels disseminate information pol...
27IT00000162State-run media seeds foreign influence enviro...I00053China Huawei CFO ArrestT0056Dedicated channels disseminate information pol...
28IT00000181RT & Sputnik generate information pollution (s...I00063Olympic Doping ScandalT0056Dedicated channels disseminate information pol...
29IT00000005SEO optimisation/manipulation (\"key words\")I00002#VaccinateUST0046Search Engine Optimization
30IT00000022SEO optimisation/manipulation (\"key words\")I00005Brexit voteT0046Search Engine Optimization
31IT00000043SEO optimisation/manipulation (\"key words\")I00010ParklandTeensT0046Search Engine Optimization
32IT00000071SEO optimisation/manipulation (\"key words\")I00017US presidential electionsT0046Search Engine Optimization
33IT00000085SEO optimisation/manipulation (\"key words\")I00029MH17 investigationT0046Search Engine Optimization
34IT00000103SEO optimisation/manipulation (\"key words\")I00032KavanaughT0046Search Engine Optimization
35IT00000125SEO optimisation/manipulation (\"key words\")I00044JadeHelm exerciseT0046Search Engine Optimization
36IT00000140SEO optimisation/manipulation (\"key words\")I00049White Helmets: Chemical WeaponsT0046Search Engine Optimization
37IT00000149SEO optimisation/manipulation (\"key words\")I00050#HandsOffVenezuelaT0046Search Engine Optimization
38IT00000161SEO optimisation/manipulation (\"key words\")I00051Integrity InitiativeT0046Search Engine Optimization
39IT00000172SEO optimisation/manipulation (\"key words\")I00056Iran Influence OperationsT0046Search Engine Optimization
40IT00000183SEO optimisation/manipulation (\"key words\")I00063Olympic Doping ScandalT0046Search Engine Optimization
41IT00000006legacy web contentI00002#VaccinateUST0058Legacy web content
42IT00000007hard to remove content and/or campaign/exploit...I00002#VaccinateUST0058Legacy web content
43IT00000176legacy web contentI00056Iran Influence OperationsT0058Legacy web content
44IT00000008Twitter bots amplify & manipulateI00005Brexit voteT0054Twitter bots amplify
45IT00000034Twitter bots amplify & manipulateI00007Incirlik terroristsT0054Twitter bots amplify
46IT00000041Twitter bots amplify & manipulateI00010ParklandTeensT0054Twitter bots amplify
47IT00000055Twitter bots amplify & manipulateI00017US presidential electionsT0054Twitter bots amplify
48IT00000076Twitter bots amplify & manipulateI00022#MacronleaksT0054Twitter bots amplify
49IT00000079Twitter bots amplify & manipulateI00029MH17 investigationT0054Twitter bots amplify
50IT00000090Twitter bots amplify & manipulateI00032KavanaughT0054Twitter bots amplify
51IT00000115Twitter bots amplify & manipulateI00042Saudi/Qatar bot disputeT0054Twitter bots amplify
52IT00000118Twitter bots amplify & manipulateI00044JadeHelm exerciseT0054Twitter bots amplify
53IT00000131Twitter bots amplify & manipulateI00047Sea of AzovT0054Twitter bots amplify
54IT00000134Twitter bots amplify & manipulateI00049White Helmets: Chemical WeaponsT0054Twitter bots amplify
55IT00000144Twitter bots amplify & manipulateI00050#HandsOffVenezuelaT0054Twitter bots amplify
56IT00000154Twitter bots amplify & manipulateI00051Integrity InitiativeT0054Twitter bots amplify
57IT00000169Twitter bots amplify & manipulateI00056Iran Influence OperationsT0054Twitter bots amplify
58IT00000177Twitter bots amplify & manipulateI00063Olympic Doping ScandalT0054Twitter bots amplify
59IT00000009Twitter trolls amplify & manipulateI00005Brexit voteT0053Twitter trolls amplify and manipulate
60IT00000035Twitter trolls amplify & manipulateI00007Incirlik terroristsT0053Twitter trolls amplify and manipulate
61IT00000042Twitter trolls amplify & manipulateI00010ParklandTeensT0053Twitter trolls amplify and manipulate
62IT00000056Twitter trolls amplify & manipulateI00017US presidential electionsT0053Twitter trolls amplify and manipulate
63IT00000077Twitter trolls amplify & manipulateI00022#MacronleaksT0053Twitter trolls amplify and manipulate
64IT00000080Twitter trolls amplify & manipulateI00029MH17 investigationT0053Twitter trolls amplify and manipulate
65IT00000091Twitter trolls amplify & manipulateI00032KavanaughT0053Twitter trolls amplify and manipulate
66IT00000119Twitter trolls amplify & manipulateI00044JadeHelm exerciseT0053Twitter trolls amplify and manipulate
67IT00000132Twitter trolls amplify & manipulateI00047Sea of AzovT0053Twitter trolls amplify and manipulate
68IT00000135Twitter trolls amplify & manipulateI00049White Helmets: Chemical WeaponsT0053Twitter trolls amplify and manipulate
69IT00000145Twitter trolls amplify & manipulateI00050#HandsOffVenezuelaT0053Twitter trolls amplify and manipulate
70IT00000155Twitter trolls amplify & manipulateI00051Integrity InitiativeT0053Twitter trolls amplify and manipulate
71IT00000170Twitter trolls amplify & manipulateI00056Iran Influence OperationsT0053Twitter trolls amplify and manipulate
72IT00000178Twitter trolls amplify & manipulateI00063Olympic Doping ScandalT0053Twitter trolls amplify and manipulate
73IT00000011Fake FB groups + dark contentI00005Brexit voteT0007Create fake Social Media Profiles / Pages / Gr...
74IT00000029Fake twitter profiles to amplifyTwitter bots used to drive visbilityI00006Columbian ChemicalsT0007Create fake Social Media Profiles / Pages / Gr...
75IT00000039FB pagesI00009PhilippinesExpertT0007Create fake Social Media Profiles / Pages / Gr...
76IT00000045FB pages/groups/profilesI00010ParklandTeensT0007Create fake Social Media Profiles / Pages / Gr...
77IT00000058Fake FB groups + dark contentI00017US presidential electionsT0007Create fake Social Media Profiles / Pages / Gr...
78IT00000078Fake FB groups/pages/profiles + dark contentI00022#MacronleaksT0007Create fake Social Media Profiles / Pages / Gr...
79IT00000092Fake FB groups/pages/profilesI00032KavanaughT0007Create fake Social Media Profiles / Pages / Gr...
80IT00000171Fake FB groups/pages/profiles + dark content (...I00056Iran Influence OperationsT0007Create fake Social Media Profiles / Pages / Gr...
81IT00000012Digital to physical \"organize+promote\" rallies...I00005Brexit voteT0057Organise remote rallies and events
82IT00000059Digital to physical \"organize+promote\" rallies...I00017US presidential electionsT0057Organise remote rallies and events
83IT00000093Digital to physical \"organize+promote\" rallies...I00032KavanaughT0057Organise remote rallies and events
84IT00000164Events coordinated and promoted across media p...I00053China Huawei CFO ArrestT0057Organise remote rallies and events
85IT00000166Extend digital the physical space… gatherings ...I00053China Huawei CFO ArrestT0057Organise remote rallies and events
86IT00000013manipulate social media \"online polls\"?I00005Brexit voteT0029Manipulate online polls
87IT00000060manipulate social media \"online polls\"?I00017US presidential electionsT0029Manipulate online polls
88IT00000016cultivate, manipulate, exploit useful idiotsI00005Brexit voteT0010Cultivate ignorant agents
89IT00000033cultivate, manipulate, exploit useful idiots (...I00007Incirlik terroristsT0010Cultivate ignorant agents
90IT00000044cultivate, manipulate, exploit useful idiots (...I00010ParklandTeensT0010Cultivate ignorant agents
91IT00000063cultivate, manipulate, exploit useful idiotsI00017US presidential electionsT0010Cultivate ignorant agents
92IT00000084cultivate, manipulate, exploit useful idiotsI00029MH17 investigationT0010Cultivate ignorant agents
93IT00000104cultivate, manipulate, exploit useful idiots (...I00032KavanaughT0010Cultivate ignorant agents
94IT00000126cultivate, manipulate, exploit useful idiots (...I00044JadeHelm exerciseT0010Cultivate ignorant agents
95IT00000139cultivate, manipulate, exploit useful idiots (...I00049White Helmets: Chemical WeaponsT0010Cultivate ignorant agents
96IT00000148cultivate, manipulate, exploit useful idiots (...I00050#HandsOffVenezuelaT0010Cultivate ignorant agents
97IT00000158cultivate, manipulate, exploit useful idiotsI00051Integrity InitiativeT0010Cultivate ignorant agents
98IT00000182cultivate, manipulate, exploit useful idiotsI00063Olympic Doping ScandalT0010Cultivate ignorant agents
99IT00000017YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005Brexit voteT0031YouTube
100IT00000046YouTube; RedditI00010ParklandTeensT0031YouTube
101IT00000064YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017US presidential electionsT0031YouTube
102IT00000087YouTube; Reddit;I00029MH17 investigationT0031YouTube
103IT00000096YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032KavanaughT0031YouTube
104IT00000122YouTube; RedditI00044JadeHelm exerciseT0031YouTube
105IT00000142YouTube; Reddit;I00049White Helmets: Chemical WeaponsT0031YouTube
106IT00000151YouTube; Reddit;I00050#HandsOffVenezuelaT0031YouTube
107IT00000159YouTube; RedditI00051Integrity InitiativeT0031YouTube
108IT00000185YouTube; Reddit;I00063Olympic Doping ScandalT0031YouTube
109IT00000018YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005Brexit voteT0032Reddit
110IT00000047YouTube; RedditI00010ParklandTeensT0032Reddit
111IT00000065YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017US presidential electionsT0032Reddit
112IT00000088YouTube; Reddit;I00029MH17 investigationT0032Reddit
113IT00000097YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032KavanaughT0032Reddit
114IT00000123YouTube; RedditI00044JadeHelm exerciseT0032Reddit
115IT00000143YouTube; Reddit;I00049White Helmets: Chemical WeaponsT0032Reddit
116IT00000152YouTube; Reddit;I00050#HandsOffVenezuelaT0032Reddit
117IT00000160YouTube; RedditI00051Integrity InitiativeT0032Reddit
118IT00000186YouTube; Reddit;I00063Olympic Doping ScandalT0032Reddit
119IT00000019YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005Brexit voteT0034LinkedIn
120IT00000067YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017US presidential electionsT0034LinkedIn
121IT00000099YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032KavanaughT0034LinkedIn
122IT00000020YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005Brexit voteT0035Pinterest
123IT00000068YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017US presidential electionsT0035Pinterest
124IT00000100YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032KavanaughT0035Pinterest
125IT00000021YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005Brexit voteT0036WhatsApp
126IT00000069YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017US presidential electionsT0036WhatsApp
127IT00000101YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032KavanaughT0036WhatsApp
128IT00000023Memes... anti-immigration; euroskepticism; fea...Meme that ISIS was responsible for a local che...I00005Brexit voteT0021Memes
129IT00000072Memes... anti-immigration; euroskepticism; fea...I00017US presidential electionsT0021Memes
130IT00000117memesI00042Saudi/Qatar bot disputeT0021Memes
131IT00000173Memes... anti-Isreal/USA/West, conspiracy narr...I00056Iran Influence OperationsT0021Memes
132IT00000024Backstop personasWikipedia fake persona \"AmandaGray91\".I00005Brexit voteT0030Backstop personas
133IT00000074Backstop personasI00017US presidential electionsT0030Backstop personas
134IT00000025Use SMS/text messagesSMS messages sent to local residentsI00006Columbian ChemicalsT0043Use SMS/ WhatsApp/ Chat apps
135IT00000026Fake video/imagesFake youtube video of ISIS claiming responsibi...I00006Columbian ChemicalsT0024Create fake videos and images
136IT00000116photoshopped/fake imagesI00042Saudi/Qatar bot disputeT0024Create fake videos and images
137IT00000027Create and use hashtagMain hashtag used was #ColumbianChemicalsI00006Columbian ChemicalsT0015Create hashtag
138IT00000028Create and use hashtagMain hashtag used was #ColumbianChemicalsI00006Columbian ChemicalsT0055Use hashtag
139IT00000030bait journalists/media/politiciansI00006Columbian ChemicalsT0039Bait legitimate influencers
140IT00000049journalist/media baitingI00010ParklandTeensT0039Bait legitimate influencers
141IT00000053journalist/media baitingI00015ConcordDiscoveryT0039Bait legitimate influencers
142IT00000036Using \"expert\"I00009PhilippinesExpertT0045Use fake experts
143IT00000040News circulated/amplifed by tertiary sites (Ru...I00009PhilippinesExpertT0052Tertiary sites amplify news
144IT00000086News circulated/amplifed by tertiary sites (Ru...I00029MH17 investigationT0052Tertiary sites amplify news
145IT00000141News circulated/amplifed by tertiary sites (Ru...I00049White Helmets: Chemical WeaponsT0052Tertiary sites amplify news
146IT00000150News circulated/amplifed by tertiary sites (Mi...I00050#HandsOffVenezuelaT0052Tertiary sites amplify news
147IT00000184News circulated/amplifed by tertiary sites (Ru...I00063Olympic Doping ScandalT0052Tertiary sites amplify news
148IT000000484Chan/8Chan - trial contentI00010ParklandTeensT0020Trial content
149IT000000704Chan/8Chan - trial contentI00017US presidential electionsT0020Trial content
150IT000001024Chan/8Chan - trial contentI00032KavanaughT0020Trial content
151IT000001244Chan/8Chan - trial contentI00044JadeHelm exerciseT0020Trial content
152IT00000050Forge ('release' altered hacked documents)I00015ConcordDiscoveryT0025Leak altered documents
153IT00000051hack/leak/manipulate/distortI00015ConcordDiscoveryT0025Leak altered documents
154IT00000054hack/leak/manipulate/distortI00017US presidential electionsT0025Leak altered documents
155IT00000075hack/leak/manipulate/distortI00022#MacronleaksT0025Leak altered documents
156IT00000153hack/leak/manipulate/distortI00051Integrity InitiativeT0025Leak altered documents
157IT00000052Circulate to media via DM, then release publiclyI00015ConcordDiscoveryT0044Seed distortions
158IT00000066YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017US presidential electionsT0033Instagram
159IT00000098YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032KavanaughT0033Instagram
160IT00000073Click-bait (economic actors) fake news sites (...I00017US presidential electionsT0016Clickbait
161IT000000814 D's (dismiss, distort, distract, dismay...Of...I00029MH17 investigationT00015Ds (dismiss, distort, distract, dismay, divide)
162IT000001284 D's (dismiss, distort, distract, dismay...Of...I00047Sea of AzovT00015Ds (dismiss, distort, distract, dismay, divide)
163IT00000129Russian FSB security service blamed Ukraine fo...I00047Sea of AzovT00015Ds (dismiss, distort, distract, dismay, divide)
164IT000001364 D's (dismiss, distort, distract, dismay...Of...I00049White Helmets: Chemical WeaponsT00015Ds (dismiss, distort, distract, dismay, divide)
165IT00000167China also plays victim, innocence, plays by r...I00053China Huawei CFO ArrestT00015Ds (dismiss, distort, distract, dismay, divide)
166IT00000168Chinese ambassador Lu Shaye accused Canada of ...I00053China Huawei CFO ArrestT00015Ds (dismiss, distort, distract, dismay, divide)
167IT000001794 D's (dismiss, distort, distract, dismay...Of...I00063Olympic Doping ScandalT00015Ds (dismiss, distort, distract, dismay, divide)
168IT00000089Demand insurmountable proofI00029MH17 investigationT0040Demand unsurmountable proof
169IT00000133Demand insurmountable proofI00047Sea of AzovT0040Demand unsurmountable proof
170IT000001052,000,000 people (est.) part of state run/spon...I00033China 50cent ArmyT0049Flooding
171IT00000112flood the Facebook pages of Taiwanese politici...I00034DibaFacebookExpeditionT0049Flooding
172IT00000113Democratic Progressive Party (DPP), attracted ...I00034DibaFacebookExpeditionT0049Flooding
173IT00000106fabricated social media commentI00033China 50cent ArmyT0051Fabricate social media comment
174IT00000107domestic social media influence operations foc...I00033China 50cent ArmyT0050Cheerleading domestic social media ops
175IT00000165Extend digital the physical space… gatherings ...I00053China Huawei CFO ArrestT0050Cheerleading domestic social media ops
176IT00000108cow online opinion leaders into submission, mu...I00033China 50cent ArmyT0047Muzzle social media as a political force
177IT00000109cow online opinion leaders into submission, mu...I00033China 50cent ArmyT0048Cow online opinion leaders
178IT00000110facilitate state propaganda and defuse crisesI00033China 50cent ArmyT0002Facilitate State Propaganda
179IT00000111Netizens from one of the largest discussion fo...I00034DibaFacebookExpeditionT0002Facilitate State Propaganda
180IT00000114“hack” of Qatar’s official news agencyI00042Saudi/Qatar bot disputeT0011Hijack legitimate account
181IT00000127Promote fake “experts” with impressive (and sc...I00044JadeHelm exerciseT0009Create fake experts
182IT00000130(Distort) Kremlin-controlled RT cited Russian ...I00047Sea of AzovT0023Distort facts
183IT00000163Distorted, saccharine “news” about the Chinese...I00053China Huawei CFO ArrestT0023Distort facts
184IT00000174Memes... anti-Isreal/USA/West, conspiracy narr...I00056Iran Influence OperationsT0022Conspiracy narratives
185IT00000175Fake news/synthetic web-sitesI00056Iran Influence OperationsT0008Create fake or imposter news sites
\n", + "
" + ], + "text/plain": [ + " amitt_id name \\\n", + "0 IT00000001 buy FB targeted ads \n", + "1 IT00000010 Targeted FB paid ads \n", + "2 IT00000057 Targeted FB paid ads \n", + "3 IT00000002 Promote \"funding\" campaign \n", + "4 IT00000003 create web-site - information pollution \n", + "5 IT00000014 RT & Sputnik generate information pollution \n", + "6 IT00000031 RT & Sputnik generate information pollution (r... \n", + "7 IT00000037 RT & Sputnik generate information pollution \n", + "8 IT00000061 RT & Sputnik generate information pollution \n", + "9 IT00000082 RT & Sputnik generate information pollution (s... \n", + "10 IT00000094 RT & Sputnik generate information pollution \n", + "11 IT00000120 RT & Sputnik generate information pollution \n", + "12 IT00000137 RT & Sputnik generate information pollution (s... \n", + "13 IT00000146 RT & Sputnik generate information pollution (s... \n", + "14 IT00000156 RT & Sputnik generate information pollution \n", + "15 IT00000180 RT & Sputnik generate information pollution (s... \n", + "16 IT00000004 create web-site - information pollution \n", + "17 IT00000015 RT & Sputnik generate information pollution \n", + "18 IT00000032 RT & Sputnik generate information pollution (r... \n", + "19 IT00000038 RT & Sputnik generate information pollution \n", + "20 IT00000062 RT & Sputnik generate information pollution \n", + "21 IT00000083 RT & Sputnik generate information pollution (s... \n", + "22 IT00000095 RT & Sputnik generate information pollution \n", + "23 IT00000121 RT & Sputnik generate information pollution \n", + "24 IT00000138 RT & Sputnik generate information pollution (s... \n", + "25 IT00000147 RT & Sputnik generate information pollution (s... \n", + "26 IT00000157 RT & Sputnik generate information pollution \n", + "27 IT00000162 State-run media seeds foreign influence enviro... \n", + "28 IT00000181 RT & Sputnik generate information pollution (s... \n", + "29 IT00000005 SEO optimisation/manipulation (\"key words\") \n", + "30 IT00000022 SEO optimisation/manipulation (\"key words\") \n", + "31 IT00000043 SEO optimisation/manipulation (\"key words\") \n", + "32 IT00000071 SEO optimisation/manipulation (\"key words\") \n", + "33 IT00000085 SEO optimisation/manipulation (\"key words\") \n", + "34 IT00000103 SEO optimisation/manipulation (\"key words\") \n", + "35 IT00000125 SEO optimisation/manipulation (\"key words\") \n", + "36 IT00000140 SEO optimisation/manipulation (\"key words\") \n", + "37 IT00000149 SEO optimisation/manipulation (\"key words\") \n", + "38 IT00000161 SEO optimisation/manipulation (\"key words\") \n", + "39 IT00000172 SEO optimisation/manipulation (\"key words\") \n", + "40 IT00000183 SEO optimisation/manipulation (\"key words\") \n", + "41 IT00000006 legacy web content \n", + "42 IT00000007 hard to remove content and/or campaign/exploit... \n", + "43 IT00000176 legacy web content \n", + "44 IT00000008 Twitter bots amplify & manipulate \n", + "45 IT00000034 Twitter bots amplify & manipulate \n", + "46 IT00000041 Twitter bots amplify & manipulate \n", + "47 IT00000055 Twitter bots amplify & manipulate \n", + "48 IT00000076 Twitter bots amplify & manipulate \n", + "49 IT00000079 Twitter bots amplify & manipulate \n", + "50 IT00000090 Twitter bots amplify & manipulate \n", + "51 IT00000115 Twitter bots amplify & manipulate \n", + "52 IT00000118 Twitter bots amplify & manipulate \n", + "53 IT00000131 Twitter bots amplify & manipulate \n", + "54 IT00000134 Twitter bots amplify & manipulate \n", + "55 IT00000144 Twitter bots amplify & manipulate \n", + "56 IT00000154 Twitter bots amplify & manipulate \n", + "57 IT00000169 Twitter bots amplify & manipulate \n", + "58 IT00000177 Twitter bots amplify & manipulate \n", + "59 IT00000009 Twitter trolls amplify & manipulate \n", + "60 IT00000035 Twitter trolls amplify & manipulate \n", + "61 IT00000042 Twitter trolls amplify & manipulate \n", + "62 IT00000056 Twitter trolls amplify & manipulate \n", + "63 IT00000077 Twitter trolls amplify & manipulate \n", + "64 IT00000080 Twitter trolls amplify & manipulate \n", + "65 IT00000091 Twitter trolls amplify & manipulate \n", + "66 IT00000119 Twitter trolls amplify & manipulate \n", + "67 IT00000132 Twitter trolls amplify & manipulate \n", + "68 IT00000135 Twitter trolls amplify & manipulate \n", + "69 IT00000145 Twitter trolls amplify & manipulate \n", + "70 IT00000155 Twitter trolls amplify & manipulate \n", + "71 IT00000170 Twitter trolls amplify & manipulate \n", + "72 IT00000178 Twitter trolls amplify & manipulate \n", + "73 IT00000011 Fake FB groups + dark content \n", + "74 IT00000029 Fake twitter profiles to amplify \n", + "75 IT00000039 FB pages \n", + "76 IT00000045 FB pages/groups/profiles \n", + "77 IT00000058 Fake FB groups + dark content \n", + "78 IT00000078 Fake FB groups/pages/profiles + dark content \n", + "79 IT00000092 Fake FB groups/pages/profiles \n", + "80 IT00000171 Fake FB groups/pages/profiles + dark content (... \n", + "81 IT00000012 Digital to physical \"organize+promote\" rallies... \n", + "82 IT00000059 Digital to physical \"organize+promote\" rallies... \n", + "83 IT00000093 Digital to physical \"organize+promote\" rallies... \n", + "84 IT00000164 Events coordinated and promoted across media p... \n", + "85 IT00000166 Extend digital the physical space… gatherings ... \n", + "86 IT00000013 manipulate social media \"online polls\"? \n", + "87 IT00000060 manipulate social media \"online polls\"? \n", + "88 IT00000016 cultivate, manipulate, exploit useful idiots \n", + "89 IT00000033 cultivate, manipulate, exploit useful idiots (... \n", + "90 IT00000044 cultivate, manipulate, exploit useful idiots (... \n", + "91 IT00000063 cultivate, manipulate, exploit useful idiots \n", + "92 IT00000084 cultivate, manipulate, exploit useful idiots \n", + "93 IT00000104 cultivate, manipulate, exploit useful idiots (... \n", + "94 IT00000126 cultivate, manipulate, exploit useful idiots (... \n", + "95 IT00000139 cultivate, manipulate, exploit useful idiots (... \n", + "96 IT00000148 cultivate, manipulate, exploit useful idiots (... \n", + "97 IT00000158 cultivate, manipulate, exploit useful idiots \n", + "98 IT00000182 cultivate, manipulate, exploit useful idiots \n", + "99 IT00000017 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "100 IT00000046 YouTube; Reddit \n", + "101 IT00000064 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "102 IT00000087 YouTube; Reddit; \n", + "103 IT00000096 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "104 IT00000122 YouTube; Reddit \n", + "105 IT00000142 YouTube; Reddit; \n", + "106 IT00000151 YouTube; Reddit; \n", + "107 IT00000159 YouTube; Reddit \n", + "108 IT00000185 YouTube; Reddit; \n", + "109 IT00000018 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "110 IT00000047 YouTube; Reddit \n", + "111 IT00000065 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "112 IT00000088 YouTube; Reddit; \n", + "113 IT00000097 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "114 IT00000123 YouTube; Reddit \n", + "115 IT00000143 YouTube; Reddit; \n", + "116 IT00000152 YouTube; Reddit; \n", + "117 IT00000160 YouTube; Reddit \n", + "118 IT00000186 YouTube; Reddit; \n", + "119 IT00000019 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "120 IT00000067 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "121 IT00000099 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "122 IT00000020 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "123 IT00000068 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "124 IT00000100 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "125 IT00000021 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "126 IT00000069 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "127 IT00000101 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "128 IT00000023 Memes... anti-immigration; euroskepticism; fea... \n", + "129 IT00000072 Memes... anti-immigration; euroskepticism; fea... \n", + "130 IT00000117 memes \n", + "131 IT00000173 Memes... anti-Isreal/USA/West, conspiracy narr... \n", + "132 IT00000024 Backstop personas \n", + "133 IT00000074 Backstop personas \n", + "134 IT00000025 Use SMS/text messages \n", + "135 IT00000026 Fake video/images \n", + "136 IT00000116 photoshopped/fake images \n", + "137 IT00000027 Create and use hashtag \n", + "138 IT00000028 Create and use hashtag \n", + "139 IT00000030 bait journalists/media/politicians \n", + "140 IT00000049 journalist/media baiting \n", + "141 IT00000053 journalist/media baiting \n", + "142 IT00000036 Using \"expert\" \n", + "143 IT00000040 News circulated/amplifed by tertiary sites (Ru... \n", + "144 IT00000086 News circulated/amplifed by tertiary sites (Ru... \n", + "145 IT00000141 News circulated/amplifed by tertiary sites (Ru... \n", + "146 IT00000150 News circulated/amplifed by tertiary sites (Mi... \n", + "147 IT00000184 News circulated/amplifed by tertiary sites (Ru... \n", + "148 IT00000048 4Chan/8Chan - trial content \n", + "149 IT00000070 4Chan/8Chan - trial content \n", + "150 IT00000102 4Chan/8Chan - trial content \n", + "151 IT00000124 4Chan/8Chan - trial content \n", + "152 IT00000050 Forge ('release' altered hacked documents) \n", + "153 IT00000051 hack/leak/manipulate/distort \n", + "154 IT00000054 hack/leak/manipulate/distort \n", + "155 IT00000075 hack/leak/manipulate/distort \n", + "156 IT00000153 hack/leak/manipulate/distort \n", + "157 IT00000052 Circulate to media via DM, then release publicly \n", + "158 IT00000066 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "159 IT00000098 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "160 IT00000073 Click-bait (economic actors) fake news sites (... \n", + "161 IT00000081 4 D's (dismiss, distort, distract, dismay...Of... \n", + "162 IT00000128 4 D's (dismiss, distort, distract, dismay...Of... \n", + "163 IT00000129 Russian FSB security service blamed Ukraine fo... \n", + "164 IT00000136 4 D's (dismiss, distort, distract, dismay...Of... \n", + "165 IT00000167 China also plays victim, innocence, plays by r... \n", + "166 IT00000168 Chinese ambassador Lu Shaye accused Canada of ... \n", + "167 IT00000179 4 D's (dismiss, distort, distract, dismay...Of... \n", + "168 IT00000089 Demand insurmountable proof \n", + "169 IT00000133 Demand insurmountable proof \n", + "170 IT00000105 2,000,000 people (est.) part of state run/spon... \n", + "171 IT00000112 flood the Facebook pages of Taiwanese politici... \n", + "172 IT00000113 Democratic Progressive Party (DPP), attracted ... \n", + "173 IT00000106 fabricated social media comment \n", + "174 IT00000107 domestic social media influence operations foc... \n", + "175 IT00000165 Extend digital the physical space… gatherings ... \n", + "176 IT00000108 cow online opinion leaders into submission, mu... \n", + "177 IT00000109 cow online opinion leaders into submission, mu... \n", + "178 IT00000110 facilitate state propaganda and defuse crises \n", + "179 IT00000111 Netizens from one of the largest discussion fo... \n", + "180 IT00000114 “hack” of Qatar’s official news agency \n", + "181 IT00000127 Promote fake “experts” with impressive (and sc... \n", + "182 IT00000130 (Distort) Kremlin-controlled RT cited Russian ... \n", + "183 IT00000163 Distorted, saccharine “news” about the Chinese... \n", + "184 IT00000174 Memes... anti-Isreal/USA/West, conspiracy narr... \n", + "185 IT00000175 Fake news/synthetic web-sites \n", + "\n", + " summary amitt_id_incident \\\n", + "0 I00002 \n", + "1 I00005 \n", + "2 I00017 \n", + "3 I00002 \n", + "4 I00002 \n", + "5 I00005 \n", + "6 I00007 \n", + "7 I00009 \n", + "8 I00017 \n", + "9 I00029 \n", + "10 I00032 \n", + "11 I00044 \n", + "12 I00049 \n", + "13 I00050 \n", + "14 I00051 \n", + "15 I00063 \n", + "16 I00002 \n", + "17 I00005 \n", + "18 I00007 \n", + "19 I00009 \n", + "20 I00017 \n", + "21 I00029 \n", + "22 I00032 \n", + "23 I00044 \n", + "24 I00049 \n", + "25 I00050 \n", + "26 I00051 \n", + "27 I00053 \n", + "28 I00063 \n", + "29 I00002 \n", + "30 I00005 \n", + "31 I00010 \n", + "32 I00017 \n", + "33 I00029 \n", + "34 I00032 \n", + "35 I00044 \n", + "36 I00049 \n", + "37 I00050 \n", + "38 I00051 \n", + "39 I00056 \n", + "40 I00063 \n", + "41 I00002 \n", + "42 I00002 \n", + "43 I00056 \n", + "44 I00005 \n", + "45 I00007 \n", + "46 I00010 \n", + "47 I00017 \n", + "48 I00022 \n", + "49 I00029 \n", + "50 I00032 \n", + "51 I00042 \n", + "52 I00044 \n", + "53 I00047 \n", + "54 I00049 \n", + "55 I00050 \n", + "56 I00051 \n", + "57 I00056 \n", + "58 I00063 \n", + "59 I00005 \n", + "60 I00007 \n", + "61 I00010 \n", + "62 I00017 \n", + "63 I00022 \n", + "64 I00029 \n", + "65 I00032 \n", + "66 I00044 \n", + "67 I00047 \n", + "68 I00049 \n", + "69 I00050 \n", + "70 I00051 \n", + "71 I00056 \n", + "72 I00063 \n", + "73 I00005 \n", + "74 Twitter bots used to drive visbility I00006 \n", + "75 I00009 \n", + "76 I00010 \n", + "77 I00017 \n", + "78 I00022 \n", + "79 I00032 \n", + "80 I00056 \n", + "81 I00005 \n", + "82 I00017 \n", + "83 I00032 \n", + "84 I00053 \n", + "85 I00053 \n", + "86 I00005 \n", + "87 I00017 \n", + "88 I00005 \n", + "89 I00007 \n", + "90 I00010 \n", + "91 I00017 \n", + "92 I00029 \n", + "93 I00032 \n", + "94 I00044 \n", + "95 I00049 \n", + "96 I00050 \n", + "97 I00051 \n", + "98 I00063 \n", + "99 I00005 \n", + "100 I00010 \n", + "101 I00017 \n", + "102 I00029 \n", + "103 I00032 \n", + "104 I00044 \n", + "105 I00049 \n", + "106 I00050 \n", + "107 I00051 \n", + "108 I00063 \n", + "109 I00005 \n", + "110 I00010 \n", + "111 I00017 \n", + "112 I00029 \n", + "113 I00032 \n", + "114 I00044 \n", + "115 I00049 \n", + "116 I00050 \n", + "117 I00051 \n", + "118 I00063 \n", + "119 I00005 \n", + "120 I00017 \n", + "121 I00032 \n", + "122 I00005 \n", + "123 I00017 \n", + "124 I00032 \n", + "125 I00005 \n", + "126 I00017 \n", + "127 I00032 \n", + "128 Meme that ISIS was responsible for a local che... I00005 \n", + "129 I00017 \n", + "130 I00042 \n", + "131 I00056 \n", + "132 Wikipedia fake persona \"AmandaGray91\". I00005 \n", + "133 I00017 \n", + "134 SMS messages sent to local residents I00006 \n", + "135 Fake youtube video of ISIS claiming responsibi... I00006 \n", + "136 I00042 \n", + "137 Main hashtag used was #ColumbianChemicals I00006 \n", + "138 Main hashtag used was #ColumbianChemicals I00006 \n", + "139 I00006 \n", + "140 I00010 \n", + "141 I00015 \n", + "142 I00009 \n", + "143 I00009 \n", + "144 I00029 \n", + "145 I00049 \n", + "146 I00050 \n", + "147 I00063 \n", + "148 I00010 \n", + "149 I00017 \n", + "150 I00032 \n", + "151 I00044 \n", + "152 I00015 \n", + "153 I00015 \n", + "154 I00017 \n", + "155 I00022 \n", + "156 I00051 \n", + "157 I00015 \n", + "158 I00017 \n", + "159 I00032 \n", + "160 I00017 \n", + "161 I00029 \n", + "162 I00047 \n", + "163 I00047 \n", + "164 I00049 \n", + "165 I00053 \n", + "166 I00053 \n", + "167 I00063 \n", + "168 I00029 \n", + "169 I00047 \n", + "170 I00033 \n", + "171 I00034 \n", + "172 I00034 \n", + "173 I00033 \n", + "174 I00033 \n", + "175 I00053 \n", + "176 I00033 \n", + "177 I00033 \n", + "178 I00033 \n", + "179 I00034 \n", + "180 I00042 \n", + "181 I00044 \n", + "182 I00047 \n", + "183 I00053 \n", + "184 I00056 \n", + "185 I00056 \n", + "\n", + " name_incident amitt_id_technique \\\n", + "0 #VaccinateUS T0018 \n", + "1 Brexit vote T0018 \n", + "2 US presidential elections T0018 \n", + "3 #VaccinateUS T0017 \n", + "4 #VaccinateUS T0019 \n", + "5 Brexit vote T0019 \n", + "6 Incirlik terrorists T0019 \n", + "7 PhilippinesExpert T0019 \n", + "8 US presidential elections T0019 \n", + "9 MH17 investigation T0019 \n", + "10 Kavanaugh T0019 \n", + "11 JadeHelm exercise T0019 \n", + "12 White Helmets: Chemical Weapons T0019 \n", + "13 #HandsOffVenezuela T0019 \n", + "14 Integrity Initiative T0019 \n", + "15 Olympic Doping Scandal T0019 \n", + "16 #VaccinateUS T0056 \n", + "17 Brexit vote T0056 \n", + "18 Incirlik terrorists T0056 \n", + "19 PhilippinesExpert T0056 \n", + "20 US presidential elections T0056 \n", + "21 MH17 investigation T0056 \n", + "22 Kavanaugh T0056 \n", + "23 JadeHelm exercise T0056 \n", + "24 White Helmets: Chemical Weapons T0056 \n", + "25 #HandsOffVenezuela T0056 \n", + "26 Integrity Initiative T0056 \n", + "27 China Huawei CFO Arrest T0056 \n", + "28 Olympic Doping Scandal T0056 \n", + "29 #VaccinateUS T0046 \n", + "30 Brexit vote T0046 \n", + "31 ParklandTeens T0046 \n", + "32 US presidential elections T0046 \n", + "33 MH17 investigation T0046 \n", + "34 Kavanaugh T0046 \n", + "35 JadeHelm exercise T0046 \n", + "36 White Helmets: Chemical Weapons T0046 \n", + "37 #HandsOffVenezuela T0046 \n", + "38 Integrity Initiative T0046 \n", + "39 Iran Influence Operations T0046 \n", + "40 Olympic Doping Scandal T0046 \n", + "41 #VaccinateUS T0058 \n", + "42 #VaccinateUS T0058 \n", + "43 Iran Influence Operations T0058 \n", + "44 Brexit vote T0054 \n", + "45 Incirlik terrorists T0054 \n", + "46 ParklandTeens T0054 \n", + "47 US presidential elections T0054 \n", + "48 #Macronleaks T0054 \n", + "49 MH17 investigation T0054 \n", + "50 Kavanaugh T0054 \n", + "51 Saudi/Qatar bot dispute T0054 \n", + "52 JadeHelm exercise T0054 \n", + "53 Sea of Azov T0054 \n", + "54 White Helmets: Chemical Weapons T0054 \n", + "55 #HandsOffVenezuela T0054 \n", + "56 Integrity Initiative T0054 \n", + "57 Iran Influence Operations T0054 \n", + "58 Olympic Doping Scandal T0054 \n", + "59 Brexit vote T0053 \n", + "60 Incirlik terrorists T0053 \n", + "61 ParklandTeens T0053 \n", + "62 US presidential elections T0053 \n", + "63 #Macronleaks T0053 \n", + "64 MH17 investigation T0053 \n", + "65 Kavanaugh T0053 \n", + "66 JadeHelm exercise T0053 \n", + "67 Sea of Azov T0053 \n", + "68 White Helmets: Chemical Weapons T0053 \n", + "69 #HandsOffVenezuela T0053 \n", + "70 Integrity Initiative T0053 \n", + "71 Iran Influence Operations T0053 \n", + "72 Olympic Doping Scandal T0053 \n", + "73 Brexit vote T0007 \n", + "74 Columbian Chemicals T0007 \n", + "75 PhilippinesExpert T0007 \n", + "76 ParklandTeens T0007 \n", + "77 US presidential elections T0007 \n", + "78 #Macronleaks T0007 \n", + "79 Kavanaugh T0007 \n", + "80 Iran Influence Operations T0007 \n", + "81 Brexit vote T0057 \n", + "82 US presidential elections T0057 \n", + "83 Kavanaugh T0057 \n", + "84 China Huawei CFO Arrest T0057 \n", + "85 China Huawei CFO Arrest T0057 \n", + "86 Brexit vote T0029 \n", + "87 US presidential elections T0029 \n", + "88 Brexit vote T0010 \n", + "89 Incirlik terrorists T0010 \n", + "90 ParklandTeens T0010 \n", + "91 US presidential elections T0010 \n", + "92 MH17 investigation T0010 \n", + "93 Kavanaugh T0010 \n", + "94 JadeHelm exercise T0010 \n", + "95 White Helmets: Chemical Weapons T0010 \n", + "96 #HandsOffVenezuela T0010 \n", + "97 Integrity Initiative T0010 \n", + "98 Olympic Doping Scandal T0010 \n", + "99 Brexit vote T0031 \n", + "100 ParklandTeens T0031 \n", + "101 US presidential elections T0031 \n", + "102 MH17 investigation T0031 \n", + "103 Kavanaugh T0031 \n", + "104 JadeHelm exercise T0031 \n", + "105 White Helmets: Chemical Weapons T0031 \n", + "106 #HandsOffVenezuela T0031 \n", + "107 Integrity Initiative T0031 \n", + "108 Olympic Doping Scandal T0031 \n", + "109 Brexit vote T0032 \n", + "110 ParklandTeens T0032 \n", + "111 US presidential elections T0032 \n", + "112 MH17 investigation T0032 \n", + "113 Kavanaugh T0032 \n", + "114 JadeHelm exercise T0032 \n", + "115 White Helmets: Chemical Weapons T0032 \n", + "116 #HandsOffVenezuela T0032 \n", + "117 Integrity Initiative T0032 \n", + "118 Olympic Doping Scandal T0032 \n", + "119 Brexit vote T0034 \n", + "120 US presidential elections T0034 \n", + "121 Kavanaugh T0034 \n", + "122 Brexit vote T0035 \n", + "123 US presidential elections T0035 \n", + "124 Kavanaugh T0035 \n", + "125 Brexit vote T0036 \n", + "126 US presidential elections T0036 \n", + "127 Kavanaugh T0036 \n", + "128 Brexit vote T0021 \n", + "129 US presidential elections T0021 \n", + "130 Saudi/Qatar bot dispute T0021 \n", + "131 Iran Influence Operations T0021 \n", + "132 Brexit vote T0030 \n", + "133 US presidential elections T0030 \n", + "134 Columbian Chemicals T0043 \n", + "135 Columbian Chemicals T0024 \n", + "136 Saudi/Qatar bot dispute T0024 \n", + "137 Columbian Chemicals T0015 \n", + "138 Columbian Chemicals T0055 \n", + "139 Columbian Chemicals T0039 \n", + "140 ParklandTeens T0039 \n", + "141 ConcordDiscovery T0039 \n", + "142 PhilippinesExpert T0045 \n", + "143 PhilippinesExpert T0052 \n", + "144 MH17 investigation T0052 \n", + "145 White Helmets: Chemical Weapons T0052 \n", + "146 #HandsOffVenezuela T0052 \n", + "147 Olympic Doping Scandal T0052 \n", + "148 ParklandTeens T0020 \n", + "149 US presidential elections T0020 \n", + "150 Kavanaugh T0020 \n", + "151 JadeHelm exercise T0020 \n", + "152 ConcordDiscovery T0025 \n", + "153 ConcordDiscovery T0025 \n", + "154 US presidential elections T0025 \n", + "155 #Macronleaks T0025 \n", + "156 Integrity Initiative T0025 \n", + "157 ConcordDiscovery T0044 \n", + "158 US presidential elections T0033 \n", + "159 Kavanaugh T0033 \n", + "160 US presidential elections T0016 \n", + "161 MH17 investigation T0001 \n", + "162 Sea of Azov T0001 \n", + "163 Sea of Azov T0001 \n", + "164 White Helmets: Chemical Weapons T0001 \n", + "165 China Huawei CFO Arrest T0001 \n", + "166 China Huawei CFO Arrest T0001 \n", + "167 Olympic Doping Scandal T0001 \n", + "168 MH17 investigation T0040 \n", + "169 Sea of Azov T0040 \n", + "170 China 50cent Army T0049 \n", + "171 DibaFacebookExpedition T0049 \n", + "172 DibaFacebookExpedition T0049 \n", + "173 China 50cent Army T0051 \n", + "174 China 50cent Army T0050 \n", + "175 China Huawei CFO Arrest T0050 \n", + "176 China 50cent Army T0047 \n", + "177 China 50cent Army T0048 \n", + "178 China 50cent Army T0002 \n", + "179 DibaFacebookExpedition T0002 \n", + "180 Saudi/Qatar bot dispute T0011 \n", + "181 JadeHelm exercise T0009 \n", + "182 Sea of Azov T0023 \n", + "183 China Huawei CFO Arrest T0023 \n", + "184 Iran Influence Operations T0022 \n", + "185 Iran Influence Operations T0008 \n", + "\n", + " name_technique \n", + "0 Paid targeted ads \n", + "1 Paid targeted ads \n", + "2 Paid targeted ads \n", + "3 Promote online funding \n", + "4 Generate information pollution \n", + "5 Generate information pollution \n", + "6 Generate information pollution \n", + "7 Generate information pollution \n", + "8 Generate information pollution \n", + "9 Generate information pollution \n", + "10 Generate information pollution \n", + "11 Generate information pollution \n", + "12 Generate information pollution \n", + "13 Generate information pollution \n", + "14 Generate information pollution \n", + "15 Generate information pollution \n", + "16 Dedicated channels disseminate information pol... \n", + "17 Dedicated channels disseminate information pol... \n", + "18 Dedicated channels disseminate information pol... \n", + "19 Dedicated channels disseminate information pol... \n", + "20 Dedicated channels disseminate information pol... \n", + "21 Dedicated channels disseminate information pol... \n", + "22 Dedicated channels disseminate information pol... \n", + "23 Dedicated channels disseminate information pol... \n", + "24 Dedicated channels disseminate information pol... \n", + "25 Dedicated channels disseminate information pol... \n", + "26 Dedicated channels disseminate information pol... \n", + "27 Dedicated channels disseminate information pol... \n", + "28 Dedicated channels disseminate information pol... \n", + "29 Search Engine Optimization \n", + "30 Search Engine Optimization \n", + "31 Search Engine Optimization \n", + "32 Search Engine Optimization \n", + "33 Search Engine Optimization \n", + "34 Search Engine Optimization \n", + "35 Search Engine Optimization \n", + "36 Search Engine Optimization \n", + "37 Search Engine Optimization \n", + "38 Search Engine Optimization \n", + "39 Search Engine Optimization \n", + "40 Search Engine Optimization \n", + "41 Legacy web content \n", + "42 Legacy web content \n", + "43 Legacy web content \n", + "44 Twitter bots amplify \n", + "45 Twitter bots amplify \n", + "46 Twitter bots amplify \n", + "47 Twitter bots amplify \n", + "48 Twitter bots amplify \n", + "49 Twitter bots amplify \n", + "50 Twitter bots amplify \n", + "51 Twitter bots amplify \n", + "52 Twitter bots amplify \n", + "53 Twitter bots amplify \n", + "54 Twitter bots amplify \n", + "55 Twitter bots amplify \n", + "56 Twitter bots amplify \n", + "57 Twitter bots amplify \n", + "58 Twitter bots amplify \n", + "59 Twitter trolls amplify and manipulate \n", + "60 Twitter trolls amplify and manipulate \n", + "61 Twitter trolls amplify and manipulate \n", + "62 Twitter trolls amplify and manipulate \n", + "63 Twitter trolls amplify and manipulate \n", + "64 Twitter trolls amplify and manipulate \n", + "65 Twitter trolls amplify and manipulate \n", + "66 Twitter trolls amplify and manipulate \n", + "67 Twitter trolls amplify and manipulate \n", + "68 Twitter trolls amplify and manipulate \n", + "69 Twitter trolls amplify and manipulate \n", + "70 Twitter trolls amplify and manipulate \n", + "71 Twitter trolls amplify and manipulate \n", + "72 Twitter trolls amplify and manipulate \n", + "73 Create fake Social Media Profiles / Pages / Gr... \n", + "74 Create fake Social Media Profiles / Pages / Gr... \n", + "75 Create fake Social Media Profiles / Pages / Gr... \n", + "76 Create fake Social Media Profiles / Pages / Gr... \n", + "77 Create fake Social Media Profiles / Pages / Gr... \n", + "78 Create fake Social Media Profiles / Pages / Gr... \n", + "79 Create fake Social Media Profiles / Pages / Gr... \n", + "80 Create fake Social Media Profiles / Pages / Gr... \n", + "81 Organise remote rallies and events \n", + "82 Organise remote rallies and events \n", + "83 Organise remote rallies and events \n", + "84 Organise remote rallies and events \n", + "85 Organise remote rallies and events \n", + "86 Manipulate online polls \n", + "87 Manipulate online polls \n", + "88 Cultivate ignorant agents \n", + "89 Cultivate ignorant agents \n", + "90 Cultivate ignorant agents \n", + "91 Cultivate ignorant agents \n", + "92 Cultivate ignorant agents \n", + "93 Cultivate ignorant agents \n", + "94 Cultivate ignorant agents \n", + "95 Cultivate ignorant agents \n", + "96 Cultivate ignorant agents \n", + "97 Cultivate ignorant agents \n", + "98 Cultivate ignorant agents \n", + "99 YouTube \n", + "100 YouTube \n", + "101 YouTube \n", + "102 YouTube \n", + "103 YouTube \n", + "104 YouTube \n", + "105 YouTube \n", + "106 YouTube \n", + "107 YouTube \n", + "108 YouTube \n", + "109 Reddit \n", + "110 Reddit \n", + "111 Reddit \n", + "112 Reddit \n", + "113 Reddit \n", + "114 Reddit \n", + "115 Reddit \n", + "116 Reddit \n", + "117 Reddit \n", + "118 Reddit \n", + "119 LinkedIn \n", + "120 LinkedIn \n", + "121 LinkedIn \n", + "122 Pinterest \n", + "123 Pinterest \n", + "124 Pinterest \n", + "125 WhatsApp \n", + "126 WhatsApp \n", + "127 WhatsApp \n", + "128 Memes \n", + "129 Memes \n", + "130 Memes \n", + "131 Memes \n", + "132 Backstop personas \n", + "133 Backstop personas \n", + "134 Use SMS/ WhatsApp/ Chat apps \n", + "135 Create fake videos and images \n", + "136 Create fake videos and images \n", + "137 Create hashtag \n", + "138 Use hashtag \n", + "139 Bait legitimate influencers \n", + "140 Bait legitimate influencers \n", + "141 Bait legitimate influencers \n", + "142 Use fake experts \n", + "143 Tertiary sites amplify news \n", + "144 Tertiary sites amplify news \n", + "145 Tertiary sites amplify news \n", + "146 Tertiary sites amplify news \n", + "147 Tertiary sites amplify news \n", + "148 Trial content \n", + "149 Trial content \n", + "150 Trial content \n", + "151 Trial content \n", + "152 Leak altered documents \n", + "153 Leak altered documents \n", + "154 Leak altered documents \n", + "155 Leak altered documents \n", + "156 Leak altered documents \n", + "157 Seed distortions \n", + "158 Instagram \n", + "159 Instagram \n", + "160 Clickbait \n", + "161 5Ds (dismiss, distort, distract, dismay, divide) \n", + "162 5Ds (dismiss, distort, distract, dismay, divide) \n", + "163 5Ds (dismiss, distort, distract, dismay, divide) \n", + "164 5Ds (dismiss, distort, distract, dismay, divide) \n", + "165 5Ds (dismiss, distort, distract, dismay, divide) \n", + "166 5Ds (dismiss, distort, distract, dismay, divide) \n", + "167 5Ds (dismiss, distort, distract, dismay, divide) \n", + "168 Demand unsurmountable proof \n", + "169 Demand unsurmountable proof \n", + "170 Flooding \n", + "171 Flooding \n", + "172 Flooding \n", + "173 Fabricate social media comment \n", + "174 Cheerleading domestic social media ops \n", + "175 Cheerleading domestic social media ops \n", + "176 Muzzle social media as a political force \n", + "177 Cow online opinion leaders \n", + "178 Facilitate State Propaganda \n", + "179 Facilitate State Propaganda \n", + "180 Hijack legitimate account \n", + "181 Create fake experts \n", + "182 Distort facts \n", + "183 Distort facts \n", + "184 Conspiracy narratives \n", + "185 Create fake or imposter news sites " + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Check which amitt variables we can see from here\n", + "print('{}\\n'.format(vars(amitt).keys()))\n", + "testdfname = 'it'\n", + "testdf = vars(amitt)[testdfname]\n", + "print('{} columns: {}'.format(testdfname, testdf.columns))\n", + "testdf" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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amitt_idnamesummaryincident_idtechnique_id
0IT00000001buy FB targeted adsI00002T0018
1IT00000010Targeted FB paid adsI00005T0018
2IT00000057Targeted FB paid adsI00017T0018
3IT00000002Promote \"funding\" campaignI00002T0017
4IT00000003create web-site - information pollutionI00002T0019
5IT00000014RT & Sputnik generate information pollutionI00005T0019
6IT00000031RT & Sputnik generate information pollution (r...I00007T0019
7IT00000037RT & Sputnik generate information pollutionI00009T0019
8IT00000061RT & Sputnik generate information pollutionI00017T0019
9IT00000082RT & Sputnik generate information pollution (s...I00029T0019
10IT00000094RT & Sputnik generate information pollutionI00032T0019
11IT00000120RT & Sputnik generate information pollutionI00044T0019
12IT00000137RT & Sputnik generate information pollution (s...I00049T0019
13IT00000146RT & Sputnik generate information pollution (s...I00050T0019
14IT00000156RT & Sputnik generate information pollutionI00051T0019
15IT00000180RT & Sputnik generate information pollution (s...I00063T0019
16IT00000004create web-site - information pollutionI00002T0056
17IT00000015RT & Sputnik generate information pollutionI00005T0056
18IT00000032RT & Sputnik generate information pollution (r...I00007T0056
19IT00000038RT & Sputnik generate information pollutionI00009T0056
20IT00000062RT & Sputnik generate information pollutionI00017T0056
21IT00000083RT & Sputnik generate information pollution (s...I00029T0056
22IT00000095RT & Sputnik generate information pollutionI00032T0056
23IT00000121RT & Sputnik generate information pollutionI00044T0056
24IT00000138RT & Sputnik generate information pollution (s...I00049T0056
25IT00000147RT & Sputnik generate information pollution (s...I00050T0056
26IT00000157RT & Sputnik generate information pollutionI00051T0056
27IT00000162State-run media seeds foreign influence enviro...I00053T0056
28IT00000181RT & Sputnik generate information pollution (s...I00063T0056
29IT00000005SEO optimisation/manipulation (\"key words\")I00002T0046
30IT00000022SEO optimisation/manipulation (\"key words\")I00005T0046
31IT00000043SEO optimisation/manipulation (\"key words\")I00010T0046
32IT00000071SEO optimisation/manipulation (\"key words\")I00017T0046
33IT00000085SEO optimisation/manipulation (\"key words\")I00029T0046
34IT00000103SEO optimisation/manipulation (\"key words\")I00032T0046
35IT00000125SEO optimisation/manipulation (\"key words\")I00044T0046
36IT00000140SEO optimisation/manipulation (\"key words\")I00049T0046
37IT00000149SEO optimisation/manipulation (\"key words\")I00050T0046
38IT00000161SEO optimisation/manipulation (\"key words\")I00051T0046
39IT00000172SEO optimisation/manipulation (\"key words\")I00056T0046
40IT00000183SEO optimisation/manipulation (\"key words\")I00063T0046
41IT00000006legacy web contentI00002T0058
42IT00000007hard to remove content and/or campaign/exploit...I00002T0058
43IT00000176legacy web contentI00056T0058
44IT00000008Twitter bots amplify & manipulateI00005T0054
45IT00000034Twitter bots amplify & manipulateI00007T0054
46IT00000041Twitter bots amplify & manipulateI00010T0054
47IT00000055Twitter bots amplify & manipulateI00017T0054
48IT00000076Twitter bots amplify & manipulateI00022T0054
49IT00000079Twitter bots amplify & manipulateI00029T0054
50IT00000090Twitter bots amplify & manipulateI00032T0054
51IT00000115Twitter bots amplify & manipulateI00042T0054
52IT00000118Twitter bots amplify & manipulateI00044T0054
53IT00000131Twitter bots amplify & manipulateI00047T0054
54IT00000134Twitter bots amplify & manipulateI00049T0054
55IT00000144Twitter bots amplify & manipulateI00050T0054
56IT00000154Twitter bots amplify & manipulateI00051T0054
57IT00000169Twitter bots amplify & manipulateI00056T0054
58IT00000177Twitter bots amplify & manipulateI00063T0054
59IT00000009Twitter trolls amplify & manipulateI00005T0053
60IT00000035Twitter trolls amplify & manipulateI00007T0053
61IT00000042Twitter trolls amplify & manipulateI00010T0053
62IT00000056Twitter trolls amplify & manipulateI00017T0053
63IT00000077Twitter trolls amplify & manipulateI00022T0053
64IT00000080Twitter trolls amplify & manipulateI00029T0053
65IT00000091Twitter trolls amplify & manipulateI00032T0053
66IT00000119Twitter trolls amplify & manipulateI00044T0053
67IT00000132Twitter trolls amplify & manipulateI00047T0053
68IT00000135Twitter trolls amplify & manipulateI00049T0053
69IT00000145Twitter trolls amplify & manipulateI00050T0053
70IT00000155Twitter trolls amplify & manipulateI00051T0053
71IT00000170Twitter trolls amplify & manipulateI00056T0053
72IT00000178Twitter trolls amplify & manipulateI00063T0053
73IT00000011Fake FB groups + dark contentI00005T0007
74IT00000029Fake twitter profiles to amplifyTwitter bots used to drive visbilityI00006T0007
75IT00000039FB pagesI00009T0007
76IT00000045FB pages/groups/profilesI00010T0007
77IT00000058Fake FB groups + dark contentI00017T0007
78IT00000078Fake FB groups/pages/profiles + dark contentI00022T0007
79IT00000092Fake FB groups/pages/profilesI00032T0007
80IT00000171Fake FB groups/pages/profiles + dark content (...I00056T0007
81IT00000012Digital to physical \"organize+promote\" rallies...I00005T0057
82IT00000059Digital to physical \"organize+promote\" rallies...I00017T0057
83IT00000093Digital to physical \"organize+promote\" rallies...I00032T0057
84IT00000164Events coordinated and promoted across media p...I00053T0057
85IT00000166Extend digital the physical space… gatherings ...I00053T0057
86IT00000013manipulate social media \"online polls\"?I00005T0029
87IT00000060manipulate social media \"online polls\"?I00017T0029
88IT00000016cultivate, manipulate, exploit useful idiotsI00005T0010
89IT00000033cultivate, manipulate, exploit useful idiots (...I00007T0010
90IT00000044cultivate, manipulate, exploit useful idiots (...I00010T0010
91IT00000063cultivate, manipulate, exploit useful idiotsI00017T0010
92IT00000084cultivate, manipulate, exploit useful idiotsI00029T0010
93IT00000104cultivate, manipulate, exploit useful idiots (...I00032T0010
94IT00000126cultivate, manipulate, exploit useful idiots (...I00044T0010
95IT00000139cultivate, manipulate, exploit useful idiots (...I00049T0010
96IT00000148cultivate, manipulate, exploit useful idiots (...I00050T0010
97IT00000158cultivate, manipulate, exploit useful idiotsI00051T0010
98IT00000182cultivate, manipulate, exploit useful idiotsI00063T0010
99IT00000017YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0031
100IT00000046YouTube; RedditI00010T0031
101IT00000064YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0031
102IT00000087YouTube; Reddit;I00029T0031
103IT00000096YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0031
104IT00000122YouTube; RedditI00044T0031
105IT00000142YouTube; Reddit;I00049T0031
106IT00000151YouTube; Reddit;I00050T0031
107IT00000159YouTube; RedditI00051T0031
108IT00000185YouTube; Reddit;I00063T0031
109IT00000018YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0032
110IT00000047YouTube; RedditI00010T0032
111IT00000065YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0032
112IT00000088YouTube; Reddit;I00029T0032
113IT00000097YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0032
114IT00000123YouTube; RedditI00044T0032
115IT00000143YouTube; Reddit;I00049T0032
116IT00000152YouTube; Reddit;I00050T0032
117IT00000160YouTube; RedditI00051T0032
118IT00000186YouTube; Reddit;I00063T0032
119IT00000019YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0034
120IT00000067YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0034
121IT00000099YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0034
122IT00000020YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0035
123IT00000068YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0035
124IT00000100YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0035
125IT00000021YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0036
126IT00000069YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0036
127IT00000101YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0036
128IT00000023Memes... anti-immigration; euroskepticism; fea...Meme that ISIS was responsible for a local che...I00005T0021
129IT00000072Memes... anti-immigration; euroskepticism; fea...I00017T0021
130IT00000117memesI00042T0021
131IT00000173Memes... anti-Isreal/USA/West, conspiracy narr...I00056T0021
132IT00000024Backstop personasWikipedia fake persona \"AmandaGray91\".I00005T0030
133IT00000074Backstop personasI00017T0030
134IT00000025Use SMS/text messagesSMS messages sent to local residentsI00006T0043
135IT00000026Fake video/imagesFake youtube video of ISIS claiming responsibi...I00006T0024
136IT00000116photoshopped/fake imagesI00042T0024
137IT00000027Create and use hashtagMain hashtag used was #ColumbianChemicalsI00006T0015
138IT00000028Create and use hashtagMain hashtag used was #ColumbianChemicalsI00006T0055
139IT00000030bait journalists/media/politiciansI00006T0039
140IT00000049journalist/media baitingI00010T0039
141IT00000053journalist/media baitingI00015T0039
142IT00000036Using \"expert\"I00009T0045
143IT00000040News circulated/amplifed by tertiary sites (Ru...I00009T0052
144IT00000086News circulated/amplifed by tertiary sites (Ru...I00029T0052
145IT00000141News circulated/amplifed by tertiary sites (Ru...I00049T0052
146IT00000150News circulated/amplifed by tertiary sites (Mi...I00050T0052
147IT00000184News circulated/amplifed by tertiary sites (Ru...I00063T0052
148IT000000484Chan/8Chan - trial contentI00010T0020
149IT000000704Chan/8Chan - trial contentI00017T0020
150IT000001024Chan/8Chan - trial contentI00032T0020
151IT000001244Chan/8Chan - trial contentI00044T0020
152IT00000050Forge ('release' altered hacked documents)I00015T0025
153IT00000051hack/leak/manipulate/distortI00015T0025
154IT00000054hack/leak/manipulate/distortI00017T0025
155IT00000075hack/leak/manipulate/distortI00022T0025
156IT00000153hack/leak/manipulate/distortI00051T0025
157IT00000052Circulate to media via DM, then release publiclyI00015T0044
158IT00000066YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0033
159IT00000098YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0033
160IT00000073Click-bait (economic actors) fake news sites (...I00017T0016
161IT000000814 D's (dismiss, distort, distract, dismay...Of...I00029T0001
162IT000001284 D's (dismiss, distort, distract, dismay...Of...I00047T0001
163IT00000129Russian FSB security service blamed Ukraine fo...I00047T0001
164IT000001364 D's (dismiss, distort, distract, dismay...Of...I00049T0001
165IT00000167China also plays victim, innocence, plays by r...I00053T0001
166IT00000168Chinese ambassador Lu Shaye accused Canada of ...I00053T0001
167IT000001794 D's (dismiss, distort, distract, dismay...Of...I00063T0001
168IT00000089Demand insurmountable proofI00029T0040
169IT00000133Demand insurmountable proofI00047T0040
170IT000001052,000,000 people (est.) part of state run/spon...I00033T0049
171IT00000112flood the Facebook pages of Taiwanese politici...I00034T0049
172IT00000113Democratic Progressive Party (DPP), attracted ...I00034T0049
173IT00000106fabricated social media commentI00033T0051
174IT00000107domestic social media influence operations foc...I00033T0050
175IT00000165Extend digital the physical space… gatherings ...I00053T0050
176IT00000108cow online opinion leaders into submission, mu...I00033T0047
177IT00000109cow online opinion leaders into submission, mu...I00033T0048
178IT00000110facilitate state propaganda and defuse crisesI00033T0002
179IT00000111Netizens from one of the largest discussion fo...I00034T0002
180IT00000114“hack” of Qatar’s official news agencyI00042T0011
181IT00000127Promote fake “experts” with impressive (and sc...I00044T0009
182IT00000130(Distort) Kremlin-controlled RT cited Russian ...I00047T0023
183IT00000163Distorted, saccharine “news” about the Chinese...I00053T0023
184IT00000174Memes... anti-Isreal/USA/West, conspiracy narr...I00056T0022
185IT00000175Fake news/synthetic web-sitesI00056T0008
\n", + "
" + ], + "text/plain": [ + " amitt_id name \\\n", + "0 IT00000001 buy FB targeted ads \n", + "1 IT00000010 Targeted FB paid ads \n", + "2 IT00000057 Targeted FB paid ads \n", + "3 IT00000002 Promote \"funding\" campaign \n", + "4 IT00000003 create web-site - information pollution \n", + "5 IT00000014 RT & Sputnik generate information pollution \n", + "6 IT00000031 RT & Sputnik generate information pollution (r... \n", + "7 IT00000037 RT & Sputnik generate information pollution \n", + "8 IT00000061 RT & Sputnik generate information pollution \n", + "9 IT00000082 RT & Sputnik generate information pollution (s... \n", + "10 IT00000094 RT & Sputnik generate information pollution \n", + "11 IT00000120 RT & Sputnik generate information pollution \n", + "12 IT00000137 RT & Sputnik generate information pollution (s... \n", + "13 IT00000146 RT & Sputnik generate information pollution (s... \n", + "14 IT00000156 RT & Sputnik generate information pollution \n", + "15 IT00000180 RT & Sputnik generate information pollution (s... \n", + "16 IT00000004 create web-site - information pollution \n", + "17 IT00000015 RT & Sputnik generate information pollution \n", + "18 IT00000032 RT & Sputnik generate information pollution (r... \n", + "19 IT00000038 RT & Sputnik generate information pollution \n", + "20 IT00000062 RT & Sputnik generate information pollution \n", + "21 IT00000083 RT & Sputnik generate information pollution (s... \n", + "22 IT00000095 RT & Sputnik generate information pollution \n", + "23 IT00000121 RT & Sputnik generate information pollution \n", + "24 IT00000138 RT & Sputnik generate information pollution (s... \n", + "25 IT00000147 RT & Sputnik generate information pollution (s... \n", + "26 IT00000157 RT & Sputnik generate information pollution \n", + "27 IT00000162 State-run media seeds foreign influence enviro... \n", + "28 IT00000181 RT & Sputnik generate information pollution (s... \n", + "29 IT00000005 SEO optimisation/manipulation (\"key words\") \n", + "30 IT00000022 SEO optimisation/manipulation (\"key words\") \n", + "31 IT00000043 SEO optimisation/manipulation (\"key words\") \n", + "32 IT00000071 SEO optimisation/manipulation (\"key words\") \n", + "33 IT00000085 SEO optimisation/manipulation (\"key words\") \n", + "34 IT00000103 SEO optimisation/manipulation (\"key words\") \n", + "35 IT00000125 SEO optimisation/manipulation (\"key words\") \n", + "36 IT00000140 SEO optimisation/manipulation (\"key words\") \n", + "37 IT00000149 SEO optimisation/manipulation (\"key words\") \n", + "38 IT00000161 SEO optimisation/manipulation (\"key words\") \n", + "39 IT00000172 SEO optimisation/manipulation (\"key words\") \n", + "40 IT00000183 SEO optimisation/manipulation (\"key words\") \n", + "41 IT00000006 legacy web content \n", + "42 IT00000007 hard to remove content and/or campaign/exploit... \n", + "43 IT00000176 legacy web content \n", + "44 IT00000008 Twitter bots amplify & manipulate \n", + "45 IT00000034 Twitter bots amplify & manipulate \n", + "46 IT00000041 Twitter bots amplify & manipulate \n", + "47 IT00000055 Twitter bots amplify & manipulate \n", + "48 IT00000076 Twitter bots amplify & manipulate \n", + "49 IT00000079 Twitter bots amplify & manipulate \n", + "50 IT00000090 Twitter bots amplify & manipulate \n", + "51 IT00000115 Twitter bots amplify & manipulate \n", + "52 IT00000118 Twitter bots amplify & manipulate \n", + "53 IT00000131 Twitter bots amplify & manipulate \n", + "54 IT00000134 Twitter bots amplify & manipulate \n", + "55 IT00000144 Twitter bots amplify & manipulate \n", + "56 IT00000154 Twitter bots amplify & manipulate \n", + "57 IT00000169 Twitter bots amplify & manipulate \n", + "58 IT00000177 Twitter bots amplify & manipulate \n", + "59 IT00000009 Twitter trolls amplify & manipulate \n", + "60 IT00000035 Twitter trolls amplify & manipulate \n", + "61 IT00000042 Twitter trolls amplify & manipulate \n", + "62 IT00000056 Twitter trolls amplify & manipulate \n", + "63 IT00000077 Twitter trolls amplify & manipulate \n", + "64 IT00000080 Twitter trolls amplify & manipulate \n", + "65 IT00000091 Twitter trolls amplify & manipulate \n", + "66 IT00000119 Twitter trolls amplify & manipulate \n", + "67 IT00000132 Twitter trolls amplify & manipulate \n", + "68 IT00000135 Twitter trolls amplify & manipulate \n", + "69 IT00000145 Twitter trolls amplify & manipulate \n", + "70 IT00000155 Twitter trolls amplify & manipulate \n", + "71 IT00000170 Twitter trolls amplify & manipulate \n", + "72 IT00000178 Twitter trolls amplify & manipulate \n", + "73 IT00000011 Fake FB groups + dark content \n", + "74 IT00000029 Fake twitter profiles to amplify \n", + "75 IT00000039 FB pages \n", + "76 IT00000045 FB pages/groups/profiles \n", + "77 IT00000058 Fake FB groups + dark content \n", + "78 IT00000078 Fake FB groups/pages/profiles + dark content \n", + "79 IT00000092 Fake FB groups/pages/profiles \n", + "80 IT00000171 Fake FB groups/pages/profiles + dark content (... \n", + "81 IT00000012 Digital to physical \"organize+promote\" rallies... \n", + "82 IT00000059 Digital to physical \"organize+promote\" rallies... \n", + "83 IT00000093 Digital to physical \"organize+promote\" rallies... \n", + "84 IT00000164 Events coordinated and promoted across media p... \n", + "85 IT00000166 Extend digital the physical space… gatherings ... \n", + "86 IT00000013 manipulate social media \"online polls\"? \n", + "87 IT00000060 manipulate social media \"online polls\"? \n", + "88 IT00000016 cultivate, manipulate, exploit useful idiots \n", + "89 IT00000033 cultivate, manipulate, exploit useful idiots (... \n", + "90 IT00000044 cultivate, manipulate, exploit useful idiots (... \n", + "91 IT00000063 cultivate, manipulate, exploit useful idiots \n", + "92 IT00000084 cultivate, manipulate, exploit useful idiots \n", + "93 IT00000104 cultivate, manipulate, exploit useful idiots (... \n", + "94 IT00000126 cultivate, manipulate, exploit useful idiots (... \n", + "95 IT00000139 cultivate, manipulate, exploit useful idiots (... \n", + "96 IT00000148 cultivate, manipulate, exploit useful idiots (... \n", + "97 IT00000158 cultivate, manipulate, exploit useful idiots \n", + "98 IT00000182 cultivate, manipulate, exploit useful idiots \n", + "99 IT00000017 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "100 IT00000046 YouTube; Reddit \n", + "101 IT00000064 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "102 IT00000087 YouTube; Reddit; \n", + "103 IT00000096 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "104 IT00000122 YouTube; Reddit \n", + "105 IT00000142 YouTube; Reddit; \n", + "106 IT00000151 YouTube; Reddit; \n", + "107 IT00000159 YouTube; Reddit \n", + "108 IT00000185 YouTube; Reddit; \n", + "109 IT00000018 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "110 IT00000047 YouTube; Reddit \n", + "111 IT00000065 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "112 IT00000088 YouTube; Reddit; \n", + "113 IT00000097 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "114 IT00000123 YouTube; Reddit \n", + "115 IT00000143 YouTube; Reddit; \n", + "116 IT00000152 YouTube; Reddit; \n", + "117 IT00000160 YouTube; Reddit \n", + "118 IT00000186 YouTube; Reddit; \n", + "119 IT00000019 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "120 IT00000067 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "121 IT00000099 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "122 IT00000020 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "123 IT00000068 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "124 IT00000100 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "125 IT00000021 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "126 IT00000069 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "127 IT00000101 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "128 IT00000023 Memes... anti-immigration; euroskepticism; fea... \n", + "129 IT00000072 Memes... anti-immigration; euroskepticism; fea... \n", + "130 IT00000117 memes \n", + "131 IT00000173 Memes... anti-Isreal/USA/West, conspiracy narr... \n", + "132 IT00000024 Backstop personas \n", + "133 IT00000074 Backstop personas \n", + "134 IT00000025 Use SMS/text messages \n", + "135 IT00000026 Fake video/images \n", + "136 IT00000116 photoshopped/fake images \n", + "137 IT00000027 Create and use hashtag \n", + "138 IT00000028 Create and use hashtag \n", + "139 IT00000030 bait journalists/media/politicians \n", + "140 IT00000049 journalist/media baiting \n", + "141 IT00000053 journalist/media baiting \n", + "142 IT00000036 Using \"expert\" \n", + "143 IT00000040 News circulated/amplifed by tertiary sites (Ru... \n", + "144 IT00000086 News circulated/amplifed by tertiary sites (Ru... \n", + "145 IT00000141 News circulated/amplifed by tertiary sites (Ru... \n", + "146 IT00000150 News circulated/amplifed by tertiary sites (Mi... \n", + "147 IT00000184 News circulated/amplifed by tertiary sites (Ru... \n", + "148 IT00000048 4Chan/8Chan - trial content \n", + "149 IT00000070 4Chan/8Chan - trial content \n", + "150 IT00000102 4Chan/8Chan - trial content \n", + "151 IT00000124 4Chan/8Chan - trial content \n", + "152 IT00000050 Forge ('release' altered hacked documents) \n", + "153 IT00000051 hack/leak/manipulate/distort \n", + "154 IT00000054 hack/leak/manipulate/distort \n", + "155 IT00000075 hack/leak/manipulate/distort \n", + "156 IT00000153 hack/leak/manipulate/distort \n", + "157 IT00000052 Circulate to media via DM, then release publicly \n", + "158 IT00000066 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "159 IT00000098 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "160 IT00000073 Click-bait (economic actors) fake news sites (... \n", + "161 IT00000081 4 D's (dismiss, distort, distract, dismay...Of... \n", + "162 IT00000128 4 D's (dismiss, distort, distract, dismay...Of... \n", + "163 IT00000129 Russian FSB security service blamed Ukraine fo... \n", + "164 IT00000136 4 D's (dismiss, distort, distract, dismay...Of... \n", + "165 IT00000167 China also plays victim, innocence, plays by r... \n", + "166 IT00000168 Chinese ambassador Lu Shaye accused Canada of ... \n", + "167 IT00000179 4 D's (dismiss, distort, distract, dismay...Of... \n", + "168 IT00000089 Demand insurmountable proof \n", + "169 IT00000133 Demand insurmountable proof \n", + "170 IT00000105 2,000,000 people (est.) part of state run/spon... \n", + "171 IT00000112 flood the Facebook pages of Taiwanese politici... \n", + "172 IT00000113 Democratic Progressive Party (DPP), attracted ... \n", + "173 IT00000106 fabricated social media comment \n", + "174 IT00000107 domestic social media influence operations foc... \n", + "175 IT00000165 Extend digital the physical space… gatherings ... \n", + "176 IT00000108 cow online opinion leaders into submission, mu... \n", + "177 IT00000109 cow online opinion leaders into submission, mu... \n", + "178 IT00000110 facilitate state propaganda and defuse crises \n", + "179 IT00000111 Netizens from one of the largest discussion fo... \n", + "180 IT00000114 “hack” of Qatar’s official news agency \n", + "181 IT00000127 Promote fake “experts” with impressive (and sc... \n", + "182 IT00000130 (Distort) Kremlin-controlled RT cited Russian ... \n", + "183 IT00000163 Distorted, saccharine “news” about the Chinese... \n", + "184 IT00000174 Memes... anti-Isreal/USA/West, conspiracy narr... \n", + "185 IT00000175 Fake news/synthetic web-sites \n", + "\n", + " summary incident_id \\\n", + "0 I00002 \n", + "1 I00005 \n", + "2 I00017 \n", + "3 I00002 \n", + "4 I00002 \n", + "5 I00005 \n", + "6 I00007 \n", + "7 I00009 \n", + "8 I00017 \n", + "9 I00029 \n", + "10 I00032 \n", + "11 I00044 \n", + "12 I00049 \n", + "13 I00050 \n", + "14 I00051 \n", + "15 I00063 \n", + "16 I00002 \n", + "17 I00005 \n", + "18 I00007 \n", + "19 I00009 \n", + "20 I00017 \n", + "21 I00029 \n", + "22 I00032 \n", + "23 I00044 \n", + "24 I00049 \n", + "25 I00050 \n", + "26 I00051 \n", + "27 I00053 \n", + "28 I00063 \n", + "29 I00002 \n", + "30 I00005 \n", + "31 I00010 \n", + "32 I00017 \n", + "33 I00029 \n", + "34 I00032 \n", + "35 I00044 \n", + "36 I00049 \n", + "37 I00050 \n", + "38 I00051 \n", + "39 I00056 \n", + "40 I00063 \n", + "41 I00002 \n", + "42 I00002 \n", + "43 I00056 \n", + "44 I00005 \n", + "45 I00007 \n", + "46 I00010 \n", + "47 I00017 \n", + "48 I00022 \n", + "49 I00029 \n", + "50 I00032 \n", + "51 I00042 \n", + "52 I00044 \n", + "53 I00047 \n", + "54 I00049 \n", + "55 I00050 \n", + "56 I00051 \n", + "57 I00056 \n", + "58 I00063 \n", + "59 I00005 \n", + "60 I00007 \n", + "61 I00010 \n", + "62 I00017 \n", + "63 I00022 \n", + "64 I00029 \n", + "65 I00032 \n", + "66 I00044 \n", + "67 I00047 \n", + "68 I00049 \n", + "69 I00050 \n", + "70 I00051 \n", + "71 I00056 \n", + "72 I00063 \n", + "73 I00005 \n", + "74 Twitter bots used to drive visbility I00006 \n", + "75 I00009 \n", + "76 I00010 \n", + "77 I00017 \n", + "78 I00022 \n", + "79 I00032 \n", + "80 I00056 \n", + "81 I00005 \n", + "82 I00017 \n", + "83 I00032 \n", + "84 I00053 \n", + "85 I00053 \n", + "86 I00005 \n", + "87 I00017 \n", + "88 I00005 \n", + "89 I00007 \n", + "90 I00010 \n", + "91 I00017 \n", + "92 I00029 \n", + "93 I00032 \n", + "94 I00044 \n", + "95 I00049 \n", + "96 I00050 \n", + "97 I00051 \n", + "98 I00063 \n", + "99 I00005 \n", + "100 I00010 \n", + "101 I00017 \n", + "102 I00029 \n", + "103 I00032 \n", + "104 I00044 \n", + "105 I00049 \n", + "106 I00050 \n", + "107 I00051 \n", + "108 I00063 \n", + "109 I00005 \n", + "110 I00010 \n", + "111 I00017 \n", + "112 I00029 \n", + "113 I00032 \n", + "114 I00044 \n", + "115 I00049 \n", + "116 I00050 \n", + "117 I00051 \n", + "118 I00063 \n", + "119 I00005 \n", + "120 I00017 \n", + "121 I00032 \n", + "122 I00005 \n", + "123 I00017 \n", + "124 I00032 \n", + "125 I00005 \n", + "126 I00017 \n", + "127 I00032 \n", + "128 Meme that ISIS was responsible for a local che... I00005 \n", + "129 I00017 \n", + "130 I00042 \n", + "131 I00056 \n", + "132 Wikipedia fake persona \"AmandaGray91\". I00005 \n", + "133 I00017 \n", + "134 SMS messages sent to local residents I00006 \n", + "135 Fake youtube video of ISIS claiming responsibi... I00006 \n", + "136 I00042 \n", + "137 Main hashtag used was #ColumbianChemicals I00006 \n", + "138 Main hashtag used was #ColumbianChemicals I00006 \n", + "139 I00006 \n", + "140 I00010 \n", + "141 I00015 \n", + "142 I00009 \n", + "143 I00009 \n", + "144 I00029 \n", + "145 I00049 \n", + "146 I00050 \n", + "147 I00063 \n", + "148 I00010 \n", + "149 I00017 \n", + "150 I00032 \n", + "151 I00044 \n", + "152 I00015 \n", + "153 I00015 \n", + "154 I00017 \n", + "155 I00022 \n", + "156 I00051 \n", + "157 I00015 \n", + "158 I00017 \n", + "159 I00032 \n", + "160 I00017 \n", + "161 I00029 \n", + "162 I00047 \n", + "163 I00047 \n", + "164 I00049 \n", + "165 I00053 \n", + "166 I00053 \n", + "167 I00063 \n", + "168 I00029 \n", + "169 I00047 \n", + "170 I00033 \n", + "171 I00034 \n", + "172 I00034 \n", + "173 I00033 \n", + "174 I00033 \n", + "175 I00053 \n", + "176 I00033 \n", + "177 I00033 \n", + "178 I00033 \n", + "179 I00034 \n", + "180 I00042 \n", + "181 I00044 \n", + "182 I00047 \n", + "183 I00053 \n", + "184 I00056 \n", + "185 I00056 \n", + "\n", + " technique_id \n", + "0 T0018 \n", + "1 T0018 \n", + "2 T0018 \n", + "3 T0017 \n", + "4 T0019 \n", + "5 T0019 \n", + "6 T0019 \n", + "7 T0019 \n", + "8 T0019 \n", + "9 T0019 \n", + "10 T0019 \n", + "11 T0019 \n", + "12 T0019 \n", + "13 T0019 \n", + "14 T0019 \n", + "15 T0019 \n", + "16 T0056 \n", + "17 T0056 \n", + "18 T0056 \n", + "19 T0056 \n", + "20 T0056 \n", + "21 T0056 \n", + "22 T0056 \n", + "23 T0056 \n", + "24 T0056 \n", + "25 T0056 \n", + "26 T0056 \n", + "27 T0056 \n", + "28 T0056 \n", + "29 T0046 \n", + "30 T0046 \n", + "31 T0046 \n", + "32 T0046 \n", + "33 T0046 \n", + "34 T0046 \n", + "35 T0046 \n", + "36 T0046 \n", + "37 T0046 \n", + "38 T0046 \n", + "39 T0046 \n", + "40 T0046 \n", + "41 T0058 \n", + "42 T0058 \n", + "43 T0058 \n", + "44 T0054 \n", + "45 T0054 \n", + "46 T0054 \n", + "47 T0054 \n", + "48 T0054 \n", + "49 T0054 \n", + "50 T0054 \n", + "51 T0054 \n", + "52 T0054 \n", + "53 T0054 \n", + "54 T0054 \n", + "55 T0054 \n", + "56 T0054 \n", + "57 T0054 \n", + "58 T0054 \n", + "59 T0053 \n", + "60 T0053 \n", + "61 T0053 \n", + "62 T0053 \n", + "63 T0053 \n", + "64 T0053 \n", + "65 T0053 \n", + "66 T0053 \n", + "67 T0053 \n", + "68 T0053 \n", + "69 T0053 \n", + "70 T0053 \n", + "71 T0053 \n", + "72 T0053 \n", + "73 T0007 \n", + "74 T0007 \n", + "75 T0007 \n", + "76 T0007 \n", + "77 T0007 \n", + "78 T0007 \n", + "79 T0007 \n", + "80 T0007 \n", + "81 T0057 \n", + "82 T0057 \n", + "83 T0057 \n", + "84 T0057 \n", + "85 T0057 \n", + "86 T0029 \n", + "87 T0029 \n", + "88 T0010 \n", + "89 T0010 \n", + "90 T0010 \n", + "91 T0010 \n", + "92 T0010 \n", + "93 T0010 \n", + "94 T0010 \n", + "95 T0010 \n", + "96 T0010 \n", + "97 T0010 \n", + "98 T0010 \n", + "99 T0031 \n", + "100 T0031 \n", + "101 T0031 \n", + "102 T0031 \n", + "103 T0031 \n", + "104 T0031 \n", + "105 T0031 \n", + "106 T0031 \n", + "107 T0031 \n", + "108 T0031 \n", + "109 T0032 \n", + "110 T0032 \n", + "111 T0032 \n", + "112 T0032 \n", + "113 T0032 \n", + "114 T0032 \n", + "115 T0032 \n", + "116 T0032 \n", + "117 T0032 \n", + "118 T0032 \n", + "119 T0034 \n", + "120 T0034 \n", + "121 T0034 \n", + "122 T0035 \n", + "123 T0035 \n", + "124 T0035 \n", + "125 T0036 \n", + "126 T0036 \n", + "127 T0036 \n", + "128 T0021 \n", + "129 T0021 \n", + "130 T0021 \n", + "131 T0021 \n", + "132 T0030 \n", + "133 T0030 \n", + "134 T0043 \n", + "135 T0024 \n", + "136 T0024 \n", + "137 T0015 \n", + "138 T0055 \n", + "139 T0039 \n", + "140 T0039 \n", + "141 T0039 \n", + "142 T0045 \n", + "143 T0052 \n", + "144 T0052 \n", + "145 T0052 \n", + "146 T0052 \n", + "147 T0052 \n", + "148 T0020 \n", + "149 T0020 \n", + "150 T0020 \n", + "151 T0020 \n", + "152 T0025 \n", + "153 T0025 \n", + "154 T0025 \n", + "155 T0025 \n", + "156 T0025 \n", + "157 T0044 \n", + "158 T0033 \n", + "159 T0033 \n", + "160 T0016 \n", + "161 T0001 \n", + "162 T0001 \n", + "163 T0001 \n", + "164 T0001 \n", + "165 T0001 \n", + "166 T0001 \n", + "167 T0001 \n", + "168 T0040 \n", + "169 T0040 \n", + "170 T0049 \n", + "171 T0049 \n", + "172 T0049 \n", + "173 T0051 \n", + "174 T0050 \n", + "175 T0050 \n", + "176 T0047 \n", + "177 T0048 \n", + "178 T0002 \n", + "179 T0002 \n", + "180 T0011 \n", + "181 T0009 \n", + "182 T0023 \n", + "183 T0023 \n", + "184 T0022 \n", + "185 T0008 " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "it = vars(amitt)['it'][['amitt_id', 'name', 'summary', 'amitt_id_incident', 'amitt_id_technique']].copy()\n", + "it.rename(columns={'amitt_id_incident':'incident_id', \n", + " 'amitt_id_technique': 'technique_id'}, inplace=True)\n", + "it" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "incident 44\n", + "campaign 16\n", + "apt 2\n", + "tactic 1\n", + "Name: objecttype, dtype: int64" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dii = vars(amitt)['df_incidents']\n", + "dii['objecttype'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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amitt_idnameobjecttypesummaryyear_startedattributions_seenfound_in_countryurlsnoteswhen_addedfound_vialongname
30I00031antivaxapt2018RussiaWorldhttps://ajph.aphapublications.org/doi/pdf/10.2...2019-02-24OIII00031 - antivax
32I00033China 50cent Armyapt50cent Army is a CCP “tool” - “massive secret ...2014ChinaChinahttps://gking.harvard.edu/files/gking/files/ho...campaign (multiple incidents, e.g. Shanshan ri...2019-02-24OIII00033 - China 50cent Army
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amitt_idnametactic_idsummarylongname
0T00015Ds (dismiss, distort, distract, dismay, divide)TA01Nimmo's \"4Ds of propaganda\": dismiss, distort,...T0001 - 5Ds (dismiss, distort, distract, disma...
1T0002Facilitate State PropagandaTA01Organize citizens around pro-state messaging. ...T0002 - Facilitate State Propaganda
2T0003Leverage Existing NarrativesTA01Use or adapt existing narrative themes, where ...T0003 - Leverage Existing Narratives
3T0004Competing NarrativesTA01Advance competing narratives connected to same...T0004 - Competing Narratives
4T0005Center of Gravity AnalysisTA02Recon/research to identify \"the source of powe...T0005 - Center of Gravity Analysis
5T0006Create Master NarrativesTA02The promotion of beneficial master narratives ...T0006 - Create Master Narratives
6T0007Create fake Social Media Profiles / Pages / Gr...TA03Create key social engineering assets needed to...T0007 - Create fake Social Media Profiles / Pa...
7T0008Create fake or imposter news sitesTA03Modern computational propaganda makes use of a...T0008 - Create fake or imposter news sites
8T0009Create fake expertsTA03Stories planted or promoted in computational p...T0009 - Create fake experts
9T0010Cultivate ignorant agentsTA04Cultivate propagandists for a cause, the goals...T0010 - Cultivate ignorant agents
10T0011Hijack legitimate accountTA04Hack or take over legimate accounts to distrib...T0011 - Hijack legitimate account
11T0012Use concealmentTA04Use anonymous social media profiles. Examples ...T0012 - Use concealment
12T0013Create fake websitesTA04Create media assets to support fake organizati...T0013 - Create fake websites
13T0014Create funding campaignsTA04Generate revenue through online funding campai...T0014 - Create funding campaigns
14T0015Create hashtagTA04Many incident-based campaigns will create a ha...T0015 - Create hashtag
15T0016ClickbaitTA05Create attention grabbing headlines (outrage, ...T0016 - Clickbait
16T0017Promote online fundingTA05Drive traffic/engagement to funding campaign s...T0017 - Promote online funding
17T0018Paid targeted adsTA05Create or fund advertisements targeted at spec...T0018 - Paid targeted ads
18T0019Generate information pollutionTA06Flood social channels; drive traffic/engagemen...T0019 - Generate information pollution
19T0020Trial contentTA06Iteratively test incident performance (message...T0020 - Trial content
20T0021MemesTA06Memes are one of the most important single art...T0021 - Memes
21T0022Conspiracy narrativesTA06\"Conspiracy narratives appeal to the human des...T0022 - Conspiracy narratives
22T0023Distort factsTA06Change, twist, or exaggerate existing facts to...T0023 - Distort facts
23T0024Create fake videos and imagesTA06Create fake videos and/or images by manipulati...T0024 - Create fake videos and images
24T0025Leak altered documentsTA06Obtain documents (eg by theft or leak), then a...T0025 - Leak altered documents
25T0026Create fake researchTA06Create fake academic research. Example: fake s...T0026 - Create fake research
26T0027Adapt existing narrativesTA06Adapting existing narratives to current operat...T0027 - Adapt existing narratives
27T0028Create competing narrativesTA06Misinformation promotes an agenda by advancing...T0028 - Create competing narratives
28T0029Manipulate online pollsTA07Create fake online polls, or manipulate existi...T0029 - Manipulate online polls
29T0030Backstop personasTA07Create other assets/dossier/cover/fake relatio...T0030 - Backstop personas
30T0031YouTubeTA07Use YouTube as a narrative dissemination channelT0031 - YouTube
31T0032RedditTA07Use Reddit as a narrative dissemination channelT0032 - Reddit
32T0033InstagramTA07Use Instagram as a narrative dissemination cha...T0033 - Instagram
33T0034LinkedInTA07Use LinkedIn as a narrative dissemination channelT0034 - LinkedIn
34T0035PinterestTA07Use Pinterest as a narrative dissemination cha...T0035 - Pinterest
35T0036WhatsAppTA07Use WhatsApp as a narrative dissemination channelT0036 - WhatsApp
36T0037FacebookTA07Use Facebook as a narrative dissemination channelT0037 - Facebook
37T0038TwitterTA07Use Twitter as a narrative dissemination channelT0038 - Twitter
38T0039Bait legitimate influencersTA08Credibility in a social media environment is o...T0039 - Bait legitimate influencers
39T0040Demand unsurmountable proofTA08Campaigns often leverage tactical and informat...T0040 - Demand unsurmountable proof
40T0041Deny involvementTA08Without \"smoking gun\" proof (and even with pro...T0041 - Deny involvement
41T0042Kernel of TruthTA08Wrap lies or altered context/facts around trut...T0042 - Kernel of Truth
42T0043Use SMS/ WhatsApp/ Chat appsTA08Direct messaging via encypted app is an increa...T0043 - Use SMS/ WhatsApp/ Chat apps
43T0044Seed distortionsTA08Try a wide variety of messages in the early ho...T0044 - Seed distortions
44T0045Use fake expertsTA08Use the fake experts that were set up in T0009...T0045 - Use fake experts
45T0046Search Engine OptimizationTA08Manipulate content engagement metrics (ie: Red...T0046 - Search Engine Optimization
46T0047Muzzle social media as a political forceTA09Use political influence or the power of state ...T0047 - Muzzle social media as a political force
47T0048Cow online opinion leadersTA09Intimidate, coerce, threaten critics/dissident...T0048 - Cow online opinion leaders
48T0049FloodingTA09Flooding and/or mobbing social media channels ...T0049 - Flooding
49T0050Cheerleading domestic social media opsTA09Deploy state-coordinated social media commente...T0050 - Cheerleading domestic social media ops
50T0051Fabricate social media commentTA09Use government-paid social media commenters, a...T0051 - Fabricate social media comment
51T0052Tertiary sites amplify newsTA09Create content/news/opinion web-sites to cross...T0052 - Tertiary sites amplify news
52T0053Twitter trolls amplify and manipulateTA09Use trolls to amplify narratives and/or manipu...T0053 - Twitter trolls amplify and manipulate
53T0054Twitter bots amplifyTA09Use bots to amplify narratives above algorithm...T0054 - Twitter bots amplify
54T0055Use hashtagTA09Use a dedicated hashtag for the incident - eit...T0055 - Use hashtag
55T0056Dedicated channels disseminate information pol...TA09Output information pollution (e.g. articles on...T0056 - Dedicated channels disseminate informa...
56T0057Organise remote rallies and eventsTA10Coordinate and promote real-world events acros...T0057 - Organise remote rallies and events
57T0058Legacy web contentTA11Make incident content visible for a long time,...T0058 - Legacy web content
58T0059Play the long gameTA11Play the long game can mean a couple of things...T0059 - Play the long game
59T0060Continue to amplifyTA11continue narrative or message amplification af...T0060 - Continue to amplify
60T0061Sell merchandisingTA10Sell hats, t-shirts, flags and other branded c...T0061 - Sell merchandising
61T0062Behaviour changesTA12Monitor and evaluate behaviour changes from mi...T0062 - Behaviour changes
62T0063Message reachTA12Monitor and evaluate message reach in misinfor...T0063 - Message reach
63T0064Social media engagementTA12Monitor and evaluate social media engagement i...T0064 - Social media engagement
\n", + "
" + ], + "text/plain": [ + " amitt_id name tactic_id \\\n", + "0 T0001 5Ds (dismiss, distort, distract, dismay, divide) TA01 \n", + "1 T0002 Facilitate State Propaganda TA01 \n", + "2 T0003 Leverage Existing Narratives TA01 \n", + "3 T0004 Competing Narratives TA01 \n", + "4 T0005 Center of Gravity Analysis TA02 \n", + "5 T0006 Create Master Narratives TA02 \n", + "6 T0007 Create fake Social Media Profiles / Pages / Gr... TA03 \n", + "7 T0008 Create fake or imposter news sites TA03 \n", + "8 T0009 Create fake experts TA03 \n", + "9 T0010 Cultivate ignorant agents TA04 \n", + "10 T0011 Hijack legitimate account TA04 \n", + "11 T0012 Use concealment TA04 \n", + "12 T0013 Create fake websites TA04 \n", + "13 T0014 Create funding campaigns TA04 \n", + "14 T0015 Create hashtag TA04 \n", + "15 T0016 Clickbait TA05 \n", + "16 T0017 Promote online funding TA05 \n", + "17 T0018 Paid targeted ads TA05 \n", + "18 T0019 Generate information pollution TA06 \n", + "19 T0020 Trial content TA06 \n", + "20 T0021 Memes TA06 \n", + "21 T0022 Conspiracy narratives TA06 \n", + "22 T0023 Distort facts TA06 \n", + "23 T0024 Create fake videos and images TA06 \n", + "24 T0025 Leak altered documents TA06 \n", + "25 T0026 Create fake research TA06 \n", + "26 T0027 Adapt existing narratives TA06 \n", + "27 T0028 Create competing narratives TA06 \n", + "28 T0029 Manipulate online polls TA07 \n", + "29 T0030 Backstop personas TA07 \n", + "30 T0031 YouTube TA07 \n", + "31 T0032 Reddit TA07 \n", + "32 T0033 Instagram TA07 \n", + "33 T0034 LinkedIn TA07 \n", + "34 T0035 Pinterest TA07 \n", + "35 T0036 WhatsApp TA07 \n", + "36 T0037 Facebook TA07 \n", + "37 T0038 Twitter TA07 \n", + "38 T0039 Bait legitimate influencers TA08 \n", + "39 T0040 Demand unsurmountable proof TA08 \n", + "40 T0041 Deny involvement TA08 \n", + "41 T0042 Kernel of Truth TA08 \n", + "42 T0043 Use SMS/ WhatsApp/ Chat apps TA08 \n", + "43 T0044 Seed distortions TA08 \n", + "44 T0045 Use fake experts TA08 \n", + "45 T0046 Search Engine Optimization TA08 \n", + "46 T0047 Muzzle social media as a political force TA09 \n", + "47 T0048 Cow online opinion leaders TA09 \n", + "48 T0049 Flooding TA09 \n", + "49 T0050 Cheerleading domestic social media ops TA09 \n", + "50 T0051 Fabricate social media comment TA09 \n", + "51 T0052 Tertiary sites amplify news TA09 \n", + "52 T0053 Twitter trolls amplify and manipulate TA09 \n", + "53 T0054 Twitter bots amplify TA09 \n", + "54 T0055 Use hashtag TA09 \n", + "55 T0056 Dedicated channels disseminate information pol... TA09 \n", + "56 T0057 Organise remote rallies and events TA10 \n", + "57 T0058 Legacy web content TA11 \n", + "58 T0059 Play the long game TA11 \n", + "59 T0060 Continue to amplify TA11 \n", + "60 T0061 Sell merchandising TA10 \n", + "61 T0062 Behaviour changes TA12 \n", + "62 T0063 Message reach TA12 \n", + "63 T0064 Social media engagement TA12 \n", + "\n", + " summary \\\n", + "0 Nimmo's \"4Ds of propaganda\": dismiss, distort,... \n", + "1 Organize citizens around pro-state messaging. ... \n", + "2 Use or adapt existing narrative themes, where ... \n", + "3 Advance competing narratives connected to same... \n", + "4 Recon/research to identify \"the source of powe... \n", + "5 The promotion of beneficial master narratives ... \n", + "6 Create key social engineering assets needed to... \n", + "7 Modern computational propaganda makes use of a... \n", + "8 Stories planted or promoted in computational p... \n", + "9 Cultivate propagandists for a cause, the goals... \n", + "10 Hack or take over legimate accounts to distrib... \n", + "11 Use anonymous social media profiles. Examples ... \n", + "12 Create media assets to support fake organizati... \n", + "13 Generate revenue through online funding campai... \n", + "14 Many incident-based campaigns will create a ha... \n", + "15 Create attention grabbing headlines (outrage, ... \n", + "16 Drive traffic/engagement to funding campaign s... \n", + "17 Create or fund advertisements targeted at spec... \n", + "18 Flood social channels; drive traffic/engagemen... \n", + "19 Iteratively test incident performance (message... \n", + "20 Memes are one of the most important single art... \n", + "21 \"Conspiracy narratives appeal to the human des... \n", + "22 Change, twist, or exaggerate existing facts to... \n", + "23 Create fake videos and/or images by manipulati... \n", + "24 Obtain documents (eg by theft or leak), then a... \n", + "25 Create fake academic research. Example: fake s... \n", + "26 Adapting existing narratives to current operat... \n", + "27 Misinformation promotes an agenda by advancing... \n", + "28 Create fake online polls, or manipulate existi... \n", + "29 Create other assets/dossier/cover/fake relatio... \n", + "30 Use YouTube as a narrative dissemination channel \n", + "31 Use Reddit as a narrative dissemination channel \n", + "32 Use Instagram as a narrative dissemination cha... \n", + "33 Use LinkedIn as a narrative dissemination channel \n", + "34 Use Pinterest as a narrative dissemination cha... \n", + "35 Use WhatsApp as a narrative dissemination channel \n", + "36 Use Facebook as a narrative dissemination channel \n", + "37 Use Twitter as a narrative dissemination channel \n", + "38 Credibility in a social media environment is o... \n", + "39 Campaigns often leverage tactical and informat... \n", + "40 Without \"smoking gun\" proof (and even with pro... \n", + "41 Wrap lies or altered context/facts around trut... \n", + "42 Direct messaging via encypted app is an increa... \n", + "43 Try a wide variety of messages in the early ho... \n", + "44 Use the fake experts that were set up in T0009... \n", + "45 Manipulate content engagement metrics (ie: Red... \n", + "46 Use political influence or the power of state ... \n", + "47 Intimidate, coerce, threaten critics/dissident... \n", + "48 Flooding and/or mobbing social media channels ... \n", + "49 Deploy state-coordinated social media commente... \n", + "50 Use government-paid social media commenters, a... \n", + "51 Create content/news/opinion web-sites to cross... \n", + "52 Use trolls to amplify narratives and/or manipu... \n", + "53 Use bots to amplify narratives above algorithm... \n", + "54 Use a dedicated hashtag for the incident - eit... \n", + "55 Output information pollution (e.g. articles on... \n", + "56 Coordinate and promote real-world events acros... \n", + "57 Make incident content visible for a long time,... \n", + "58 Play the long game can mean a couple of things... \n", + "59 continue narrative or message amplification af... \n", + "60 Sell hats, t-shirts, flags and other branded c... \n", + "61 Monitor and evaluate behaviour changes from mi... \n", + "62 Monitor and evaluate message reach in misinfor... \n", + "63 Monitor and evaluate social media engagement i... \n", + "\n", + " longname \n", + "0 T0001 - 5Ds (dismiss, distort, distract, disma... \n", + "1 T0002 - Facilitate State Propaganda \n", + "2 T0003 - Leverage Existing Narratives \n", + "3 T0004 - Competing Narratives \n", + "4 T0005 - Center of Gravity Analysis \n", + "5 T0006 - Create Master Narratives \n", + "6 T0007 - Create fake Social Media Profiles / Pa... \n", + "7 T0008 - Create fake or imposter news sites \n", + "8 T0009 - Create fake experts \n", + "9 T0010 - Cultivate ignorant agents \n", + "10 T0011 - Hijack legitimate account \n", + "11 T0012 - Use concealment \n", + "12 T0013 - Create fake websites \n", + "13 T0014 - Create funding campaigns \n", + "14 T0015 - Create hashtag \n", + "15 T0016 - Clickbait \n", + "16 T0017 - Promote online funding \n", + "17 T0018 - Paid targeted ads \n", + "18 T0019 - Generate information pollution \n", + "19 T0020 - Trial content \n", + "20 T0021 - Memes \n", + "21 T0022 - Conspiracy narratives \n", + "22 T0023 - Distort facts \n", + "23 T0024 - Create fake videos and images \n", + "24 T0025 - Leak altered documents \n", + "25 T0026 - Create fake research \n", + "26 T0027 - Adapt existing narratives \n", + "27 T0028 - Create competing narratives \n", + "28 T0029 - Manipulate online polls \n", + "29 T0030 - Backstop personas \n", + "30 T0031 - YouTube \n", + "31 T0032 - Reddit \n", + "32 T0033 - Instagram \n", + "33 T0034 - LinkedIn \n", + "34 T0035 - Pinterest \n", + "35 T0036 - WhatsApp \n", + "36 T0037 - Facebook \n", + "37 T0038 - Twitter \n", + "38 T0039 - Bait legitimate influencers \n", + "39 T0040 - Demand unsurmountable proof \n", + "40 T0041 - Deny involvement \n", + "41 T0042 - Kernel of Truth \n", + "42 T0043 - Use SMS/ WhatsApp/ Chat apps \n", + "43 T0044 - Seed distortions \n", + "44 T0045 - Use fake experts \n", + "45 T0046 - Search Engine Optimization \n", + "46 T0047 - Muzzle social media as a political force \n", + "47 T0048 - Cow online opinion leaders \n", + "48 T0049 - Flooding \n", + "49 T0050 - Cheerleading domestic social media ops \n", + "50 T0051 - Fabricate social media comment \n", + "51 T0052 - Tertiary sites amplify news \n", + "52 T0053 - Twitter trolls amplify and manipulate \n", + "53 T0054 - Twitter bots amplify \n", + "54 T0055 - Use hashtag \n", + "55 T0056 - Dedicated channels disseminate informa... \n", + "56 T0057 - Organise remote rallies and events \n", + "57 T0058 - Legacy web content \n", + "58 T0059 - Play the long game \n", + "59 T0060 - Continue to amplify \n", + "60 T0061 - Sell merchandising \n", + "61 T0062 - Behaviour changes \n", + "62 T0063 - Message reach \n", + "63 T0064 - Social media engagement " + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dii = vars(amitt)['df_techniques']\n", + "dii" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[['TA01',\n", + " 'TA02',\n", + " 'TA03',\n", + " 'TA04',\n", + " 'TA05',\n", + " 'TA06',\n", + " 'TA07',\n", + " 'TA08',\n", + " 'TA09',\n", + " 'TA10',\n", + " 'TA11',\n", + " 'TA12'],\n", + " ['T0001',\n", + " 'T0005',\n", + " 'T0007',\n", + " 'T0010',\n", + " 'T0016',\n", + " 'T0019',\n", + " 'T0029',\n", + " 'T0039',\n", + " 'T0047',\n", + " 'T0057',\n", + " 'T0058',\n", + " 'T0062'],\n", + " ['T0002',\n", + " 'T0006',\n", + " 'T0008',\n", + " 'T0011',\n", + " 'T0017',\n", + " 'T0020',\n", + " 'T0030',\n", + " 'T0040',\n", + " 'T0048',\n", + " 'T0061',\n", + " 'T0059',\n", + " 'T0063'],\n", + " ['T0003',\n", + " '',\n", + " 'T0009',\n", + " 'T0012',\n", + " 'T0018',\n", + " 'T0021',\n", + " 'T0031',\n", + " 'T0041',\n", + " 'T0049',\n", + " '',\n", + " 'T0060',\n", + " 'T0064'],\n", + " ['T0004',\n", + " '',\n", + " '',\n", + " 'T0013',\n", + " '',\n", + " 'T0022',\n", + " 'T0032',\n", + " 'T0042',\n", + " 'T0050',\n", + " '',\n", + " '',\n", + " ''],\n", + " ['', '', '', 'T0014', '', 'T0023', 'T0033', 'T0043', 'T0051', '', '', ''],\n", + " ['', '', '', 'T0015', '', 'T0024', 'T0034', 'T0044', 'T0052', '', '', ''],\n", + " ['', '', '', '', '', 'T0025', 'T0035', 'T0045', 'T0053', '', '', ''],\n", + " ['', '', '', '', '', 'T0026', 'T0036', 'T0046', 'T0054', '', '', ''],\n", + " ['', '', '', '', '', 'T0027', 'T0037', '', 'T0055', '', '', ''],\n", + " ['', '', '', '', '', 'T0028', 'T0038', '', 'T0056', '', '', '']]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Generate arrays used to create D3 grids\n", + "dflists = dii.groupby('tactic_id')['amitt_id'].apply(list).reset_index()\n", + "dfidgrid = pd.DataFrame(dflists['amitt_id'].to_list())\n", + "dfgrid = pd.concat([dflists[['tactic_id']], dfidgrid], axis=1).fillna('')\n", + "gridarray = [dfgrid[col].to_list() for col in dfgrid.columns]\n", + "gridarray" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'IT00000001': 'buy FB targeted ads',\n", + " 'IT00000010': 'Targeted FB paid ads',\n", + " 'IT00000057': 'Targeted FB paid ads',\n", + " 'IT00000002': 'Promote \"funding\" campaign',\n", + " 'IT00000003': 'create web-site - information pollution',\n", + " 'IT00000014': 'RT & Sputnik generate information pollution',\n", + " 'IT00000031': 'RT & Sputnik generate information pollution (report an unreported false story/event)',\n", + " 'IT00000037': 'RT & Sputnik generate information pollution ',\n", + " 'IT00000061': 'RT & Sputnik generate information pollution',\n", + " 'IT00000082': 'RT & Sputnik generate information pollution (synthetic media)',\n", + " 'IT00000094': 'RT & Sputnik generate information pollution',\n", + " 'IT00000120': 'RT & Sputnik generate information pollution',\n", + " 'IT00000137': 'RT & Sputnik generate information pollution (synthetic media)',\n", + " 'IT00000146': 'RT & Sputnik generate information pollution (synthetic media)',\n", + " 'IT00000156': 'RT & Sputnik generate information pollution',\n", + " 'IT00000180': 'RT & Sputnik generate information pollution (synthetic media)',\n", + " 'IT00000004': 'create web-site - information pollution',\n", + " 'IT00000015': 'RT & Sputnik generate information pollution',\n", + " 'IT00000032': 'RT & Sputnik generate information pollution (report an unreported false story/event)',\n", + " 'IT00000038': 'RT & Sputnik generate information pollution ',\n", + " 'IT00000062': 'RT & Sputnik generate information pollution',\n", + " 'IT00000083': 'RT & Sputnik generate information pollution (synthetic media)',\n", + " 'IT00000095': 'RT & Sputnik generate information pollution',\n", + " 'IT00000121': 'RT & Sputnik generate information pollution',\n", + " 'IT00000138': 'RT & Sputnik generate information pollution (synthetic media)',\n", + " 'IT00000147': 'RT & Sputnik generate information pollution (synthetic media)',\n", + " 'IT00000157': 'RT & Sputnik generate information pollution',\n", + " 'IT00000162': 'State-run media seeds foreign influence environment',\n", + " 'IT00000181': 'RT & Sputnik generate information pollution (synthetic media)',\n", + " 'IT00000005': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000022': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000043': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000071': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000085': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000103': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000125': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000140': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000149': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000161': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000172': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000183': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000006': 'legacy web content',\n", + " 'IT00000007': 'hard to remove content and/or campaign/exploit TOS',\n", + " 'IT00000176': 'legacy web content',\n", + " 'IT00000008': 'Twitter bots amplify & manipulate',\n", + " 'IT00000034': 'Twitter bots amplify & manipulate',\n", + " 'IT00000041': 'Twitter bots amplify & manipulate',\n", + " 'IT00000055': 'Twitter bots amplify & manipulate',\n", + " 'IT00000076': 'Twitter bots amplify & manipulate',\n", + " 'IT00000079': 'Twitter bots amplify & manipulate',\n", + " 'IT00000090': 'Twitter bots amplify & manipulate',\n", + " 'IT00000115': 'Twitter bots amplify & manipulate',\n", + " 'IT00000118': 'Twitter bots amplify & manipulate',\n", + " 'IT00000131': 'Twitter bots amplify & manipulate',\n", + " 'IT00000134': 'Twitter bots amplify & manipulate',\n", + " 'IT00000144': 'Twitter bots amplify & manipulate',\n", + " 'IT00000154': 'Twitter bots amplify & manipulate',\n", + " 'IT00000169': 'Twitter bots amplify & manipulate',\n", + " 'IT00000177': 'Twitter bots amplify & manipulate',\n", + " 'IT00000009': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000035': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000042': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000056': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000077': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000080': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000091': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000119': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000132': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000135': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000145': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000155': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000170': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000178': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000011': 'Fake FB groups + dark content',\n", + " 'IT00000029': 'Fake twitter profiles to amplify',\n", + " 'IT00000039': 'FB pages',\n", + " 'IT00000045': 'FB pages/groups/profiles',\n", + " 'IT00000058': 'Fake FB groups + dark content',\n", + " 'IT00000078': 'Fake FB groups/pages/profiles + dark content',\n", + " 'IT00000092': 'Fake FB groups/pages/profiles ',\n", + " 'IT00000171': 'Fake FB groups/pages/profiles + dark content (non-paid advertising)',\n", + " 'IT00000012': 'Digital to physical \"organize+promote\" rallies & events?',\n", + " 'IT00000059': 'Digital to physical \"organize+promote\" rallies & events',\n", + " 'IT00000093': 'Digital to physical \"organize+promote\" rallies & events?',\n", + " 'IT00000164': 'Events coordinated and promoted across media platforms',\n", + " 'IT00000166': 'Extend digital the physical space… gatherings ie: support for Meng outside courthouse',\n", + " 'IT00000013': 'manipulate social media \"online polls\"? ',\n", + " 'IT00000060': 'manipulate social media \"online polls\"? ',\n", + " 'IT00000016': 'cultivate, manipulate, exploit useful idiots',\n", + " 'IT00000033': 'cultivate, manipulate, exploit useful idiots (in the case Paul Manafort)',\n", + " 'IT00000044': 'cultivate, manipulate, exploit useful idiots (Alex Jones... drives conspiracy theories; false flags, crisis actors)',\n", + " 'IT00000063': 'cultivate, manipulate, exploit useful idiots',\n", + " 'IT00000084': 'cultivate, manipulate, exploit useful idiots',\n", + " 'IT00000104': 'cultivate, manipulate, exploit useful idiots (Alex Jones... drives conspiracy theories)',\n", + " 'IT00000126': 'cultivate, manipulate, exploit useful idiots (Alex Jones... drives conspiracy theories)',\n", + " 'IT00000139': 'cultivate, manipulate, exploit useful idiots (Roger Waters; Venessa Beeley...)',\n", + " 'IT00000148': 'cultivate, manipulate, exploit useful idiots (Roger Waters)',\n", + " 'IT00000158': 'cultivate, manipulate, exploit useful idiots',\n", + " 'IT00000182': 'cultivate, manipulate, exploit useful idiots ',\n", + " 'IT00000017': 'YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?',\n", + " 'IT00000046': 'YouTube; Reddit',\n", + " 'IT00000064': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000087': 'YouTube; Reddit; ',\n", + " 'IT00000096': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000122': 'YouTube; Reddit',\n", + " 'IT00000142': 'YouTube; Reddit; ',\n", + " 'IT00000151': 'YouTube; Reddit; ',\n", + " 'IT00000159': 'YouTube; Reddit',\n", + " 'IT00000185': 'YouTube; Reddit; ',\n", + " 'IT00000018': 'YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?',\n", + " 'IT00000047': 'YouTube; Reddit',\n", + " 'IT00000065': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000088': 'YouTube; Reddit; ',\n", + " 'IT00000097': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000123': 'YouTube; Reddit',\n", + " 'IT00000143': 'YouTube; Reddit; ',\n", + " 'IT00000152': 'YouTube; Reddit; ',\n", + " 'IT00000160': 'YouTube; Reddit',\n", + " 'IT00000186': 'YouTube; Reddit; ',\n", + " 'IT00000019': 'YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?',\n", + " 'IT00000067': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000099': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000020': 'YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?',\n", + " 'IT00000068': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000100': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000021': 'YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?',\n", + " 'IT00000069': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000101': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000023': 'Memes... anti-immigration; euroskepticism; fear, outrage, conspiracy narratives',\n", + " 'IT00000072': 'Memes... anti-immigration; euroskepticism; fear, outrage, conspiracy narratives',\n", + " 'IT00000117': 'memes',\n", + " 'IT00000173': 'Memes... anti-Isreal/USA/West, conspiracy narratives',\n", + " 'IT00000024': 'Backstop personas',\n", + " 'IT00000074': 'Backstop personas',\n", + " 'IT00000025': 'Use SMS/text messages',\n", + " 'IT00000026': 'Fake video/images',\n", + " 'IT00000116': 'photoshopped/fake images',\n", + " 'IT00000027': 'Create and use hashtag',\n", + " 'IT00000028': 'Create and use hashtag',\n", + " 'IT00000030': 'bait journalists/media/politicians',\n", + " 'IT00000049': 'journalist/media baiting',\n", + " 'IT00000053': 'journalist/media baiting',\n", + " 'IT00000036': 'Using \"expert\"',\n", + " 'IT00000040': 'News circulated/amplifed by tertiary sites (Russia Insider, The Duran, Geopolitica.ru, Mint Press News, Oriental Review, globalresearch.ca)',\n", + " 'IT00000086': 'News circulated/amplifed by tertiary sites (Russia Insider, The Duran, Geopolitica.ru, Mint Press News, Oriental Review, globalresearch.ca)',\n", + " 'IT00000141': 'News circulated/amplifed by tertiary sites (Russia Insider, The Duran, Geopolitica.ru, Mint Press News, Oriental Review, globalresearch.ca)',\n", + " 'IT00000150': 'News circulated/amplifed by tertiary sites (Mint Press News, globalresearch.ca)',\n", + " 'IT00000184': 'News circulated/amplifed by tertiary sites (Russia Insider, The Duran, Geopolitica.ru, Mint Press News, Oriental Review, globalresearch.ca)',\n", + " 'IT00000048': '4Chan/8Chan - trial content',\n", + " 'IT00000070': '4Chan/8Chan - trial content',\n", + " 'IT00000102': '4Chan/8Chan - trial content',\n", + " 'IT00000124': '4Chan/8Chan - trial content',\n", + " 'IT00000050': \"Forge ('release' altered hacked documents)\",\n", + " 'IT00000051': 'hack/leak/manipulate/distort',\n", + " 'IT00000054': 'hack/leak/manipulate/distort',\n", + " 'IT00000075': 'hack/leak/manipulate/distort',\n", + " 'IT00000153': 'hack/leak/manipulate/distort',\n", + " 'IT00000052': 'Circulate to media via DM, then release publicly',\n", + " 'IT00000066': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000098': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000073': 'Click-bait (economic actors) fake news sites (ie: Denver Guardian; Macedonian teens)',\n", + " 'IT00000081': \"4 D's (dismiss, distort, distract, dismay...Official channels ie: Embassies & Defence Ministry; TASS\",\n", + " 'IT00000128': \"4 D's (dismiss, distort, distract, dismay...Official channels ie: Embassies & Defence Ministry; TASS\",\n", + " 'IT00000129': 'Russian FSB security service blamed Ukraine for sparking the clashes, saying their \"irrefutable\" evidence would \"soon be made public',\n", + " 'IT00000136': \"4 D's (dismiss, distort, distract, dismay...Official channels ie: Embassies & Defence Ministry; TASS\",\n", + " 'IT00000167': 'China also plays victim, innocence, plays by rules, misunderstood narrative',\n", + " 'IT00000168': 'Chinese ambassador Lu Shaye accused Canada of applying a double standard, and has decried what he sees as “Western egotism and white supremacy” in the treatment of detained Huawei executive Meng Wanzhou.” ',\n", + " 'IT00000179': \"4 D's (dismiss, distort, distract, dismay...Official channels ie: Putin himself; Embassies & Sports Ministry; TASS\",\n", + " 'IT00000089': 'Demand insurmountable proof',\n", + " 'IT00000133': 'Demand insurmountable proof',\n", + " 'IT00000105': '2,000,000 people (est.) part of state run/sponsored astroturfing',\n", + " 'IT00000112': 'flood the Facebook pages of Taiwanese politicians and news agencies with a pro-PRC message',\n", + " 'IT00000113': 'Democratic Progressive Party (DPP), attracted nearly 40,000 Facebook comments in just eight hours.',\n", + " 'IT00000106': 'fabricated social media comment',\n", + " 'IT00000107': 'domestic social media influence operations focus primarily on “cheerleading” or presenting or furthering a positive narrative about the Chinese state',\n", + " 'IT00000165': 'Extend digital the physical space… gatherings ie: support for Meng outside courthouse',\n", + " 'IT00000108': 'cow online opinion leaders into submission, muzzling social media as a political force',\n", + " 'IT00000109': 'cow online opinion leaders into submission, muzzling social media as a political force',\n", + " 'IT00000110': 'facilitate state propaganda and defuse crises',\n", + " 'IT00000111': 'Netizens from one of the largest discussion forums in China, known as Diba, coordinated to overcome China’s Great Firewall',\n", + " 'IT00000114': '“hack” of Qatar’s official news agency',\n", + " 'IT00000127': 'Promote fake “experts” with impressive (and scary) titles',\n", + " 'IT00000130': '(Distort) Kremlin-controlled RT cited Russian Minister of Foreign Affairs Sergei Lavrov suggesting that Ukraine deliberately provoked Russia in hopes of gaining additional support from the United States and Europe.',\n", + " 'IT00000163': 'Distorted, saccharine “news” about the Chinese State and Party',\n", + " 'IT00000174': 'Memes... anti-Isreal/USA/West, conspiracy narratives',\n", + " 'IT00000175': 'Fake news/synthetic web-sites'}" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "it.index = it.amitt_id\n", + "it[['name']].transpose().to_dict('records')[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/CODE/.ipynb_checkpoints/AMITT_generate_github_files-checkpoint.ipynb b/CODE/.ipynb_checkpoints/AMITT_generate_github_files-checkpoint.ipynb new file mode 100644 index 0000000..44d2ab9 --- /dev/null +++ b/CODE/.ipynb_checkpoints/AMITT_generate_github_files-checkpoint.ipynb @@ -0,0 +1,608 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Generate AMITT github files\n", + "\n", + "Generate all the AMITT github files from the AMITT master spreadsheet, being careful to reatin any comments people have made below the \"don't write above this\" line in them. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "updated ../amitt_red_framework.md\n", + "updated ../amitt_red_framework_clickable.html\n", + "updated ../amitt_blue_framework.md\n", + "updated ../amitt_blue_framework_clickable.html\n", + "Temp: objecttype phase\n", + "updated ../phases_index.md\n", + "Temp: objecttype tactic\n", + "updated ../tactics_index.md\n", + "Temp: objecttype technique\n", + "updated ../techniques_index.md\n", + "Temp: objecttype task\n", + "updated ../tasks_index.md\n", + "Temp: objecttype incident\n", + "updated ../incidents_index.md\n", + "Temp: objecttype counter\n", + "updated ../counters_index.md\n", + "Temp: objecttype metatechnique\n", + "updated ../metatechniques_index.md\n", + "Temp: objecttype actortype\n", + "updated ../actortypes_index.md\n", + "Updating ../actortypes/A001.md\n", + "Updating ../actortypes/A002.md\n", + "Updating ../actortypes/A003.md\n", + "Updating ../actortypes/A004.md\n", + "Updating ../actortypes/A005.md\n", + "Updating ../actortypes/A006.md\n", + "Updating ../actortypes/A007.md\n", + "Updating ../actortypes/A008.md\n", + "Updating ../actortypes/A009.md\n", + "Updating ../actortypes/A010.md\n", + "Updating ../actortypes/A011.md\n", + "Updating ../actortypes/A012.md\n", + "Updating ../actortypes/A013.md\n", + "Updating ../actortypes/A014.md\n", + "Updating ../actortypes/A015.md\n", + "Updating ../actortypes/A016.md\n", + "Updating ../actortypes/A017.md\n", + "Updating ../actortypes/A018.md\n", + "Updating ../actortypes/A019.md\n", + "Updating ../actortypes/A020.md\n", + "Updating ../actortypes/A021.md\n", + "Updating ../actortypes/A022.md\n", + "Updating ../actortypes/A023.md\n", + "Updating ../actortypes/A024.md\n", + "Updating ../actortypes/A025.md\n", + "Updating ../actortypes/A026.md\n", + "Updating ../actortypes/A027.md\n", + "Updating ../actortypes/A028.md\n", + "Updating ../actortypes/A029.md\n", + "Updating ../actortypes/A030.md\n", + "Updating ../actortypes/A031.md\n", + "Updating ../actortypes/A032.md\n", + "Updating ../actortypes/A033.md\n", + "updated ../responsetype_index.md\n", + "updated ../detections_index.md\n", + "updated ../tactics_by_responsetype_table.md\n", + "updated ../metatechniques_by_responsetype_table.md\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from generate_amitt_ttps import Amitt\n", + "amitt = Amitt()\n", + "amitt.generate_and_write_datafiles()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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amitt_idnamesummarysector_idsframework_idslongname
0A001data scientistPerson who can wrangle data, implement machine...S001, S002, S003, S004, S005, S006, S007, S008...FW01, FW02A001 - data scientist
1A002targetPerson being targeted by disinformation campaignS001, S002, S003, S004, S005, S006, S007, S008...FW02A002 - target
2A003trusted authorityInfluencerS001, S002, S003, S004, S005, S006, S007, S008...FW01, FW02A003 - trusted authority
3A004activistS002FW02A004 - activist
4A005community groupS002FW02A005 - community group
5A006educatorS002FW02A006 - educator
6A007factcheckerSomeone with the skills to verify whether info...S002FW02A007 - factchecker
7A008libraryS002FW02A008 - library
8A009NGOS002FW02A009 - NGO
9A010religious organisationS002FW02A010 - religious organisation
10A011schoolS002FW02A011 - school
11A012account ownerAnyone who owns an account onlineS006FW01\\nFW02A012 - account owner
12A013content creatorS006FW01\\nFW02A013 - content creator
13A014elvesS006FW02A014 - elves
14A015general publicS006FW02A015 - general public
15A016influencerS006FW01\\nFW02A016 - influencer
16A017coordinating bodyFor example the DHSS003FW02A017 - coordinating body
17A018governmentGovernment agenciesS003FW01\\nFW02A018 - government
18A019militaryS003FW02A019 - military
19A020policy makerS003FW02A020 - policy maker
20A021media organisationS010FW01\\nFW02A021 - media organisation
21A022companyS009FW02A022 - company
22A023adtech providerS008FW02A023 - adtech provider
23A024developerS008FW02A024 - developer
24A025funding_site_adminFunding site adminS008FW02A025 - funding_site_admin
25A026games designerS008FW01, FW02A026 - games designer
26A027information securityS008FW02A027 - information security
27A028platform administratorS008FW02A028 - platform administrator
28A029server admininistratorS008FW02A029 - server admininistrator
29A030platformsS007FW02A030 - platforms
30A031social media platform adminstratorPerson with the authority to make changes to a...S007FW02A031 - social media platform adminstrator
31A032social media platform outreachS007FW02A032 - social media platform outreach
32A033social media platform ownerPerson with authority to make changes to a soc...S007FW02A033 - social media platform owner
\n", + "
" + ], + "text/plain": [ + " amitt_id name \\\n", + "0 A001 data scientist \n", + "1 A002 target \n", + "2 A003 trusted authority \n", + "3 A004 activist \n", + "4 A005 community group \n", + "5 A006 educator \n", + "6 A007 factchecker \n", + "7 A008 library \n", + "8 A009 NGO \n", + "9 A010 religious organisation \n", + "10 A011 school \n", + "11 A012 account owner \n", + "12 A013 content creator \n", + "13 A014 elves \n", + "14 A015 general public \n", + "15 A016 influencer \n", + "16 A017 coordinating body \n", + "17 A018 government \n", + "18 A019 military \n", + "19 A020 policy maker \n", + "20 A021 media organisation \n", + "21 A022 company \n", + "22 A023 adtech provider \n", + "23 A024 developer \n", + "24 A025 funding_site_admin \n", + "25 A026 games designer \n", + "26 A027 information security \n", + "27 A028 platform administrator \n", + "28 A029 server admininistrator \n", + "29 A030 platforms \n", + "30 A031 social media platform adminstrator \n", + "31 A032 social media platform outreach \n", + "32 A033 social media platform owner \n", + "\n", + " summary \\\n", + "0 Person who can wrangle data, implement machine... \n", + "1 Person being targeted by disinformation campaign \n", + "2 Influencer \n", + "3 \n", + "4 \n", + "5 \n", + "6 Someone with the skills to verify whether info... \n", + "7 \n", + "8 \n", + "9 \n", + "10 \n", + "11 Anyone who owns an account online \n", + "12 \n", + "13 \n", + "14 \n", + "15 \n", + "16 For example the DHS \n", + "17 Government agencies \n", + "18 \n", + "19 \n", + "20 \n", + "21 \n", + "22 \n", + "23 \n", + "24 Funding site admin \n", + "25 \n", + "26 \n", + "27 \n", + "28 \n", + "29 \n", + "30 Person with the authority to make changes to a... \n", + "31 \n", + "32 Person with authority to make changes to a soc... \n", + "\n", + " sector_ids framework_ids \\\n", + "0 S001, S002, S003, S004, S005, S006, S007, S008... FW01, FW02 \n", + "1 S001, S002, S003, S004, S005, S006, S007, S008... FW02 \n", + "2 S001, S002, S003, S004, S005, S006, S007, S008... FW01, FW02 \n", + "3 S002 FW02 \n", + "4 S002 FW02 \n", + "5 S002 FW02 \n", + "6 S002 FW02 \n", + "7 S002 FW02 \n", + "8 S002 FW02 \n", + "9 S002 FW02 \n", + "10 S002 FW02 \n", + "11 S006 FW01\\nFW02 \n", + "12 S006 FW01\\nFW02 \n", + "13 S006 FW02 \n", + "14 S006 FW02 \n", + "15 S006 FW01\\nFW02 \n", + "16 S003 FW02 \n", + "17 S003 FW01\\nFW02 \n", + "18 S003 FW02 \n", + "19 S003 FW02 \n", + "20 S010 FW01\\nFW02 \n", + "21 S009 FW02 \n", + "22 S008 FW02 \n", + "23 S008 FW02 \n", + "24 S008 FW02 \n", + "25 S008 FW01, FW02 \n", + "26 S008 FW02 \n", + "27 S008 FW02 \n", + "28 S008 FW02 \n", + "29 S007 FW02 \n", + "30 S007 FW02 \n", + "31 S007 FW02 \n", + "32 S007 FW02 \n", + "\n", + " longname \n", + "0 A001 - data scientist \n", + "1 A002 - target \n", + "2 A003 - trusted authority \n", + "3 A004 - activist \n", + "4 A005 - community group \n", + "5 A006 - educator \n", + "6 A007 - factchecker \n", + "7 A008 - library \n", + "8 A009 - NGO \n", + "9 A010 - religious organisation \n", + "10 A011 - school \n", + "11 A012 - account owner \n", + "12 A013 - content creator \n", + "13 A014 - elves \n", + "14 A015 - general public \n", + "15 A016 - influencer \n", + "16 A017 - coordinating body \n", + "17 A018 - government \n", + "18 A019 - military \n", + "19 A020 - policy maker \n", + "20 A021 - media organisation \n", + "21 A022 - company \n", + "22 A023 - adtech provider \n", + "23 A024 - developer \n", + "24 A025 - funding_site_admin \n", + "25 A026 - games designer \n", + "26 A027 - information security \n", + "27 A028 - platform administrator \n", + "28 A029 - server admininistrator \n", + "29 A030 - platforms \n", + "30 A031 - social media platform adminstrator \n", + "31 A032 - social media platform outreach \n", + "32 A033 - social media platform owner " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "amitt.df_actortypes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/CODE/.ipynb_checkpoints/DISARM_code_testbed-checkpoint.ipynb b/CODE/.ipynb_checkpoints/DISARM_code_testbed-checkpoint.ipynb new file mode 100644 index 0000000..22f267a --- /dev/null +++ b/CODE/.ipynb_checkpoints/DISARM_code_testbed-checkpoint.ipynb @@ -0,0 +1,425 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Test area for DISARM code" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['df_phases', 'df_frameworks', 'df_techniques', 'df_tasks', 'df_incidents', 'df_counters', 'df_detections', 'df_actortypes', 'df_resources', 'df_responsetypes', 'df_metatechniques', 'it', 'df_tactics', 'df_techniques_per_tactic', 'df_counters_per_tactic', 'phases', 'tactics', 'techniques', 'counters', 'metatechniques', 'actortypes', 'resources', 'num_tactics', 'cross_counterid_techniqueid', 'cross_counterid_resourceid', 'cross_counterid_actortypeid'])\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " amitt_id technique_id\n", + "0 C00006 T0007\n", + "0 C00006 T0015\n", + "0 C00006 T0018\n", + "0 C00006 T0043\n", + "0 C00006 T0053\n", + ".. ... ...\n", + "135 C00219 T0025\n", + "136 C00220 \n", + "137 C00221 \n", + "138 C00222 \n", + "139 C00223 \n", + "\n", + "[898 rows x 2 columns]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import sqlite3 as sql\n", + "from generate_DISARM_pages import Disarm\n", + "\n", + "\n", + "# Generate AMITT datasets\n", + "disarm = Disarm()\n", + "\n", + "# Check which amitt variables we can see from here\n", + "print('{}'.format(vars(disarm).keys()))\n", + "vars(disarm)['cross_counterid_techniqueid']" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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idactor_id
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" + ], + "text/plain": [ + " id technique_id Weight\n", + "1 C00008 TA01 1\n", + "1 C00008 TA06 1\n", + "1 C00008 TA08 1\n", + "1 C00008 T0006 1\n", + "1 C00008 T0009 1\n", + ".. ... ... ...\n", + "134 C00216 T0018 1\n", + "134 C00216 T0057 1\n", + "135 C00219 T0024 1\n", + "135 C00219 T0026 1\n", + "135 C00219 T0025 1\n", + "\n", + "[717 rows x 3 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ct = disarm.cross_counterid_techniqueid\n", + "ct['Weight'] = 1\n", + "ct = ct[ct['technique_id'].str.len() > 0]\n", + "ct.to_csv('../visualisations/cross_counterid_techniqueid.csv', index=False, header=['Source','Target', 'Weight'])\n", + "ct" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/CODE/.ipynb_checkpoints/check_DISARM_excel_changes-checkpoint.ipynb b/CODE/.ipynb_checkpoints/check_DISARM_excel_changes-checkpoint.ipynb new file mode 100644 index 0000000..80d4f87 --- /dev/null +++ b/CODE/.ipynb_checkpoints/check_DISARM_excel_changes-checkpoint.ipynb @@ -0,0 +1,110 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# fix the problem with excelfile changes\n", + "\n", + "Background: DISARM's master dataset is in an excelfile. Changes in this dont' show up in github, so it's difficult to tell what's changed between versions. Code below checks for those differences - use this repeatedly until versions align. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import sqlite3 as sql\n", + "from generate_DISARM_pages import Disarm\n", + "import pandas as pd\n", + "import numpy as np\n", + "import os\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "pd.set_option('display.max_rows', 1000)\n", + "pd.set_option('display.max_colwidth', -1)\n", + "\n", + "newfile = '../DISARM_MASTER_DATA/DISARM_FRAMEWORKS_MASTER.xlsx'\n", + "oldfile = '../DISARM_MASTER_DATA/DISARM_FRAMEWORKS_MASTER_previous_version.xlsx'\n", + "\n", + "# Load dfs from file\n", + "newdfs = {}\n", + "newxlsx = pd.ExcelFile(newfile)\n", + "for sheetname in newxlsx.sheet_names:\n", + " newdfs[sheetname] = newxlsx.parse(sheetname)\n", + " newdfs[sheetname].fillna('', inplace=True)\n", + "\n", + "olddfs = {}\n", + "oldxlsx = pd.ExcelFile(oldfile)\n", + "for sheetname in oldxlsx.sheet_names:\n", + " olddfs[sheetname] = oldxlsx.parse(sheetname)\n", + " olddfs[sheetname].fillna('', inplace=True)\n", + "\n", + "addedtables = newdfs.keys() - olddfs.keys()\n", + "losttables = olddfs.keys() - newdfs.keys()\n", + "if len(addedtables) + len(losttables) > 0:\n", + " print('Table changes: new tables are {}, lost tables are {}'.format(addedtables, losttables))\n", + "\n", + "def investigate_table(table):\n", + " print('\\n\\nTable {} is changed'.format(table))\n", + " # Column headings\n", + " coldiffs = set(newdfs[table].columns).symmetric_difference(set(olddfs[table].columns))\n", + " if len(coldiffs) > 0:\n", + " print('column differences: {}'.format(coldiffs))\n", + " # length\n", + " if len(newdfs[table]) != len(olddfs[table]):\n", + " print('length differences: new {} old {}'.format(len(newdfs[table]), len(olddfs[table])))\n", + "\n", + " # column by column\n", + " for column in newdfs[table].columns:\n", + " coldiffs = newdfs[table][column] != olddfs[table][column]\n", + " if len(newdfs[table][coldiffs]) > 0:\n", + " print('Differences in column {}'.format(column))\n", + " return\n", + "\n", + "for table in newdfs.keys():\n", + " if newdfs[table].equals(olddfs[table]) == False:\n", + " investigate_table(table)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Look at individual table differences\n", + "table = 'countermeasures'\n", + "column = 'summary'\n", + "coldiffs = newdfs[table][column] != olddfs[table][column]\n", + "diffcols = pd.DataFrame()\n", + "diffcols['amitt_id'] = newdfs[table][coldiffs]['amitt_id']\n", + "diffcols['new'] = newdfs[table][coldiffs][column]\n", + "diffcols['old'] = olddfs[table][coldiffs][column]\n", + "diffcols[diffcols['old'] != '']" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/CODE/.ipynb_checkpoints/generate_DISARM_pages-checkpoint.ipynb b/CODE/.ipynb_checkpoints/generate_DISARM_pages-checkpoint.ipynb new file mode 100644 index 0000000..8d915b7 --- /dev/null +++ b/CODE/.ipynb_checkpoints/generate_DISARM_pages-checkpoint.ipynb @@ -0,0 +1,556 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Generate AMITT github files\n", + "\n", + "Generate all the AMITT github files from the AMITT master spreadsheet, being careful to reatin any comments people have made below the \"don't write above this\" line in them. " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "ename": "ImportError", + "evalue": "cannot import name 'Disarm' from 'generate_DISARM_pages' (/Users/sara/Dropbox/SJT_Projects_current/DISARM_foundation/code_repositories/DISARM-Frameworks/CODE/generate_DISARM_pages.py)", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mpandas\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mgenerate_DISARM_pages\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mDisarm\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mdisarm\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mDisarm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mdisarm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenerate_and_write_datafiles\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mImportError\u001b[0m: cannot import name 'Disarm' from 'generate_DISARM_pages' (/Users/sara/Dropbox/SJT_Projects_current/DISARM_foundation/code_repositories/DISARM-Frameworks/CODE/generate_DISARM_pages.py)" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from generate_DISARM_pages import Disarm\n", + "disarm = Disarm()\n", + "disarm.generate_and_write_datafiles()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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amitt_idnamesummarysector_idsframework_idslongname
0A001data scientistPerson who can wrangle data, implement machine...S001, S002, S003, S004, S005, S006, S007, S008...FW01, FW02A001 - data scientist
1A002targetPerson being targeted by disinformation campaignS001, S002, S003, S004, S005, S006, S007, S008...FW02A002 - target
2A003trusted authorityInfluencerS001, S002, S003, S004, S005, S006, S007, S008...FW01, FW02A003 - trusted authority
3A004activistS002FW02A004 - activist
4A005community groupS002FW02A005 - community group
5A006educatorS002FW02A006 - educator
6A007factcheckerSomeone with the skills to verify whether info...S002FW02A007 - factchecker
7A008libraryS002FW02A008 - library
8A009NGOS002FW02A009 - NGO
9A010religious organisationS002FW02A010 - religious organisation
10A011schoolS002FW02A011 - school
11A012account ownerAnyone who owns an account onlineS006FW01\\nFW02A012 - account owner
12A013content creatorS006FW01\\nFW02A013 - content creator
13A014elvesS006FW02A014 - elves
14A015general publicS006FW02A015 - general public
15A016influencerS006FW01\\nFW02A016 - influencer
16A017coordinating bodyFor example the DHSS003FW02A017 - coordinating body
17A018governmentGovernment agenciesS003FW01\\nFW02A018 - government
18A019militaryS003FW02A019 - military
19A020policy makerS003FW02A020 - policy maker
20A021media organisationS010FW01\\nFW02A021 - media organisation
21A022companyS009FW02A022 - company
22A023adtech providerS008FW02A023 - adtech provider
23A024developerS008FW02A024 - developer
24A025funding_site_adminFunding site adminS008FW02A025 - funding_site_admin
25A026games designerS008FW01, FW02A026 - games designer
26A027information securityS008FW02A027 - information security
27A028platform administratorS008FW02A028 - platform administrator
28A029server admininistratorS008FW02A029 - server admininistrator
29A030platformsS007FW02A030 - platforms
30A031social media platform adminstratorPerson with the authority to make changes to a...S007FW02A031 - social media platform adminstrator
31A032social media platform outreachS007FW02A032 - social media platform outreach
32A033social media platform ownerPerson with authority to make changes to a soc...S007FW02A033 - social media platform owner
\n", + "
" + ], + "text/plain": [ + " amitt_id name \\\n", + "0 A001 data scientist \n", + "1 A002 target \n", + "2 A003 trusted authority \n", + "3 A004 activist \n", + "4 A005 community group \n", + "5 A006 educator \n", + "6 A007 factchecker \n", + "7 A008 library \n", + "8 A009 NGO \n", + "9 A010 religious organisation \n", + "10 A011 school \n", + "11 A012 account owner \n", + "12 A013 content creator \n", + "13 A014 elves \n", + "14 A015 general public \n", + "15 A016 influencer \n", + "16 A017 coordinating body \n", + "17 A018 government \n", + "18 A019 military \n", + "19 A020 policy maker \n", + "20 A021 media organisation \n", + "21 A022 company \n", + "22 A023 adtech provider \n", + "23 A024 developer \n", + "24 A025 funding_site_admin \n", + "25 A026 games designer \n", + "26 A027 information security \n", + "27 A028 platform administrator \n", + "28 A029 server admininistrator \n", + "29 A030 platforms \n", + "30 A031 social media platform adminstrator \n", + "31 A032 social media platform outreach \n", + "32 A033 social media platform owner \n", + "\n", + " summary \\\n", + "0 Person who can wrangle data, implement machine... \n", + "1 Person being targeted by disinformation campaign \n", + "2 Influencer \n", + "3 \n", + "4 \n", + "5 \n", + "6 Someone with the skills to verify whether info... \n", + "7 \n", + "8 \n", + "9 \n", + "10 \n", + "11 Anyone who owns an account online \n", + "12 \n", + "13 \n", + "14 \n", + "15 \n", + "16 For example the DHS \n", + "17 Government agencies \n", + "18 \n", + "19 \n", + "20 \n", + "21 \n", + "22 \n", + "23 \n", + "24 Funding site admin \n", + "25 \n", + "26 \n", + "27 \n", + "28 \n", + "29 \n", + "30 Person with the authority to make changes to a... \n", + "31 \n", + "32 Person with authority to make changes to a soc... \n", + "\n", + " sector_ids framework_ids \\\n", + "0 S001, S002, S003, S004, S005, S006, S007, S008... FW01, FW02 \n", + "1 S001, S002, S003, S004, S005, S006, S007, S008... FW02 \n", + "2 S001, S002, S003, S004, S005, S006, S007, S008... FW01, FW02 \n", + "3 S002 FW02 \n", + "4 S002 FW02 \n", + "5 S002 FW02 \n", + "6 S002 FW02 \n", + "7 S002 FW02 \n", + "8 S002 FW02 \n", + "9 S002 FW02 \n", + "10 S002 FW02 \n", + "11 S006 FW01\\nFW02 \n", + "12 S006 FW01\\nFW02 \n", + "13 S006 FW02 \n", + "14 S006 FW02 \n", + "15 S006 FW01\\nFW02 \n", + "16 S003 FW02 \n", + "17 S003 FW01\\nFW02 \n", + "18 S003 FW02 \n", + "19 S003 FW02 \n", + "20 S010 FW01\\nFW02 \n", + "21 S009 FW02 \n", + "22 S008 FW02 \n", + "23 S008 FW02 \n", + "24 S008 FW02 \n", + "25 S008 FW01, FW02 \n", + "26 S008 FW02 \n", + "27 S008 FW02 \n", + "28 S008 FW02 \n", + "29 S007 FW02 \n", + "30 S007 FW02 \n", + "31 S007 FW02 \n", + "32 S007 FW02 \n", + "\n", + " longname \n", + "0 A001 - data scientist \n", + "1 A002 - target \n", + "2 A003 - trusted authority \n", + "3 A004 - activist \n", + "4 A005 - community group \n", + "5 A006 - educator \n", + "6 A007 - factchecker \n", + "7 A008 - library \n", + "8 A009 - NGO \n", + "9 A010 - religious organisation \n", + "10 A011 - school \n", + "11 A012 - account owner \n", + "12 A013 - content creator \n", + "13 A014 - elves \n", + "14 A015 - general public \n", + "15 A016 - influencer \n", + "16 A017 - coordinating body \n", + "17 A018 - government \n", + "18 A019 - military \n", + "19 A020 - policy maker \n", + "20 A021 - media organisation \n", + "21 A022 - company \n", + "22 A023 - adtech provider \n", + "23 A024 - developer \n", + "24 A025 - funding_site_admin \n", + "25 A026 - games designer \n", + "26 A027 - information security \n", + "27 A028 - platform administrator \n", + "28 A029 - server admininistrator \n", + "29 A030 - platforms \n", + "30 A031 - social media platform adminstrator \n", + "31 A032 - social media platform outreach \n", + "32 A033 - social media platform owner " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "disarm.df_actortypes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/CODE/.ipynb_checkpoints/generate_DISARM_sql-checkpoint.ipynb b/CODE/.ipynb_checkpoints/generate_DISARM_sql-checkpoint.ipynb new file mode 100644 index 0000000..f4b7d67 --- /dev/null +++ b/CODE/.ipynb_checkpoints/generate_DISARM_sql-checkpoint.ipynb @@ -0,0 +1,2548 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Create DISARM website sql\n", + "\n", + "Creates a sqlite version of the DISARM framework." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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amitt_idnamesummaryincident_idtechnique_idid
0IT00000001buy FB targeted adsI00002T00181
1IT00000010Targeted FB paid adsI00005T00182
2IT00000057Targeted FB paid adsI00017T00183
3IT00000002Promote \"funding\" campaignI00002T00174
4IT00000003create web-site - information pollutionI00002T00195
5IT00000014RT & Sputnik generate information pollutionI00005T00196
6IT00000031RT & Sputnik generate information pollution (r...I00007T00197
7IT00000037RT & Sputnik generate information pollutionI00009T00198
8IT00000061RT & Sputnik generate information pollutionI00017T00199
9IT00000082RT & Sputnik generate information pollution (s...I00029T001910
10IT00000094RT & Sputnik generate information pollutionI00032T001911
11IT00000120RT & Sputnik generate information pollutionI00044T001912
12IT00000137RT & Sputnik generate information pollution (s...I00049T001913
13IT00000146RT & Sputnik generate information pollution (s...I00050T001914
14IT00000156RT & Sputnik generate information pollutionI00051T001915
15IT00000180RT & Sputnik generate information pollution (s...I00063T001916
16IT00000004create web-site - information pollutionI00002T005617
17IT00000015RT & Sputnik generate information pollutionI00005T005618
18IT00000032RT & Sputnik generate information pollution (r...I00007T005619
19IT00000038RT & Sputnik generate information pollutionI00009T005620
20IT00000062RT & Sputnik generate information pollutionI00017T005621
21IT00000083RT & Sputnik generate information pollution (s...I00029T005622
22IT00000095RT & Sputnik generate information pollutionI00032T005623
23IT00000121RT & Sputnik generate information pollutionI00044T005624
24IT00000138RT & Sputnik generate information pollution (s...I00049T005625
25IT00000147RT & Sputnik generate information pollution (s...I00050T005626
26IT00000157RT & Sputnik generate information pollutionI00051T005627
27IT00000162State-run media seeds foreign influence enviro...I00053T005628
28IT00000181RT & Sputnik generate information pollution (s...I00063T005629
29IT00000005SEO optimisation/manipulation (\"key words\")I00002T004630
30IT00000022SEO optimisation/manipulation (\"key words\")I00005T004631
31IT00000043SEO optimisation/manipulation (\"key words\")I00010T004632
32IT00000071SEO optimisation/manipulation (\"key words\")I00017T004633
33IT00000085SEO optimisation/manipulation (\"key words\")I00029T004634
34IT00000103SEO optimisation/manipulation (\"key words\")I00032T004635
35IT00000125SEO optimisation/manipulation (\"key words\")I00044T004636
36IT00000140SEO optimisation/manipulation (\"key words\")I00049T004637
37IT00000149SEO optimisation/manipulation (\"key words\")I00050T004638
38IT00000161SEO optimisation/manipulation (\"key words\")I00051T004639
39IT00000172SEO optimisation/manipulation (\"key words\")I00056T004640
40IT00000183SEO optimisation/manipulation (\"key words\")I00063T004641
41IT00000006legacy web contentI00002T005842
42IT00000007hard to remove content and/or campaign/exploit...I00002T005843
43IT00000176legacy web contentI00056T005844
44IT00000008Twitter bots amplify & manipulateI00005T005445
45IT00000034Twitter bots amplify & manipulateI00007T005446
46IT00000041Twitter bots amplify & manipulateI00010T005447
47IT00000055Twitter bots amplify & manipulateI00017T005448
48IT00000076Twitter bots amplify & manipulateI00022T005449
49IT00000079Twitter bots amplify & manipulateI00029T005450
50IT00000090Twitter bots amplify & manipulateI00032T005451
51IT00000115Twitter bots amplify & manipulateI00042T005452
52IT00000118Twitter bots amplify & manipulateI00044T005453
53IT00000131Twitter bots amplify & manipulateI00047T005454
54IT00000134Twitter bots amplify & manipulateI00049T005455
55IT00000144Twitter bots amplify & manipulateI00050T005456
56IT00000154Twitter bots amplify & manipulateI00051T005457
57IT00000169Twitter bots amplify & manipulateI00056T005458
58IT00000177Twitter bots amplify & manipulateI00063T005459
59IT00000009Twitter trolls amplify & manipulateI00005T005360
60IT00000035Twitter trolls amplify & manipulateI00007T005361
61IT00000042Twitter trolls amplify & manipulateI00010T005362
62IT00000056Twitter trolls amplify & manipulateI00017T005363
63IT00000077Twitter trolls amplify & manipulateI00022T005364
64IT00000080Twitter trolls amplify & manipulateI00029T005365
65IT00000091Twitter trolls amplify & manipulateI00032T005366
66IT00000119Twitter trolls amplify & manipulateI00044T005367
67IT00000132Twitter trolls amplify & manipulateI00047T005368
68IT00000135Twitter trolls amplify & manipulateI00049T005369
69IT00000145Twitter trolls amplify & manipulateI00050T005370
70IT00000155Twitter trolls amplify & manipulateI00051T005371
71IT00000170Twitter trolls amplify & manipulateI00056T005372
72IT00000178Twitter trolls amplify & manipulateI00063T005373
73IT00000011Fake FB groups + dark contentI00005T000774
74IT00000029Fake twitter profiles to amplifyTwitter bots used to drive visbilityI00006T000775
75IT00000039FB pagesI00009T000776
76IT00000045FB pages/groups/profilesI00010T000777
77IT00000058Fake FB groups + dark contentI00017T000778
78IT00000078Fake FB groups/pages/profiles + dark contentI00022T000779
79IT00000092Fake FB groups/pages/profilesI00032T000780
80IT00000171Fake FB groups/pages/profiles + dark content (...I00056T000781
81IT00000012Digital to physical \"organize+promote\" rallies...I00005T005782
82IT00000059Digital to physical \"organize+promote\" rallies...I00017T005783
83IT00000093Digital to physical \"organize+promote\" rallies...I00032T005784
84IT00000164Events coordinated and promoted across media p...I00053T005785
85IT00000166Extend digital the physical space… gatherings ...I00053T005786
86IT00000013manipulate social media \"online polls\"?I00005T002987
87IT00000060manipulate social media \"online polls\"?I00017T002988
88IT00000016cultivate, manipulate, exploit useful idiotsI00005T001089
89IT00000033cultivate, manipulate, exploit useful idiots (...I00007T001090
90IT00000044cultivate, manipulate, exploit useful idiots (...I00010T001091
91IT00000063cultivate, manipulate, exploit useful idiotsI00017T001092
92IT00000084cultivate, manipulate, exploit useful idiotsI00029T001093
93IT00000104cultivate, manipulate, exploit useful idiots (...I00032T001094
94IT00000126cultivate, manipulate, exploit useful idiots (...I00044T001095
95IT00000139cultivate, manipulate, exploit useful idiots (...I00049T001096
96IT00000148cultivate, manipulate, exploit useful idiots (...I00050T001097
97IT00000158cultivate, manipulate, exploit useful idiotsI00051T001098
98IT00000182cultivate, manipulate, exploit useful idiotsI00063T001099
99IT00000017YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0031100
100IT00000046YouTube; RedditI00010T0031101
101IT00000064YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0031102
102IT00000087YouTube; Reddit;I00029T0031103
103IT00000096YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0031104
104IT00000122YouTube; RedditI00044T0031105
105IT00000142YouTube; Reddit;I00049T0031106
106IT00000151YouTube; Reddit;I00050T0031107
107IT00000159YouTube; RedditI00051T0031108
108IT00000185YouTube; Reddit;I00063T0031109
109IT00000018YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0032110
110IT00000047YouTube; RedditI00010T0032111
111IT00000065YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0032112
112IT00000088YouTube; Reddit;I00029T0032113
113IT00000097YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0032114
114IT00000123YouTube; RedditI00044T0032115
115IT00000143YouTube; Reddit;I00049T0032116
116IT00000152YouTube; Reddit;I00050T0032117
117IT00000160YouTube; RedditI00051T0032118
118IT00000186YouTube; Reddit;I00063T0032119
119IT00000019YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0034120
120IT00000067YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0034121
121IT00000099YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0034122
122IT00000020YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0035123
123IT00000068YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0035124
124IT00000100YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0035125
125IT00000021YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0036126
126IT00000069YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0036127
127IT00000101YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0036128
128IT00000023Memes... anti-immigration; euroskepticism; fea...Meme that ISIS was responsible for a local che...I00005T0021129
129IT00000072Memes... anti-immigration; euroskepticism; fea...I00017T0021130
130IT00000117memesI00042T0021131
131IT00000173Memes... anti-Isreal/USA/West, conspiracy narr...I00056T0021132
132IT00000024Backstop personasWikipedia fake persona \"AmandaGray91\".I00005T0030133
133IT00000074Backstop personasI00017T0030134
134IT00000025Use SMS/text messagesSMS messages sent to local residentsI00006T0043135
135IT00000026Fake video/imagesFake youtube video of ISIS claiming responsibi...I00006T0024136
136IT00000116photoshopped/fake imagesI00042T0024137
137IT00000027Create and use hashtagMain hashtag used was #ColumbianChemicalsI00006T0015138
138IT00000028Create and use hashtagMain hashtag used was #ColumbianChemicalsI00006T0055139
139IT00000030bait journalists/media/politiciansI00006T0039140
140IT00000049journalist/media baitingI00010T0039141
141IT00000053journalist/media baitingI00015T0039142
142IT00000036Using \"expert\"I00009T0045143
143IT00000040News circulated/amplifed by tertiary sites (Ru...I00009T0052144
144IT00000086News circulated/amplifed by tertiary sites (Ru...I00029T0052145
145IT00000141News circulated/amplifed by tertiary sites (Ru...I00049T0052146
146IT00000150News circulated/amplifed by tertiary sites (Mi...I00050T0052147
147IT00000184News circulated/amplifed by tertiary sites (Ru...I00063T0052148
148IT000000484Chan/8Chan - trial contentI00010T0020149
149IT000000704Chan/8Chan - trial contentI00017T0020150
150IT000001024Chan/8Chan - trial contentI00032T0020151
151IT000001244Chan/8Chan - trial contentI00044T0020152
152IT00000050Forge ('release' altered hacked documents)I00015T0025153
153IT00000051hack/leak/manipulate/distortI00015T0025154
154IT00000054hack/leak/manipulate/distortI00017T0025155
155IT00000075hack/leak/manipulate/distortI00022T0025156
156IT00000153hack/leak/manipulate/distortI00051T0025157
157IT00000052Circulate to media via DM, then release publiclyI00015T0044158
158IT00000066YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0033159
159IT00000098YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0033160
160IT00000073Click-bait (economic actors) fake news sites (...I00017T0016161
161IT000000814 D's (dismiss, distort, distract, dismay...Of...I00029T0001162
162IT000001284 D's (dismiss, distort, distract, dismay...Of...I00047T0001163
163IT00000129Russian FSB security service blamed Ukraine fo...I00047T0001164
164IT000001364 D's (dismiss, distort, distract, dismay...Of...I00049T0001165
165IT00000167China also plays victim, innocence, plays by r...I00053T0001166
166IT00000168Chinese ambassador Lu Shaye accused Canada of ...I00053T0001167
167IT000001794 D's (dismiss, distort, distract, dismay...Of...I00063T0001168
168IT00000089Demand insurmountable proofI00029T0040169
169IT00000133Demand insurmountable proofI00047T0040170
170IT000001052,000,000 people (est.) part of state run/spon...I00033T0049171
171IT00000112flood the Facebook pages of Taiwanese politici...I00034T0049172
172IT00000113Democratic Progressive Party (DPP), attracted ...I00034T0049173
173IT00000106fabricated social media commentI00033T0051174
174IT00000107domestic social media influence operations foc...I00033T0050175
175IT00000165Extend digital the physical space… gatherings ...I00053T0050176
176IT00000108cow online opinion leaders into submission, mu...I00033T0047177
177IT00000109cow online opinion leaders into submission, mu...I00033T0048178
178IT00000110facilitate state propaganda and defuse crisesI00033T0002179
179IT00000111Netizens from one of the largest discussion fo...I00034T0002180
180IT00000114“hack” of Qatar’s official news agencyI00042T0011181
181IT00000127Promote fake “experts” with impressive (and sc...I00044T0009182
182IT00000130(Distort) Kremlin-controlled RT cited Russian ...I00047T0023183
183IT00000163Distorted, saccharine “news” about the Chinese...I00053T0023184
184IT00000174Memes... anti-Isreal/USA/West, conspiracy narr...I00056T0022185
185IT00000175Fake news/synthetic web-sitesI00056T0008186
\n", + "
" + ], + "text/plain": [ + " amitt_id name \\\n", + "0 IT00000001 buy FB targeted ads \n", + "1 IT00000010 Targeted FB paid ads \n", + "2 IT00000057 Targeted FB paid ads \n", + "3 IT00000002 Promote \"funding\" campaign \n", + "4 IT00000003 create web-site - information pollution \n", + "5 IT00000014 RT & Sputnik generate information pollution \n", + "6 IT00000031 RT & Sputnik generate information pollution (r... \n", + "7 IT00000037 RT & Sputnik generate information pollution \n", + "8 IT00000061 RT & Sputnik generate information pollution \n", + "9 IT00000082 RT & Sputnik generate information pollution (s... \n", + "10 IT00000094 RT & Sputnik generate information pollution \n", + "11 IT00000120 RT & Sputnik generate information pollution \n", + "12 IT00000137 RT & Sputnik generate information pollution (s... \n", + "13 IT00000146 RT & Sputnik generate information pollution (s... \n", + "14 IT00000156 RT & Sputnik generate information pollution \n", + "15 IT00000180 RT & Sputnik generate information pollution (s... \n", + "16 IT00000004 create web-site - information pollution \n", + "17 IT00000015 RT & Sputnik generate information pollution \n", + "18 IT00000032 RT & Sputnik generate information pollution (r... \n", + "19 IT00000038 RT & Sputnik generate information pollution \n", + "20 IT00000062 RT & Sputnik generate information pollution \n", + "21 IT00000083 RT & Sputnik generate information pollution (s... \n", + "22 IT00000095 RT & Sputnik generate information pollution \n", + "23 IT00000121 RT & Sputnik generate information pollution \n", + "24 IT00000138 RT & Sputnik generate information pollution (s... \n", + "25 IT00000147 RT & Sputnik generate information pollution (s... \n", + "26 IT00000157 RT & Sputnik generate information pollution \n", + "27 IT00000162 State-run media seeds foreign influence enviro... \n", + "28 IT00000181 RT & Sputnik generate information pollution (s... \n", + "29 IT00000005 SEO optimisation/manipulation (\"key words\") \n", + "30 IT00000022 SEO optimisation/manipulation (\"key words\") \n", + "31 IT00000043 SEO optimisation/manipulation (\"key words\") \n", + "32 IT00000071 SEO optimisation/manipulation (\"key words\") \n", + "33 IT00000085 SEO optimisation/manipulation (\"key words\") \n", + "34 IT00000103 SEO optimisation/manipulation (\"key words\") \n", + "35 IT00000125 SEO optimisation/manipulation (\"key words\") \n", + "36 IT00000140 SEO optimisation/manipulation (\"key words\") \n", + "37 IT00000149 SEO optimisation/manipulation (\"key words\") \n", + "38 IT00000161 SEO optimisation/manipulation (\"key words\") \n", + "39 IT00000172 SEO optimisation/manipulation (\"key words\") \n", + "40 IT00000183 SEO optimisation/manipulation (\"key words\") \n", + "41 IT00000006 legacy web content \n", + "42 IT00000007 hard to remove content and/or campaign/exploit... \n", + "43 IT00000176 legacy web content \n", + "44 IT00000008 Twitter bots amplify & manipulate \n", + "45 IT00000034 Twitter bots amplify & manipulate \n", + "46 IT00000041 Twitter bots amplify & manipulate \n", + "47 IT00000055 Twitter bots amplify & manipulate \n", + "48 IT00000076 Twitter bots amplify & manipulate \n", + "49 IT00000079 Twitter bots amplify & manipulate \n", + "50 IT00000090 Twitter bots amplify & manipulate \n", + "51 IT00000115 Twitter bots amplify & manipulate \n", + "52 IT00000118 Twitter bots amplify & manipulate \n", + "53 IT00000131 Twitter bots amplify & manipulate \n", + "54 IT00000134 Twitter bots amplify & manipulate \n", + "55 IT00000144 Twitter bots amplify & manipulate \n", + "56 IT00000154 Twitter bots amplify & manipulate \n", + "57 IT00000169 Twitter bots amplify & manipulate \n", + "58 IT00000177 Twitter bots amplify & manipulate \n", + "59 IT00000009 Twitter trolls amplify & manipulate \n", + "60 IT00000035 Twitter trolls amplify & manipulate \n", + "61 IT00000042 Twitter trolls amplify & manipulate \n", + "62 IT00000056 Twitter trolls amplify & manipulate \n", + "63 IT00000077 Twitter trolls amplify & manipulate \n", + "64 IT00000080 Twitter trolls amplify & manipulate \n", + "65 IT00000091 Twitter trolls amplify & manipulate \n", + "66 IT00000119 Twitter trolls amplify & manipulate \n", + "67 IT00000132 Twitter trolls amplify & manipulate \n", + "68 IT00000135 Twitter trolls amplify & manipulate \n", + "69 IT00000145 Twitter trolls amplify & manipulate \n", + "70 IT00000155 Twitter trolls amplify & manipulate \n", + "71 IT00000170 Twitter trolls amplify & manipulate \n", + "72 IT00000178 Twitter trolls amplify & manipulate \n", + "73 IT00000011 Fake FB groups + dark content \n", + "74 IT00000029 Fake twitter profiles to amplify \n", + "75 IT00000039 FB pages \n", + "76 IT00000045 FB pages/groups/profiles \n", + "77 IT00000058 Fake FB groups + dark content \n", + "78 IT00000078 Fake FB groups/pages/profiles + dark content \n", + "79 IT00000092 Fake FB groups/pages/profiles \n", + "80 IT00000171 Fake FB groups/pages/profiles + dark content (... \n", + "81 IT00000012 Digital to physical \"organize+promote\" rallies... \n", + "82 IT00000059 Digital to physical \"organize+promote\" rallies... \n", + "83 IT00000093 Digital to physical \"organize+promote\" rallies... \n", + "84 IT00000164 Events coordinated and promoted across media p... \n", + "85 IT00000166 Extend digital the physical space… gatherings ... \n", + "86 IT00000013 manipulate social media \"online polls\"? \n", + "87 IT00000060 manipulate social media \"online polls\"? \n", + "88 IT00000016 cultivate, manipulate, exploit useful idiots \n", + "89 IT00000033 cultivate, manipulate, exploit useful idiots (... \n", + "90 IT00000044 cultivate, manipulate, exploit useful idiots (... \n", + "91 IT00000063 cultivate, manipulate, exploit useful idiots \n", + "92 IT00000084 cultivate, manipulate, exploit useful idiots \n", + "93 IT00000104 cultivate, manipulate, exploit useful idiots (... \n", + "94 IT00000126 cultivate, manipulate, exploit useful idiots (... \n", + "95 IT00000139 cultivate, manipulate, exploit useful idiots (... \n", + "96 IT00000148 cultivate, manipulate, exploit useful idiots (... \n", + "97 IT00000158 cultivate, manipulate, exploit useful idiots \n", + "98 IT00000182 cultivate, manipulate, exploit useful idiots \n", + "99 IT00000017 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "100 IT00000046 YouTube; Reddit \n", + "101 IT00000064 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "102 IT00000087 YouTube; Reddit; \n", + "103 IT00000096 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "104 IT00000122 YouTube; Reddit \n", + "105 IT00000142 YouTube; Reddit; \n", + "106 IT00000151 YouTube; Reddit; \n", + "107 IT00000159 YouTube; Reddit \n", + "108 IT00000185 YouTube; Reddit; \n", + "109 IT00000018 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "110 IT00000047 YouTube; Reddit \n", + "111 IT00000065 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "112 IT00000088 YouTube; Reddit; \n", + "113 IT00000097 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "114 IT00000123 YouTube; Reddit \n", + "115 IT00000143 YouTube; Reddit; \n", + "116 IT00000152 YouTube; Reddit; \n", + "117 IT00000160 YouTube; Reddit \n", + "118 IT00000186 YouTube; Reddit; \n", + "119 IT00000019 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "120 IT00000067 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "121 IT00000099 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "122 IT00000020 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "123 IT00000068 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "124 IT00000100 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "125 IT00000021 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "126 IT00000069 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "127 IT00000101 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "128 IT00000023 Memes... anti-immigration; euroskepticism; fea... \n", + "129 IT00000072 Memes... anti-immigration; euroskepticism; fea... \n", + "130 IT00000117 memes \n", + "131 IT00000173 Memes... anti-Isreal/USA/West, conspiracy narr... \n", + "132 IT00000024 Backstop personas \n", + "133 IT00000074 Backstop personas \n", + "134 IT00000025 Use SMS/text messages \n", + "135 IT00000026 Fake video/images \n", + "136 IT00000116 photoshopped/fake images \n", + "137 IT00000027 Create and use hashtag \n", + "138 IT00000028 Create and use hashtag \n", + "139 IT00000030 bait journalists/media/politicians \n", + "140 IT00000049 journalist/media baiting \n", + "141 IT00000053 journalist/media baiting \n", + "142 IT00000036 Using \"expert\" \n", + "143 IT00000040 News circulated/amplifed by tertiary sites (Ru... \n", + "144 IT00000086 News circulated/amplifed by tertiary sites (Ru... \n", + "145 IT00000141 News circulated/amplifed by tertiary sites (Ru... \n", + "146 IT00000150 News circulated/amplifed by tertiary sites (Mi... \n", + "147 IT00000184 News circulated/amplifed by tertiary sites (Ru... \n", + "148 IT00000048 4Chan/8Chan - trial content \n", + "149 IT00000070 4Chan/8Chan - trial content \n", + "150 IT00000102 4Chan/8Chan - trial content \n", + "151 IT00000124 4Chan/8Chan - trial content \n", + "152 IT00000050 Forge ('release' altered hacked documents) \n", + "153 IT00000051 hack/leak/manipulate/distort \n", + "154 IT00000054 hack/leak/manipulate/distort \n", + "155 IT00000075 hack/leak/manipulate/distort \n", + "156 IT00000153 hack/leak/manipulate/distort \n", + "157 IT00000052 Circulate to media via DM, then release publicly \n", + "158 IT00000066 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "159 IT00000098 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "160 IT00000073 Click-bait (economic actors) fake news sites (... \n", + "161 IT00000081 4 D's (dismiss, distort, distract, dismay...Of... \n", + "162 IT00000128 4 D's (dismiss, distort, distract, dismay...Of... \n", + "163 IT00000129 Russian FSB security service blamed Ukraine fo... \n", + "164 IT00000136 4 D's (dismiss, distort, distract, dismay...Of... \n", + "165 IT00000167 China also plays victim, innocence, plays by r... \n", + "166 IT00000168 Chinese ambassador Lu Shaye accused Canada of ... \n", + "167 IT00000179 4 D's (dismiss, distort, distract, dismay...Of... \n", + "168 IT00000089 Demand insurmountable proof \n", + "169 IT00000133 Demand insurmountable proof \n", + "170 IT00000105 2,000,000 people (est.) part of state run/spon... \n", + "171 IT00000112 flood the Facebook pages of Taiwanese politici... \n", + "172 IT00000113 Democratic Progressive Party (DPP), attracted ... \n", + "173 IT00000106 fabricated social media comment \n", + "174 IT00000107 domestic social media influence operations foc... \n", + "175 IT00000165 Extend digital the physical space… gatherings ... \n", + "176 IT00000108 cow online opinion leaders into submission, mu... \n", + "177 IT00000109 cow online opinion leaders into submission, mu... \n", + "178 IT00000110 facilitate state propaganda and defuse crises \n", + "179 IT00000111 Netizens from one of the largest discussion fo... \n", + "180 IT00000114 “hack” of Qatar’s official news agency \n", + "181 IT00000127 Promote fake “experts” with impressive (and sc... \n", + "182 IT00000130 (Distort) Kremlin-controlled RT cited Russian ... \n", + "183 IT00000163 Distorted, saccharine “news” about the Chinese... \n", + "184 IT00000174 Memes... anti-Isreal/USA/West, conspiracy narr... \n", + "185 IT00000175 Fake news/synthetic web-sites \n", + "\n", + " summary incident_id \\\n", + "0 I00002 \n", + "1 I00005 \n", + "2 I00017 \n", + "3 I00002 \n", + "4 I00002 \n", + "5 I00005 \n", + "6 I00007 \n", + "7 I00009 \n", + "8 I00017 \n", + "9 I00029 \n", + "10 I00032 \n", + "11 I00044 \n", + "12 I00049 \n", + "13 I00050 \n", + "14 I00051 \n", + "15 I00063 \n", + "16 I00002 \n", + "17 I00005 \n", + "18 I00007 \n", + "19 I00009 \n", + "20 I00017 \n", + "21 I00029 \n", + "22 I00032 \n", + "23 I00044 \n", + "24 I00049 \n", + "25 I00050 \n", + "26 I00051 \n", + "27 I00053 \n", + "28 I00063 \n", + "29 I00002 \n", + "30 I00005 \n", + "31 I00010 \n", + "32 I00017 \n", + "33 I00029 \n", + "34 I00032 \n", + "35 I00044 \n", + "36 I00049 \n", + "37 I00050 \n", + "38 I00051 \n", + "39 I00056 \n", + "40 I00063 \n", + "41 I00002 \n", + "42 I00002 \n", + "43 I00056 \n", + "44 I00005 \n", + "45 I00007 \n", + "46 I00010 \n", + "47 I00017 \n", + "48 I00022 \n", + "49 I00029 \n", + "50 I00032 \n", + "51 I00042 \n", + "52 I00044 \n", + "53 I00047 \n", + "54 I00049 \n", + "55 I00050 \n", + "56 I00051 \n", + "57 I00056 \n", + "58 I00063 \n", + "59 I00005 \n", + "60 I00007 \n", + "61 I00010 \n", + "62 I00017 \n", + "63 I00022 \n", + "64 I00029 \n", + "65 I00032 \n", + "66 I00044 \n", + "67 I00047 \n", + "68 I00049 \n", + "69 I00050 \n", + "70 I00051 \n", + "71 I00056 \n", + "72 I00063 \n", + "73 I00005 \n", + "74 Twitter bots used to drive visbility I00006 \n", + "75 I00009 \n", + "76 I00010 \n", + "77 I00017 \n", + "78 I00022 \n", + "79 I00032 \n", + "80 I00056 \n", + "81 I00005 \n", + "82 I00017 \n", + "83 I00032 \n", + "84 I00053 \n", + "85 I00053 \n", + "86 I00005 \n", + "87 I00017 \n", + "88 I00005 \n", + "89 I00007 \n", + "90 I00010 \n", + "91 I00017 \n", + "92 I00029 \n", + "93 I00032 \n", + "94 I00044 \n", + "95 I00049 \n", + "96 I00050 \n", + "97 I00051 \n", + "98 I00063 \n", + "99 I00005 \n", + "100 I00010 \n", + "101 I00017 \n", + "102 I00029 \n", + "103 I00032 \n", + "104 I00044 \n", + "105 I00049 \n", + "106 I00050 \n", + "107 I00051 \n", + "108 I00063 \n", + "109 I00005 \n", + "110 I00010 \n", + "111 I00017 \n", + "112 I00029 \n", + "113 I00032 \n", + "114 I00044 \n", + "115 I00049 \n", + "116 I00050 \n", + "117 I00051 \n", + "118 I00063 \n", + "119 I00005 \n", + "120 I00017 \n", + "121 I00032 \n", + "122 I00005 \n", + "123 I00017 \n", + "124 I00032 \n", + "125 I00005 \n", + "126 I00017 \n", + "127 I00032 \n", + "128 Meme that ISIS was responsible for a local che... I00005 \n", + "129 I00017 \n", + "130 I00042 \n", + "131 I00056 \n", + "132 Wikipedia fake persona \"AmandaGray91\". I00005 \n", + "133 I00017 \n", + "134 SMS messages sent to local residents I00006 \n", + "135 Fake youtube video of ISIS claiming responsibi... I00006 \n", + "136 I00042 \n", + "137 Main hashtag used was #ColumbianChemicals I00006 \n", + "138 Main hashtag used was #ColumbianChemicals I00006 \n", + "139 I00006 \n", + "140 I00010 \n", + "141 I00015 \n", + "142 I00009 \n", + "143 I00009 \n", + "144 I00029 \n", + "145 I00049 \n", + "146 I00050 \n", + "147 I00063 \n", + "148 I00010 \n", + "149 I00017 \n", + "150 I00032 \n", + "151 I00044 \n", + "152 I00015 \n", + "153 I00015 \n", + "154 I00017 \n", + "155 I00022 \n", + "156 I00051 \n", + "157 I00015 \n", + "158 I00017 \n", + "159 I00032 \n", + "160 I00017 \n", + "161 I00029 \n", + "162 I00047 \n", + "163 I00047 \n", + "164 I00049 \n", + "165 I00053 \n", + "166 I00053 \n", + "167 I00063 \n", + "168 I00029 \n", + "169 I00047 \n", + "170 I00033 \n", + "171 I00034 \n", + "172 I00034 \n", + "173 I00033 \n", + "174 I00033 \n", + "175 I00053 \n", + "176 I00033 \n", + "177 I00033 \n", + "178 I00033 \n", + "179 I00034 \n", + "180 I00042 \n", + "181 I00044 \n", + "182 I00047 \n", + "183 I00053 \n", + "184 I00056 \n", + "185 I00056 \n", + "\n", + " technique_id id \n", + "0 T0018 1 \n", + "1 T0018 2 \n", + "2 T0018 3 \n", + "3 T0017 4 \n", + "4 T0019 5 \n", + "5 T0019 6 \n", + "6 T0019 7 \n", + "7 T0019 8 \n", + "8 T0019 9 \n", + "9 T0019 10 \n", + "10 T0019 11 \n", + "11 T0019 12 \n", + "12 T0019 13 \n", + "13 T0019 14 \n", + "14 T0019 15 \n", + "15 T0019 16 \n", + "16 T0056 17 \n", + "17 T0056 18 \n", + "18 T0056 19 \n", + "19 T0056 20 \n", + "20 T0056 21 \n", + "21 T0056 22 \n", + "22 T0056 23 \n", + "23 T0056 24 \n", + "24 T0056 25 \n", + "25 T0056 26 \n", + "26 T0056 27 \n", + "27 T0056 28 \n", + "28 T0056 29 \n", + "29 T0046 30 \n", + "30 T0046 31 \n", + "31 T0046 32 \n", + "32 T0046 33 \n", + "33 T0046 34 \n", + "34 T0046 35 \n", + "35 T0046 36 \n", + "36 T0046 37 \n", + "37 T0046 38 \n", + "38 T0046 39 \n", + "39 T0046 40 \n", + "40 T0046 41 \n", + "41 T0058 42 \n", + "42 T0058 43 \n", + "43 T0058 44 \n", + "44 T0054 45 \n", + "45 T0054 46 \n", + "46 T0054 47 \n", + "47 T0054 48 \n", + "48 T0054 49 \n", + "49 T0054 50 \n", + "50 T0054 51 \n", + "51 T0054 52 \n", + "52 T0054 53 \n", + "53 T0054 54 \n", + "54 T0054 55 \n", + "55 T0054 56 \n", + "56 T0054 57 \n", + "57 T0054 58 \n", + "58 T0054 59 \n", + "59 T0053 60 \n", + "60 T0053 61 \n", + "61 T0053 62 \n", + "62 T0053 63 \n", + "63 T0053 64 \n", + "64 T0053 65 \n", + "65 T0053 66 \n", + "66 T0053 67 \n", + "67 T0053 68 \n", + "68 T0053 69 \n", + "69 T0053 70 \n", + "70 T0053 71 \n", + "71 T0053 72 \n", + "72 T0053 73 \n", + "73 T0007 74 \n", + "74 T0007 75 \n", + "75 T0007 76 \n", + "76 T0007 77 \n", + "77 T0007 78 \n", + "78 T0007 79 \n", + "79 T0007 80 \n", + "80 T0007 81 \n", + "81 T0057 82 \n", + "82 T0057 83 \n", + "83 T0057 84 \n", + "84 T0057 85 \n", + "85 T0057 86 \n", + "86 T0029 87 \n", + "87 T0029 88 \n", + "88 T0010 89 \n", + "89 T0010 90 \n", + "90 T0010 91 \n", + "91 T0010 92 \n", + "92 T0010 93 \n", + "93 T0010 94 \n", + "94 T0010 95 \n", + "95 T0010 96 \n", + "96 T0010 97 \n", + "97 T0010 98 \n", + "98 T0010 99 \n", + "99 T0031 100 \n", + "100 T0031 101 \n", + "101 T0031 102 \n", + "102 T0031 103 \n", + "103 T0031 104 \n", + "104 T0031 105 \n", + "105 T0031 106 \n", + "106 T0031 107 \n", + "107 T0031 108 \n", + "108 T0031 109 \n", + "109 T0032 110 \n", + "110 T0032 111 \n", + "111 T0032 112 \n", + "112 T0032 113 \n", + "113 T0032 114 \n", + "114 T0032 115 \n", + "115 T0032 116 \n", + "116 T0032 117 \n", + "117 T0032 118 \n", + "118 T0032 119 \n", + "119 T0034 120 \n", + "120 T0034 121 \n", + "121 T0034 122 \n", + "122 T0035 123 \n", + "123 T0035 124 \n", + "124 T0035 125 \n", + "125 T0036 126 \n", + "126 T0036 127 \n", + "127 T0036 128 \n", + "128 T0021 129 \n", + "129 T0021 130 \n", + "130 T0021 131 \n", + "131 T0021 132 \n", + "132 T0030 133 \n", + "133 T0030 134 \n", + "134 T0043 135 \n", + "135 T0024 136 \n", + "136 T0024 137 \n", + "137 T0015 138 \n", + "138 T0055 139 \n", + "139 T0039 140 \n", + "140 T0039 141 \n", + "141 T0039 142 \n", + "142 T0045 143 \n", + "143 T0052 144 \n", + "144 T0052 145 \n", + "145 T0052 146 \n", + "146 T0052 147 \n", + "147 T0052 148 \n", + "148 T0020 149 \n", + "149 T0020 150 \n", + "150 T0020 151 \n", + "151 T0020 152 \n", + "152 T0025 153 \n", + "153 T0025 154 \n", + "154 T0025 155 \n", + "155 T0025 156 \n", + "156 T0025 157 \n", + "157 T0044 158 \n", + "158 T0033 159 \n", + "159 T0033 160 \n", + "160 T0016 161 \n", + "161 T0001 162 \n", + "162 T0001 163 \n", + "163 T0001 164 \n", + "164 T0001 165 \n", + "165 T0001 166 \n", + "166 T0001 167 \n", + "167 T0001 168 \n", + "168 T0040 169 \n", + "169 T0040 170 \n", + "170 T0049 171 \n", + "171 T0049 172 \n", + "172 T0049 173 \n", + "173 T0051 174 \n", + "174 T0050 175 \n", + "175 T0050 176 \n", + "176 T0047 177 \n", + "177 T0048 178 \n", + "178 T0002 179 \n", + "179 T0002 180 \n", + "180 T0011 181 \n", + "181 T0009 182 \n", + "182 T0023 183 \n", + "183 T0023 184 \n", + "184 T0022 185 \n", + "185 T0008 186 " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Get AMITT variables\n", + "\n", + "import pandas as pd\n", + "import sqlite3 as sql\n", + "import os\n", + "from sqlalchemy import create_engine\n", + "from generate_amitt_ttps import Amitt\n", + "pd.set_option('display.max_rows', 1000)\n", + "\n", + "\n", + "# Generate AMITT datasets\n", + "amitt = Amitt()\n", + "\n", + "dbasetype = 'postgresql_local' #'sqlite' #'heroku'\n", + "\n", + "\n", + "# Create connection to database\n", + "if dbasetype == 'sqlite':\n", + " # Generate minimal sqlite database from the Amitt variables\n", + " conn = sql.connect('generated_files/DISARM_database.sqlite')\n", + "elif dbasetype == 'postgresql_local':\n", + " conn = create_engine('postgresql://sara:@localhost:5432/amittsite')\n", + "\n", + " \n", + "# Add table to database \n", + "def add_table(dataframe, tablename, columns): \n", + " # Create sql-appropriate table from dataframe\n", + " colnames = ', '.join(['{} TEXT NOT NULL'.format(col) for col in columns])\n", + " newtable = dataframe[columns].copy().applymap(str)\n", + " newtable['id'] = range(1,len(newtable)+1)\n", + " \n", + " # send to database\n", + " if dbasetype == 'sqlite':\n", + " conn.execute(\"DROP TABLE IF EXISTS {}\".format(tablename))\n", + " conn.execute('''CREATE TABLE {} (id INTEGER PRIMARY KEY AUTOINCREMENT, {});'''.format(tablename, colnames))\n", + " newtable.to_sql(tablename, conn, index=False, if_exists='append')\n", + " conn.commit()\n", + " elif dbasetype == 'postgresql_local':\n", + " newtable.to_sql(tablename, conn, index=False, if_exists='replace')\n", + " return newtable\n", + "\n", + "\n", + "# Build a cross-table\n", + "def object_tactics_techniques(objectcol, objecttable, crosstable):\n", + " # objects to techniques\n", + " ctech = crosstable.copy()\n", + " ctech = ctech[(ctech['technique_id'] != '') & (~ctech['technique_id'].str.startswith('TA'))]\n", + " ctech.rename(columns={'amitt_id':objectcol}, inplace=True)\n", + " ctech['summary'] = 'N/A'\n", + "\n", + " # objects to tactics\n", + " ctact = crosstable[crosstable['technique_id'].str.startswith('TA')].copy()\n", + " ctact.rename(columns={'amitt_id':objectcol, 'technique_id': 'tactic_id'}, inplace=True)\n", + " ctact['main_tactic'] = 'N'\n", + " ctactmain = objecttable[['amitt_id', 'tactic_id']].copy()\n", + " ctactmain.rename(columns={'amitt_id':objectcol}, inplace=True)\n", + " ctactmain['main_tactic'] = 'Y'\n", + " ctact = pd.concat([ctact, ctactmain], ignore_index=True, sort=False)\n", + " ctact['summary'] = 'N/A'\n", + " return(ctech, ctact)\n", + "\n", + "#Load all the tables - Heroku needs them in correct order... \n", + "\n", + "# -- frameworks --\n", + "\n", + "#newtable = add_table(amitt.df_actortypes, 'actor_type', ['amitt_id', 'sector_id', 'framework_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_counters, 'counter', ['amitt_id', 'tactic_id', 'metatechnique_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_detections, 'detection', ['amitt_id', 'tactic_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_frameworks, 'framework', ['amitt_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_metatechniques, 'metatechnique', ['amitt_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_phases, 'phase', ['amitt_id', 'name', 'rank', 'summary'])\n", + "newtable = add_table(amitt.df_playbooks, 'playbook', ['amitt_id', 'object_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_resources, 'resource', ['amitt_id', 'name', 'summary', 'resource_type'])\n", + "newtable = add_table(amitt.df_responsetypes, 'responsetype', ['amitt_id', 'name', 'summary'])\n", + "#newtable = add_table(amitt.df_sector, 'sector', ['amitt_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_tactics, 'tactic', ['amitt_id', 'phase_id', 'name', 'rank', 'summary'])\n", + "newtable = add_table(amitt.df_tasks, 'task', ['amitt_id', 'tactic_id', 'framework_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_techniques, 'technique', ['amitt_id', 'tactic_id', 'name', 'summary'])\n", + "\n", + "(ctech, ctact) = object_tactics_techniques('counter_id', amitt.df_counters, amitt.cross_counterid_techniqueid)\n", + "newtable = add_table(ctech, 'counter_technique', ['counter_id', 'technique_id', 'summary'])\n", + "newtable = add_table(ctact, 'counter_tactic', ['counter_id', 'tactic_id', 'main_tactic', 'summary'])\n", + "\n", + "(dtech, dtact) = object_tactics_techniques('detection_id', amitt.df_detections, amitt.cross_detectionid_techniqueid)\n", + "newtable = add_table(dtech, 'detection_technique', ['detection_id', 'technique_id', 'summary'])\n", + "newtable = add_table(dtact, 'detection_tactic', ['detection_id', 'tactic_id', 'main_tactic', 'summary'])\n", + "\n", + "# -- datasets --\n", + "\n", + "newtable = add_table(amitt.df_examples, 'example', ['amitt_id', 'object_id', 'name', 'summary'])\n", + "\n", + "# dataset\n", + "# reference - create this from other tables. \n", + "# Also need incidentcounter etc - create from data\n", + "newtable = add_table(amitt.df_groups, 'group', ['amitt_id', 'name', 'url', 'summary', \n", + " 'sector', 'primary_role', 'secondary_role', \n", + " 'primary_subject', 'secondary_subject', \n", + " 'volunteers', 'region', 'country', \n", + " 'twitter_handle'])\n", + "newtable = add_table(amitt.df_incidents, 'incident', ['amitt_id', 'name', 'summary', \n", + " 'year_started', 'attributions_seen', \n", + " 'found_in_country', 'objecttype'])\n", + "newtable = add_table(amitt.df_tools, 'tool', ['amitt_id', 'name', 'summary',\n", + " 'organization', 'url', 'category', \n", + " 'disinformation_use', 'cogseccollab_use', \n", + " 'function', 'code_url', 'artifacts', \n", + " 'automation', 'platform', 'accessibility'])\n", + "# incidenttechnique crosstable\n", + "it = vars(amitt)['it'][['amitt_id', 'name', 'summary', 'amitt_id_incident', 'amitt_id_technique']].copy()\n", + "it.rename(columns={'amitt_id_incident':'incident_id', 'amitt_id_technique': 'technique_id'}, inplace=True)\n", + "newtable = add_table(it, 'incident_technique', ['amitt_id', 'name', 'summary', \n", + " 'incident_id', 'technique_id'])\n", + "\n", + "# Load in users table, and close connection\n", + "if dbasetype == 'sqlite':\n", + " conn.execute(\"DROP TABLE IF EXISTS {}\".format('users'))\n", + " conn.execute('''CREATE TABLE users (id INTEGER PRIMARY KEY AUTOINCREMENT, username TEXT NOT NULL UNIQUE, password TEXT NOT NULL);''')\n", + " conn.close()\n", + "else:\n", + " dfusers = pd.DataFrame([['test','testing']], columns=['username', 'password'])\n", + " usertable = add_table(dfusers, 'users', ['username', 'password'])\n", + "\n", + "newtable" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## test area" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Check which amitt variables we can see from here\n", + "print('{}\\n'.format(vars(amitt).keys()))\n", + "testdfname = 'it'\n", + "testdf = vars(amitt)[testdfname]\n", + "print('{} columns: {}'.format(testdfname, testdf.columns))\n", + "testdf" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "it = vars(amitt)['it'][['amitt_id', 'name', 'summary', 'amitt_id_incident', 'amitt_id_technique']].copy()\n", + "it.rename(columns={'amitt_id_incident':'incident_id', \n", + " 'amitt_id_technique': 'technique_id'}, inplace=True)\n", + "it" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dii = vars(amitt)['df_incidents']\n", + "dii['objecttype'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dii[dii['objecttype'] == 'apt']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dii = vars(amitt)['df_techniques']\n", + "dii" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Generate arrays used to create D3 grids\n", + "dflists = dii.groupby('tactic_id')['amitt_id'].apply(list).reset_index()\n", + "dfidgrid = pd.DataFrame(dflists['amitt_id'].to_list())\n", + "dfgrid = pd.concat([dflists[['tactic_id']], dfidgrid], axis=1).fillna('')\n", + "gridarray = [dfgrid[col].to_list() for col in dfgrid.columns]\n", + "gridarray" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "it.index = it.amitt_id\n", + "it[['name']].transpose().to_dict('records')[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/CODE/DISARM_code_testbed.ipynb b/CODE/DISARM_code_testbed.ipynb new file mode 100644 index 0000000..22f267a --- /dev/null +++ b/CODE/DISARM_code_testbed.ipynb @@ -0,0 +1,425 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Test area for DISARM code" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['df_phases', 'df_frameworks', 'df_techniques', 'df_tasks', 'df_incidents', 'df_counters', 'df_detections', 'df_actortypes', 'df_resources', 'df_responsetypes', 'df_metatechniques', 'it', 'df_tactics', 'df_techniques_per_tactic', 'df_counters_per_tactic', 'phases', 'tactics', 'techniques', 'counters', 'metatechniques', 'actortypes', 'resources', 'num_tactics', 'cross_counterid_techniqueid', 'cross_counterid_resourceid', 'cross_counterid_actortypeid'])\n" + ] + }, + { + "data": { + "text/html": [ + "
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" print('Table changes: new tables are {}, lost tables are {}'.format(addedtables, losttables))\n", + "\n", + "def investigate_table(table):\n", + " print('\\n\\nTable {} is changed'.format(table))\n", + " # Column headings\n", + " coldiffs = set(newdfs[table].columns).symmetric_difference(set(olddfs[table].columns))\n", + " if len(coldiffs) > 0:\n", + " print('column differences: {}'.format(coldiffs))\n", + " # length\n", + " if len(newdfs[table]) != len(olddfs[table]):\n", + " print('length differences: new {} old {}'.format(len(newdfs[table]), len(olddfs[table])))\n", + "\n", + " # column by column\n", + " for column in newdfs[table].columns:\n", + " coldiffs = newdfs[table][column] != olddfs[table][column]\n", + " if len(newdfs[table][coldiffs]) > 0:\n", + " print('Differences in column {}'.format(column))\n", + " return\n", + "\n", + "for table in newdfs.keys():\n", + " if newdfs[table].equals(olddfs[table]) == False:\n", + " investigate_table(table)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Look at individual table differences\n", + "table = 'countermeasures'\n", + "column = 'summary'\n", + "coldiffs = newdfs[table][column] != olddfs[table][column]\n", + "diffcols = pd.DataFrame()\n", + "diffcols['amitt_id'] = newdfs[table][coldiffs]['amitt_id']\n", + "diffcols['new'] = newdfs[table][coldiffs][column]\n", + "diffcols['old'] = olddfs[table][coldiffs][column]\n", + "diffcols[diffcols['old'] != '']" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/CODE/generate_DISARM_incident_visualisations.ipynb b/CODE/generate_DISARM_incident_visualisations.ipynb new file mode 100644 index 0000000..59bd892 --- /dev/null +++ b/CODE/generate_DISARM_incident_visualisations.ipynb @@ -0,0 +1,268 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Create AMITT incident visualisations\n", + "\n", + "Many thanks to https://python-graph-gallery.com/91-customize-seaborn-heatmap/" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "import pandas as pd\n", + "import numpy as np\n", + "import generate_amitt_ttps\n", + "\n", + "# Check that heatmap works\n", + "df = pd.DataFrame(np.random.random((10,12)), columns=[\"a\",\"b\",\"c\",\"d\",\"e\",\"f\",\"g\",\"h\",\"i\",\"j\",\"k\",\"l\"])\n", + "sns.heatmap(df, annot=True, annot_kws={\"size\": 7})" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "amitt = generate_amitt_ttps.Amitt()\n", + "redgrid = amitt.create_padded_framework_table('AMITT Red', 'technique_ids', False)\n", + "\n", + "techcounts = amitt.it[['id_incident','id_technique']].drop_duplicates().groupby('id_technique').count().to_dict()['id_incident']\n", + "techlabels = redgrid[2:][:]\n", + "nrows = len(techlabels)\n", + "ncols = len(techlabels[0])\n", + "techgrid = np.zeros([nrows, ncols], dtype = int)\n", + "\n", + "for row in range(nrows):\n", + " for col in range(ncols):\n", + " if techlabels[row][col] in techcounts:\n", + " techgrid[row][col] = techcounts[techlabels[row][col]]\n", + "\n", + "sns.heatmap(techgrid, annot=True, annot_kws={\"size\": 7})\n", + "techgrid" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "amitt.df_tactics" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "amitt.it" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ct = amitt.cross_counterid_techniqueid\n", + "ct[ct['technique_id'] != '']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ct[(ct['id'] == 'C00197') & (ct['technique_id'].isin(['T0002', 'T0007']))]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ct = ct[ct['technique_id'].isin(amitt.df_techniques['id'].to_list()) & ct['id'].isin(amitt.df_counters['id'].to_list())]\n", + "ct" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "technique_id_list = ['T0007', 'T0008', 'T0022', 'T0023', 'T0043', 'T0052', 'T0036', 'T0037', 'T0038']\n", + "counter_id_list = ['C00009', 'C00008', 'C00042', 'C00030', 'C00093', 'C00193', 'C00073', 'C000197', 'C00174', 'C00205']\n", + "possible_counters_for_techniques = ct[ct['technique_id'].isin(technique_id_list)] \n", + "possible_techniques_for_counters = ct[ct['id'].isin(counter_id_list)] \n", + "coverage = ct[(ct['id'].isin(counter_id_list)) & (ct['technique_id'].isin(technique_id_list))]\n", + "coverage" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "possible_techniques_for_counters" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "possible_counters_for_techniques" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "clicked button T0045 8 7\n", + "clicked button T0046 9 7\n", + "clicked button T0049 4 8\n", + "clicked button T0057 2 9\n", + "clicked button T0060 4 10\n", + "clicked button T0029 2 6\n", + "clicked button T0016 2 4\n" + ] + } + ], + "source": [ + "import tkinter as Tk\n", + "import numpy as np\n", + "import generate_amitt_ttps\n", + "\n", + "class Begueradj(Tk.Frame):\n", + " def __init__(self,parent):\n", + " amitt = generate_amitt_ttps.Amitt()\n", + " self.redgrid = amitt.create_padded_framework_table('AMITT Red', 'technique_ids', False)\n", + " self.bluegrid = amitt.create_padded_framework_table('AMITT Blue', 'counter_ids', False)\n", + "\n", + " Tk.Frame.__init__(self, parent)\n", + " self.parent = parent\n", + " self.button= ''\n", + " self.initialize()\n", + " \n", + " def initialize(self):\n", + " '''\n", + " Draw the GUI\n", + " '''\n", + " self.parent.title(\"AMITT FRAMEWORK COVERAGE\") \n", + " self.parent.grid_rowconfigure(1,weight=1)\n", + " self.parent.grid_columnconfigure(1,weight=1)\n", + "\n", + " self.frame = Tk.Frame(self.parent) \n", + " self.frame.pack(fill=Tk.X, padx=5, pady=5)\n", + "\n", + " # Create a 6x7 array of zeros as the one you used\n", + " numrows = len(self.redgrid) - 1\n", + " numcols = len(self.redgrid[0])\n", + " self.buttons = {}\n", + " for row in range(1,numrows):\n", + " for col in range(0,numcols):\n", + " button_id = self.redgrid[row][col]\n", + " self.button = Tk.Button(self.frame, text = button_id, bg='blue', \n", + " command= lambda bid=button_id, row=row, col=col: self.clicked(bid, row, col))\n", + " self.button.grid(row=row, column=col)\n", + " \n", + " def clicked(self, bid, row, col):\n", + " print('clicked button {} {} {}'.format(bid, row, col))\n", + " self.find_in_grid(self.frame, row, col)\n", + "\n", + " def find_in_grid(self, frame, row, column):\n", + " for children in frame.children.values():\n", + " info = children.grid_info()\n", + " #note that rows and column numbers are stored as string\n", + " if info['row'] == str(row) and info['column'] == str(column):\n", + " print('{}'.format(children.get()))\n", + " return None\n", + "\n", + "root=Tk.Tk()\n", + "app = Begueradj(root) \n", + "root.mainloop()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "redgrid" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "for row in range(2,len(redgrid)):\n", + " print(len(redgrid[row]))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "redgrid[1][2]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/CODE/generate_DISARM_pages.ipynb b/CODE/generate_DISARM_pages.ipynb new file mode 100644 index 0000000..e795f39 --- /dev/null +++ b/CODE/generate_DISARM_pages.ipynb @@ -0,0 +1,575 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Generate AMITT github files\n", + "\n", + "Generate all the AMITT github files from the AMITT master spreadsheet, being careful to reatin any comments people have made below the \"don't write above this\" line in them. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "updated ../generated_pages/disarm_red_framework.md\n", + "updated ../generated_files/disarm_red_framework_clickable.html\n", + "updated ../generated_pages/disarm_blue_framework.md\n", + "updated ../generated_files/disarm_blue_framework_clickable.html\n", + "Temp: objecttype phase\n", + "updated ../generated_pages/phases_index.md\n", + "Temp: objecttype tactic\n", + "updated ../generated_pages/tactics_index.md\n", + "Temp: objecttype technique\n", + "updated ../generated_pages/techniques_index.md\n", + "Temp: objecttype task\n", + "updated ../generated_pages/tasks_index.md\n", + "Temp: objecttype incident\n", + "updated ../generated_pages/incidents_index.md\n", + "Temp: objecttype counter\n", + "updated ../generated_pages/counters_index.md\n", + "Temp: objecttype metatechnique\n", + "updated ../generated_pages/metatechniques_index.md\n", + "Temp: objecttype actortype\n", + "updated ../generated_pages/actortypes_index.md\n", + "updated ../generated_pages/responsetype_index.md\n", + "updated ../generated_pages/detections_index.md\n", + "updated ../generated_pages/tactics_by_responsetype_table.md\n", + "updated ../generated_pages/metatechniques_by_responsetype_table.md\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from generate_DISARM_pages import Disarm\n", + "disarm = Disarm()\n", + "disarm.generate_and_write_datafiles()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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disarm_idnamesummarysector_idsframework_idslongname
0A001data scientistPerson who can wrangle data, implement machine...S001, S002, S003, S004, S005, S006, S007, S008...FW01, FW02A001 - data scientist
1A002targetPerson being targeted by disinformation campaignS001, S002, S003, S004, S005, S006, S007, S008...FW02A002 - target
2A003trusted authorityInfluencerS001, S002, S003, S004, S005, S006, S007, S008...FW01, FW02A003 - trusted authority
3A004activistS002FW02A004 - activist
4A005community groupS002FW02A005 - community group
5A006educatorS002FW02A006 - educator
6A007factcheckerSomeone with the skills to verify whether info...S002FW02A007 - factchecker
7A008libraryS002FW02A008 - library
8A009NGOS002FW02A009 - NGO
9A010religious organisationS002FW02A010 - religious organisation
10A011schoolS002FW02A011 - school
11A012account ownerAnyone who owns an account onlineS006FW01\\nFW02A012 - account owner
12A013content creatorS006FW01\\nFW02A013 - content creator
13A014elvesS006FW02A014 - elves
14A015general publicS006FW02A015 - general public
15A016influencerS006FW01\\nFW02A016 - influencer
16A017coordinating bodyFor example the DHSS003FW02A017 - coordinating body
17A018governmentGovernment agenciesS003FW01\\nFW02A018 - government
18A019militaryS003FW02A019 - military
19A020policy makerS003FW02A020 - policy maker
20A021media organisationS010FW01\\nFW02A021 - media organisation
21A022companyS009FW02A022 - company
22A023adtech providerS008FW02A023 - adtech provider
23A024developerS008FW02A024 - developer
24A025funding_site_adminFunding site adminS008FW02A025 - funding_site_admin
25A026games designerS008FW01, FW02A026 - games designer
26A027information securityS008FW02A027 - information security
27A028platform administratorS008FW02A028 - platform administrator
28A029server admininistratorS008FW02A029 - server admininistrator
29A030platformsS007FW02A030 - platforms
30A031social media platform adminstratorPerson with the authority to make changes to a...S007FW02A031 - social media platform adminstrator
31A032social media platform outreachS007FW02A032 - social media platform outreach
32A033social media platform ownerPerson with authority to make changes to a soc...S007FW02A033 - social media platform owner
\n", + "
" + ], + "text/plain": [ + " disarm_id name \\\n", + "0 A001 data scientist \n", + "1 A002 target \n", + "2 A003 trusted authority \n", + "3 A004 activist \n", + "4 A005 community group \n", + "5 A006 educator \n", + "6 A007 factchecker \n", + "7 A008 library \n", + "8 A009 NGO \n", + "9 A010 religious organisation \n", + "10 A011 school \n", + "11 A012 account owner \n", + "12 A013 content creator \n", + "13 A014 elves \n", + "14 A015 general public \n", + "15 A016 influencer \n", + "16 A017 coordinating body \n", + "17 A018 government \n", + "18 A019 military \n", + "19 A020 policy maker \n", + "20 A021 media organisation \n", + "21 A022 company \n", + "22 A023 adtech provider \n", + "23 A024 developer \n", + "24 A025 funding_site_admin \n", + "25 A026 games designer \n", + "26 A027 information security \n", + "27 A028 platform administrator \n", + "28 A029 server admininistrator \n", + "29 A030 platforms \n", + "30 A031 social media platform adminstrator \n", + "31 A032 social media platform outreach \n", + "32 A033 social media platform owner \n", + "\n", + " summary \\\n", + "0 Person who can wrangle data, implement machine... \n", + "1 Person being targeted by disinformation campaign \n", + "2 Influencer \n", + "3 \n", + "4 \n", + "5 \n", + "6 Someone with the skills to verify whether info... \n", + "7 \n", + "8 \n", + "9 \n", + "10 \n", + "11 Anyone who owns an account online \n", + "12 \n", + "13 \n", + "14 \n", + "15 \n", + "16 For example the DHS \n", + "17 Government agencies \n", + "18 \n", + "19 \n", + "20 \n", + "21 \n", + "22 \n", + "23 \n", + "24 Funding site admin \n", + "25 \n", + "26 \n", + "27 \n", + "28 \n", + "29 \n", + "30 Person with the authority to make changes to a... \n", + "31 \n", + "32 Person with authority to make changes to a soc... \n", + "\n", + " sector_ids framework_ids \\\n", + "0 S001, S002, S003, S004, S005, S006, S007, S008... FW01, FW02 \n", + "1 S001, S002, S003, S004, S005, S006, S007, S008... FW02 \n", + "2 S001, S002, S003, S004, S005, S006, S007, S008... FW01, FW02 \n", + "3 S002 FW02 \n", + "4 S002 FW02 \n", + "5 S002 FW02 \n", + "6 S002 FW02 \n", + "7 S002 FW02 \n", + "8 S002 FW02 \n", + "9 S002 FW02 \n", + "10 S002 FW02 \n", + "11 S006 FW01\\nFW02 \n", + "12 S006 FW01\\nFW02 \n", + "13 S006 FW02 \n", + "14 S006 FW02 \n", + "15 S006 FW01\\nFW02 \n", + "16 S003 FW02 \n", + "17 S003 FW01\\nFW02 \n", + "18 S003 FW02 \n", + "19 S003 FW02 \n", + "20 S010 FW01\\nFW02 \n", + "21 S009 FW02 \n", + "22 S008 FW02 \n", + "23 S008 FW02 \n", + "24 S008 FW02 \n", + "25 S008 FW01, FW02 \n", + "26 S008 FW02 \n", + "27 S008 FW02 \n", + "28 S008 FW02 \n", + "29 S007 FW02 \n", + "30 S007 FW02 \n", + "31 S007 FW02 \n", + "32 S007 FW02 \n", + "\n", + " longname \n", + "0 A001 - data scientist \n", + "1 A002 - target \n", + "2 A003 - trusted authority \n", + "3 A004 - activist \n", + "4 A005 - community group \n", + "5 A006 - educator \n", + "6 A007 - factchecker \n", + "7 A008 - library \n", + "8 A009 - NGO \n", + "9 A010 - religious organisation \n", + "10 A011 - school \n", + "11 A012 - account owner \n", + "12 A013 - content creator \n", + "13 A014 - elves \n", + "14 A015 - general public \n", + "15 A016 - influencer \n", + "16 A017 - coordinating body \n", + "17 A018 - government \n", + "18 A019 - military \n", + "19 A020 - policy maker \n", + "20 A021 - media organisation \n", + "21 A022 - company \n", + "22 A023 - adtech provider \n", + "23 A024 - developer \n", + "24 A025 - funding_site_admin \n", + "25 A026 - games designer \n", + "26 A027 - information security \n", + "27 A028 - platform administrator \n", + "28 A029 - server admininistrator \n", + "29 A030 - platforms \n", + "30 A031 - social media platform adminstrator \n", + "31 A032 - social media platform outreach \n", + "32 A033 - social media platform owner " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "disarm.df_actortypes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/CODE/generate_DISARM_pages.py b/CODE/generate_DISARM_pages.py new file mode 100644 index 0000000..0fd180b --- /dev/null +++ b/CODE/generate_DISARM_pages.py @@ -0,0 +1,794 @@ +''' Manage DISARM metadata + +The DISARM github repo at https://github.com/cDISARMFoundation/DISARMFrameworks serves multiple purposes: +* Holds the master copy of DISARM (in excel file DISARM_FRAMEWORK_MASTER.xlsx) +* Holds the master copy of DISARM data (in excel file DISARM_DATA_MASTER.xlsx) +* Holds notes on each DISARM object (in excel file DISARM_comments.xlsx) +* Holds a list of suggested changes to DISARM, in the github repo's issues list +* Provides a set of indexed views of DISARM objects, to make exploring DISARM easier + +The file in this code updates the github repo contents, after the master spreadsheet is updated. +It creates this: +* A html page for each DISARM TTP object (creator and counter), if it doesn't already exist. + If a html page does exist, update the metadata on it, and preserve any hand-created + notes below the metadata area in it. +* A html page for each DISARM phase, tactic, and task. +* A html page for each incident used to create DISARM +* A grid view of all the DISARM creator techniques +* A grid view of all the DISARM counter techniques +* Indexes for the counter techniques, by tactic, resource and metatag + +Here are the file inputs and outputs associated with that work: + +Reads 1 excel file: MASTERDATA_DIR + 'DISARM_FRAMEWORKS_MASTER.xlsx' with sheets: +* phases +* techniques +* tasks +* incidents +* incidenttechniques +* tactics +* countermeasures +* actortypes +* resources +* responsetypes + +Reads template files from directory page_templates: +* template_phase.md +* template_tactic.md +* template_task.md +* template_technique.md +* template_incident.md +* template_counter.md + +Creates markdown files: +* GENERATED_PAGES_DIR + disarm_blue_framework.md +* GENERATED_PAGES_DIR + disarm_red_framework.md +* GENERATED_PAGES_DIR + disarm_red_framework_clickable.md +* GENERATED_PAGES_DIR + incidents_list.md +* GENERATED_PAGES_DIR + counter_tactic_counts.md +* GENERATED_PAGES_DIR + metatechniques_by_responsetype.md +* GENERATED_PAGES_DIR + resources_by_responsetype.md +* GENERATED_PAGES_DIR + tactics_by_responsetype.md +* GENERATED_PAGES_DIR + counter_tactics/*counters.md +* GENERATED_PAGES_DIR + metatechniques/*.md +* GENERATED_PAGES_DIR + resources_needed/*.md + +Updates markdown files: +* GENERATED_PAGES_DIR + phases/*.md +* GENERATED_PAGES_DIR + tactics/*.md +* GENERATED_PAGES_DIR + techniques/*.md +* GENERATED_PAGES_DIR + incidents/*.md +* GENERATED_PAGES_DIR + tasks/*.md +* GENERATED_PAGES_DIR + counters/*.md + +Creates CSVs +* GENERATED_FILES_DIR + generated_csvs/counters_tactics_table.csv +* GENERATED_FILES_DIR + generated_csvs/techniques_tactics_table.csv + +todo: +* add all framework comments to the repo issues list +* add clickable blue framework +* add detections +''' + +import pandas as pd +import numpy as np +import os +from sklearn.feature_extraction.text import CountVectorizer + +GENERATED_PAGES_DIR = '../generated_pages/' +GENERATED_FILES_DIR = '../generated_files/' +MASTERDATA_DIR = '../DISARM_MASTER_DATA/' + +class Disarm: + + + def __init__(self, + frameworkfile = MASTERDATA_DIR + 'DISARM_FRAMEWORKS_MASTER.xlsx', + datafile = MASTERDATA_DIR + 'DISARM_DATA_MASTER.xlsx', + commentsfile = MASTERDATA_DIR + 'DISARM_COMMENTS_MASTER.xlsx'): + + # Load metadata from file + metadata = {} + xlsx = pd.ExcelFile(frameworkfile) + for sheetname in xlsx.sheet_names: + metadata[sheetname] = xlsx.parse(sheetname) + metadata[sheetname].fillna('', inplace=True) + + xlsx = pd.ExcelFile(datafile) + for sheetname in xlsx.sheet_names: + metadata[sheetname] = xlsx.parse(sheetname) + metadata[sheetname].fillna('', inplace=True) + + # Create individual tables and dictionaries + self.df_phases = metadata['phases'] + self.df_frameworks = metadata['frameworks'] + self.df_techniques = metadata['techniques'] + self.df_tasks = metadata['tasks'] + self.df_incidents = metadata['incidents'] + self.df_groups = metadata['groups'] + self.df_tools = metadata['tools'] + self.df_examples = metadata['examples'] + self.df_counters = metadata['countermeasures'].sort_values('disarm_id') + self.df_counters[['tactic_id', 'tactic_name']] = self.df_counters['tactic'].str.split(' ', 1, expand=True) + self.df_counters[['metatechnique_id', 'metatechnique_name']] = self.df_counters['metatechnique'].str.split(' ', 1, expand=True) + self.df_detections = metadata['detections'] + self.df_detections[['tactic_id', 'tactic_name']] = self.df_detections['tactic'].str.split(' ', 1, expand=True) +# self.df_detections[['metatechnique_id', 'metatechnique_name']] = self.df_detections['metatechnique'].str.split(' ', 1, expand=True) #FIXIT + self.df_actortypes = metadata['actortypes'] + self.df_resources = metadata['resources'] + self.df_responsetypes = metadata['responsetypes'] + self.df_metatechniques = metadata['metatechniques'] + self.it = self.create_incident_technique_crosstable(metadata['incidenttechniques']) + self.df_tactics = metadata['tactics'] + self.df_playbooks = metadata['playbooks'] + + # Add columns containing lists of techniques and counters to the tactics dataframe + self.df_techniques_per_tactic = self.df_techniques.groupby('tactic_id')['disarm_id'].apply(list).reset_index().rename({'disarm_id':'technique_ids'}, axis=1) + self.df_counters_per_tactic = self.df_counters.groupby('tactic_id')['disarm_id'].apply(list).reset_index().rename({'disarm_id':'counter_ids'}, axis=1) + self.df_tactics = self.df_tactics.merge(self.df_techniques_per_tactic, left_on='disarm_id', right_on='tactic_id', how='left').fillna('').drop('tactic_id', axis=1) + self.df_tactics = self.df_tactics.merge(self.df_counters_per_tactic, left_on='disarm_id', right_on='tactic_id', how='left').fillna('').drop('tactic_id', axis=1) + + # Add simple dictionaries (id -> name) for objects + self.phases = self.make_object_dictionary(self.df_phases) + self.tactics = self.make_object_dictionary(self.df_tactics) + self.techniques = self.make_object_dictionary(self.df_techniques) + self.counters = self.make_object_dictionary(self.df_counters) + self.metatechniques = self.make_object_dictionary(self.df_metatechniques) + self.actortypes = self.make_object_dictionary(self.df_actortypes) + self.resources = self.make_object_dictionary(self.df_resources) + + # Create the data table for each framework file + self.num_tactics = len(self.df_tactics) + + # Create counters and detections cross-tables + self.cross_counterid_techniqueid = self.create_cross_table(self.df_counters[['disarm_id', 'techniques']], + 'techniques', 'technique', '\n') + self.cross_counterid_resourceid = self.create_cross_table(self.df_counters[['disarm_id', 'resources_needed']], + 'resources_needed', 'resource', ',') + self.cross_counterid_actortypeid = self.create_cross_table(self.df_counters[['disarm_id', 'actortypes']], + 'actortypes', 'actortype', ',') + self.cross_detectionid_techniqueid = self.create_cross_table(self.df_detections[['disarm_id', 'techniques']], + 'techniques', 'technique', '\n') + self.cross_detectionid_resourceid = self.create_cross_table(self.df_detections[['disarm_id', 'resources_needed']], + 'resources_needed', 'resource', ',') + self.cross_detectionid_actortypeid = self.create_cross_table(self.df_detections[['disarm_id', 'actortypes']], + 'actortypes', 'actortype', ',') + + + def create_incident_technique_crosstable(self, it_metadata): + # Generate full cross-table between incidents and techniques + + it = it_metadata + it.index=it['disarm_id'] + it = it['technique_ids'].str.split(',').apply(lambda x: pd.Series(x)).stack().reset_index(level=1, drop=True).to_frame('technique_id').reset_index().merge(it.drop('disarm_id', axis=1).reset_index()).drop('technique_ids', axis=1) + it = it.merge(self.df_incidents[['disarm_id','name']], + left_on='incident_id', right_on='disarm_id', + suffixes=['','_incident']).drop('incident_id', axis=1) + it = it.merge(self.df_techniques[['disarm_id','name']], + left_on='technique_id', right_on='disarm_id', + suffixes=['','_technique']).drop('technique_id', axis=1) + return(it) + + + def make_object_dictionary(self, df): + return(pd.Series(df.name.values,index=df.disarm_id).to_dict()) + + + def create_cross_table(self, df, col, newcol, divider=','): + ''' Convert a column with multiple values per cell into a crosstable + + # Thanks https://stackoverflow.com/questions/17116814/pandas-how-do-i-split-text-in-a-column-into-multiple-rows?noredirect=1 + ''' + crosstable = df.join(df[col] + .str.split(divider, expand=True).stack() + .reset_index(drop=True,level=1) + .rename(newcol)).drop(col, axis=1) + crosstable = crosstable[crosstable[newcol].notnull()] + crosstable[newcol+'_id'] = crosstable[newcol].str.split(' ').str[0] + crosstable.drop(newcol, axis=1, inplace=True) + return crosstable + + + def create_technique_incidents_string(self, techniqueid): + + incidentstr = ''' +| Incident | Descriptions given for this incident | +| -------- | -------------------- | +''' + incirow = '| [{0} {1}]({2}incidents/{0}.md) | {3} |\n' + its = self.it[self.it['disarm_id_technique']==techniqueid] + for index, row in its[['disarm_id_incident', 'name_incident']].drop_duplicates().sort_values('disarm_id_incident').iterrows(): + techstring = ', '.join(its[its['disarm_id_incident']==row['disarm_id_incident']]['name'].to_list()) + incidentstr += incirow.format(row['disarm_id_incident'], row['name_incident'], + GENERATED_PAGES_DIR, techstring) + return incidentstr + + + def create_incident_techniques_string(self, incidentid): + + techstr = ''' +| Technique | Description given for this incident | +| --------- | ------------------------- | +''' + techrow = '| [{0} {1}]({2}techniques/{0}.md) | {3} {4} |\n' + techlist = self.it[self.it['disarm_id_incident'] == incidentid] + for index, row in techlist.sort_values('disarm_id_technique').iterrows(): + techstr += techrow.format(row['disarm_id_technique'], row['name_technique'], + GENERATED_PAGES_DIR, row['disarm_id'], row['name']) + return techstr + + + def create_tactic_tasks_string(self, tactic_id): + + table_string = ''' +| Tasks | +| ----- | +''' + tactic_tasks = self.df_tasks[self.df_tasks['tactic_id']==tactic_id] + task_string = '| [{0} {1}]({2}tasks/{0}.md) |\n' + for index, row in tactic_tasks.sort_values('disarm_id').iterrows(): + table_string += task_string.format(row['disarm_id'], row['name'], GENERATED_PAGES_DIR) + return table_string + + + def create_tactic_techniques_string(self, tactic_id): + + table_string = ''' +| Techniques | +| ---------- | +''' + tactic_techniques = self.df_techniques[self.df_techniques['tactic_id']==tactic_id] + row_string = '| [{0} {1}]({2}techniques/{0}.md) |\n' + for index, row in tactic_techniques.sort_values('disarm_id').iterrows(): + table_string += row_string.format(row['disarm_id'], row['name'], GENERATED_PAGES_DIR) + return table_string + + + def create_object_counters_string(self, objectcolumn, object_id): + table_string = ''' +| Counters | Response types | +| -------- | -------------- | +''' + object_counters = self.df_counters[self.df_counters[objectcolumn]==object_id] + row_string = '| [{0} {1}]({2}counters/{0}.md) | {3} |\n' + for index, row in object_counters.sort_values(['responsetype', 'disarm_id']).iterrows(): + table_string += row_string.format(row['disarm_id'], row['name'], GENERATED_PAGES_DIR, row['responsetype']) + return table_string + + def create_technique_counters_string(self, technique_id): + table_string = ''' +| Counters | Response types | +| -------- | -------------- | +''' + technique_counters = self.cross_counterid_techniqueid[self.cross_counterid_techniqueid['technique_id']==technique_id] + technique_counters = pd.merge(technique_counters, self.df_counters[['disarm_id', 'name', 'responsetype']]) + row_string = '| [{0} {1}]({2}counters/{0}.md) | {3} |\n' + for index, row in technique_counters.sort_values('disarm_id').iterrows(): + table_string += row_string.format(row['disarm_id'], row['name'], GENERATED_PAGES_DIR, row['responsetype']) + return table_string + + def create_counter_actortypes_string(self, counter_id): + table_string = ''' +| Actor types | Sectors | +| ----------- | ------- | +''' + counter_actortypes = self.cross_counterid_actortypeid[self.cross_counterid_actortypeid['disarm_id']==counter_id] + counter_actortypes = pd.merge(counter_actortypes, self.df_actortypes[['disarm_id', 'name', 'sector_ids']], left_on='actortype_id', right_on='disarm_id') + row_string = '| [{0} {1}]({2}actortypes/{0}.md) | {3} |\n' + for index, row in counter_actortypes.sort_values('actortype_id').iterrows(): + table_string += row_string.format(row['actortype_id'], row['name'], GENERATED_PAGES_DIR, row['sector_ids']) + return table_string + + def create_actortype_counters_string(self, actortype_id): + table_string = ''' +| Counters | Response types | +| -------- | -------------- | +''' + actortype_counters = self.cross_counterid_actortypeid[self.cross_counterid_actortypeid['actortype_id']==actortype_id] + actortype_counters = pd.merge(actortype_counters, self.df_counters[['disarm_id', 'name', 'responsetype']]) + row_string = '| [{0} {1}]({2}counters/{0}.md) | {3} |\n' + for index, row in actortype_counters.sort_values('disarm_id').iterrows(): + table_string += row_string.format(row['disarm_id'], row['name'], GENERATED_PAGES_DIR, row['responsetype']) + return table_string + + def create_resource_counters_string(self, resource_id): + table_string = ''' +| Counters | Response types | +| -------- | -------------- | +''' + resource_counters = self.cross_counterid_resourceid[self.cross_counterid_resourceid['resource_id']==resource_id] + resource_counters = pd.merge(resource_counters, self.df_counters[['disarm_id', 'name', 'responsetype']]) + row_string = '| [{0} {1}]({2}counters/{0}.md) | {3} |\n' + for index, row in actortype_counters.sort_values('disarm_id').iterrows(): + table_string += row_string.format(row['disarm_id'], row['name'], GENERATED_PAGES_DIR, row['responsetype']) + return table_string + + + def create_counter_tactics_string(self, counter_id): + table_string = ''' +| Counters these Tactics | +| ---------------------- | +''' + # tactic_counters = self.df_counters[self.df_counters['tactic_id']==tactic_id] + # row_string = '| {0} | [{1} {2}]({3}counters/{1}.md) |\n' + # for index, row in tactic_counters.sort_values(['responsetype', 'disarm_id']).iterrows(): + # table_string += row_string.format(row['responsetype'], row['disarm_id'], row['name'], GENERATED_PAGES_DIR) + return table_string + + def create_counter_techniques_string(self, counter_id): + table_string = ''' +| Counters these Techniques | +| ------------------------- | +''' + counter_techniques = self.cross_counterid_techniqueid[self.cross_counterid_techniqueid['disarm_id']==counter_id] + counter_techniques = pd.merge(counter_techniques, self.df_techniques[['disarm_id', 'name']].rename(columns={'disarm_id': 'technique_id'})) + row_string = '| [{0} {1}]({2}techniques/{0}.md) |\n' + for index, row in counter_techniques.sort_values('disarm_id').iterrows(): + table_string += row_string.format(row['technique_id'], row['name'], GENERATED_PAGES_DIR) + return table_string + + def create_counter_incidents_string(self, counter_id): + table_string = ''' +| Seen in incidents | +| ----------------- | +''' + # tactic_counters = self.df_counters[self.df_counters['tactic_id']==tactic_id] + # row_string = '| {0} | [{1} {2}]({3}counters/{1}.md) |\n' + # for index, row in tactic_counters.sort_values(['responsetype', 'disarm_id']).iterrows(): + # table_string += row_string.format(row['responsetype'], row['disarm_id'], row['name'], GENERATED_PAGES_DIR) + return table_string + + + def write_object_index_to_file(self, objectname, objectcols, dfobject, outfile): + ''' Write HTML version of incident list to markdown file + + Assumes that dfobject has columns named 'disarm_id' and 'name' + ''' + + html = '''# DISARM {}: + + + +'''.format(objectname.capitalize()) + + # Create header row + html += '\n'.format('disarm_id') + html += ''.join(['\n'.format(col) for col in objectcols]) + html += '\n' + + # Add row for each object + for index, row in dfobject[dfobject['name'].notnull()].iterrows(): + html += '\n' + html += '\n'.format(objectname, row['disarm_id']) + html += ''.join(['\n'.format(row[col]) for col in objectcols]) + html += '\n' + html += '
{}{}
{1}{}
\n' + + # Write file + with open(outfile, 'w') as f: + f.write(html) + print('updated {}'.format(outfile)) + return + + def write_object_indexes_to_file(self): + ''' Create an index file for each object type. + ''' + self.write_object_index_to_file( + 'response types', ['name', 'summary'], + self.df_responsetypes, GENERATED_PAGES_DIR + 'responsetype_index.md') + self.write_object_index_to_file( + 'detections', ['name', 'summary', 'metatechnique', 'tactic', 'responsetype'], + self.df_detections, GENERATED_PAGES_DIR + 'detections_index.md') + + return + + def update_markdown_files(self): + ''' Create or update all the editable markdown files in the repo + + Reads in any user-written text before updating the header information above it + Does this for phase, tactic, technique, task, incident and counter objects + ''' + + warntext = 'DO NOT EDIT ABOVE THIS LINE - PLEASE ADD NOTES BELOW' + warnlen = len(warntext) + + metadata = { + 'phase': self.df_phases, + 'tactic': self.df_tactics, + 'technique': self.df_techniques, + 'task': self.df_tasks, + 'incident': self.df_incidents, + 'counter': self.df_counters, + 'metatechnique': self.df_metatechniques, + 'actortype': self.df_actortypes, + #'resource': self.df_resources, + #'responsetype': self.df_responsetypes, + #'detection': self.df_detections + } + + indexrows = { + 'phase': ['name', 'summary'], + 'tactic': ['name', 'summary', 'phase_id'], + 'technique': ['name', 'summary', 'tactic_id'], + 'task': ['name', 'summary', 'tactic_id'], + 'incident': ['name', 'objecttype', 'year_started', 'found_in_country', 'found_via'], + 'counter': ['name', 'summary', 'metatechnique', 'tactic', 'responsetype'], + 'detection': ['name', 'summary', 'metatechnique', 'tactic', 'responsetype'], + 'responsetype': ['name', 'summary'], + 'metatechnique': ['name', 'summary'], + 'actortype': ['name', 'summary', 'sector_ids'], + 'resource': ['name', 'summary', 'resource type'] + } + + for objecttype, df in metadata.items(): + print('Temp: objecttype {}'.format(objecttype)) + # Create objecttype directory if needed. Create index file for objecttype + objecttypeplural = objecttype + 's' + objecttypedir = GENERATED_PAGES_DIR + '{}'.format(objecttypeplural) + if not os.path.exists(objecttypedir): + os.makedirs(objecttypedir) + self.write_object_index_to_file(objecttypeplural, indexrows[objecttype], + metadata[objecttype], + GENERATED_PAGES_DIR + '{}_index.md'.format(objecttypeplural)) + + # Update or create file for every object with this objecttype type + template = open('page_templates/template_{}.md'.format(objecttype)).read() + for index, row in df[df['name'].notnull()].iterrows(): + + # First read in the file - if it exists - and grab everything + # below the "do not write about this line". Will write this + # out below new metadata. + datafile = GENERATED_PAGES_DIR + '{}/{}.md'.format(objecttypeplural, row['disarm_id']) + oldmetatext = '' + if os.path.exists(datafile): + with open(datafile) as f: + filetext = f.read() + warnpos = filetext.find(warntext) + if warnpos == -1: + print('no warning text found in {}: adding to file'.format(datafile)) + usertext = filetext + else: + oldmetatext = filetext[:warnpos+warnlen] + usertext = filetext[warnpos+warnlen:] + else: + usertext = '' + + # Now populate datafiles with new metadata plus old userdata + if objecttype == 'phase': + metatext = template.format(type='Phase', id=row['disarm_id'], name=row['name'], summary=row['summary']) + if objecttype == 'tactic': + metatext = template.format(type = 'Tactic', id=row['disarm_id'], name=row['name'], + phase=row['phase_id'], summary=row['summary'], + tasks=self.create_tactic_tasks_string(row['disarm_id']), + techniques=self.create_tactic_techniques_string(row['disarm_id']), + counters=self.create_object_counters_string('tactic_id', row['disarm_id'])) + if objecttype == 'task': + metatext = template.format(type='Task', id=row['disarm_id'], name=row['name'], + tactic=row['tactic_id'], summary=row['summary']) + if objecttype == 'technique': + metatext = template.format(type = 'Technique', id=row['disarm_id'], name=row['name'], + tactic=row['tactic_id'], summary=row['summary'], + incidents=self.create_technique_incidents_string(row['disarm_id']), + counters=self.create_technique_counters_string(row['disarm_id'])) + if objecttype == 'counter': + metatext = template.format(type = 'Counter', id=row['disarm_id'], name=row['name'], + tactic=row['tactic_id'], summary=row['summary'], + playbooks='', metatechnique=row['metatechnique'], + actortypes=self.create_counter_actortypes_string(row['disarm_id']), + resources_needed=row['resources_needed'], + tactics=self.create_counter_tactics_string(row['disarm_id']), + techniques=self.create_counter_techniques_string(row['disarm_id']), + incidents=self.create_counter_incidents_string(row['disarm_id'])) + if objecttype == 'incident': + metatext = template.format(type = 'Incident', id=row['disarm_id'], name=row['name'], + incidenttype=row['objecttype'], summary=row['summary'], + yearstarted=row['year_started'], + fromcountry=row['attributions_seen'], + tocountry=row['found_in_country'], + foundvia=row['found_via'], + dateadded=row['when_added'], + techniques=self.create_incident_techniques_string(row['disarm_id'])) + if objecttype == 'actortype': + metatext = template.format(type = 'Actor', id=row['disarm_id'], name=row['name'], + summary=row['summary'], sector=row['sector_ids'], + viewpoint=row['framework_ids'], + counters=self.create_actortype_counters_string(row['disarm_id'])) + if objecttype == 'resource': + metatext = template.format(type = 'Resource', id=row['disarm_id'], name=row['name'], + summary=row['summary'], resource_type=row['resource_type'], + counters=self.create_resource_counters_string(row['disarm_id'])) + if objecttype == 'metatechnique': + metatext = template.format(type='Metatechnique', id=row['disarm_id'], name=row['name'], + summary=row['summary'], + counters=self.create_object_counters_string('metatechnique_id', row['disarm_id'])) + + # Make sure the user data goes in + if (metatext + warntext) != oldmetatext: + print('Updating {}'.format(datafile)) + with open(datafile, 'w') as f: + f.write(metatext) + f.write(warntext) + f.write(usertext) + f.close() + return + + + def create_padded_framework_table(self, title, ttp_col, tocsv=True): + # Create the master grid that we make all the framework visuals from + # cols = number of tactics + # rows = max number of techniques per tactic + 2 + + numrows = max(self.df_tactics[ttp_col].apply(len)) + 2 + + arr = [['' for i in range(self.num_tactics)] for j in range(numrows)] + for index, tactic in self.df_tactics.iterrows(): + arr[0][index] = tactic['phase_id'] + arr[1][index] = tactic['disarm_id'] + if tactic[ttp_col] == '': + continue + for index2, technique in enumerate(tactic[ttp_col]): + arr[index2+2][index] = technique + + #Save grid to file + if tocsv: + snakecase_title = title.replace(' ', '_') + csvdir = GENERATED_FILES_DIR + if not os.path.exists(csvdir): + os.makedirs(csvdir) + pd.DataFrame(arr).to_csv('{0}/{1}_ids.csv'.format(csvdir, snakecase_title), index=False, header=False) + + return(arr) + + + def write_disarm_frameworks(self): + + self.write_disarm_framework_files("red framework", self.techniques, "techniques", 'technique_ids') + self.write_disarm_framework_files("blue framework", self.counters, "counters", 'counter_ids') + return + + def write_disarm_framework_files(self, title, ttp_dictionary, ttp_dir, ttp_col): + # Write HTML version of framework diagram to markdown file + # Needs phases, tactics + snakecase_title = title.replace(' ', '_') + outfile = GENERATED_PAGES_DIR + 'disarm_{}.md'.format(snakecase_title) + clickable_file = GENERATED_FILES_DIR + 'disarm_{}_clickable.html'.format(snakecase_title) + + # Create padded table to make the writing easier + padded_table = self.create_padded_framework_table(title, ttp_col) + + + html = '''# DISARM {}: Latest Framework + + + +'''.format(title.capitalize()) + + # row with phase names in - removed because it makes the tables confusing + # for col in range(self.num_tactics): + # html += '\n'.format( + # padded_table[0][col], self.phases[padded_table[0][col]]) + # html += '\n' + + html += '\n' + for col in range(self.num_tactics): + html += '\n'.format( + padded_table[1][col], self.tactics[padded_table[1][col]]) + html += '\n\n' + + for row in range(2,len(padded_table)): + for col in range(self.num_tactics): + if padded_table[row][col] == '': + html += '\n' + else: + html += '\n'.format( + ttp_dir, padded_table[row][col], ttp_dictionary[padded_table[row][col]]) + html += '\n\n' + html += '\n
{0} {1}
{0} {1}
{1} {2}
\n' + + with open(outfile, 'w') as f: + f.write(html) + print('updated {}'.format(outfile)) + + # Clickable version + self.write_clickable_disarm_framework_file(title, padded_table, ttp_dictionary, clickable_file) + + return + + + def write_clickable_disarm_framework_file(self, title, padded_table, ttp_dictionary, outfile): + # Write clickable html version of the matrix grid to html file + + html = ''' + + + DISARM {} + + + + + +

DISARM

+ + +'''.format(title.capitalize()) + + html += '\n' + for col in range(self.num_tactics): + html += '\n'.format(padded_table[0][col], self.phases[padded_table[0][col]]) + html += '\n' + + html += '\n' + for col in range(self.num_tactics): + html += '\n'.format(padded_table[1][col], self.tactics[padded_table[1][col]]) + html += '\n' + + liststr = '' + html += '\n' + for row in range(2,len(padded_table)): + for col in range(self.num_tactics): + techid = padded_table[row][col] + if techid == '': + html += '\n' + else: + html += '\n'.format( + techid, ttp_dictionary[techid]) + liststr += '\n'.format( + techid, ttp_dictionary[techid]) + + html += '\n\n' + html += '\n
{0} {1}
{0} {1}
{0} {1}
\n
\n' + + html += '
    \n{}
\n'.format(liststr) + html += ''' + + +''' + + with open(outfile, 'w') as f: + f.write(html) + print('updated {}'.format(outfile)) + return + + + def print_technique_incidents(self): + for id_technique in self.df_techniques['disarm_id'].to_list(): + print('{}\n{}'.format(id_technique, + self.create_incidentstring(id_technique))) + return + + + def print_incident_techniques(self): + for id_incident in self.df_incidents['disarm_id'].to_list(): + print('{}\n{}'.format(id_incident, + self.create_techstring(id_incident))) + return + + + def analyse_counter_text(self, col='name'): + # Analyse text in counter descriptions + alltext = (' ').join(self.df_counters[col].to_list()).lower() + count_vect = CountVectorizer(stop_words='english') + word_counts = count_vect.fit_transform([alltext]) + dfw = pd.DataFrame(word_counts.A, columns=count_vect.get_feature_names()).transpose() + dfw.columns = ['count'] + dfw = dfw.sort_values(by='count', ascending=False) + return(dfw) + + + def analyse_coverage(self, technique_id_list, counter_id_list): + ct = self.cross_counterid_techniqueid.copy() + ct = ct[ct['technique_id'].isin(self.df_techniques['disarm_id'].to_list()) & ct['disarm_id'].isin(self.df_counters['disarm_id'].to_list())] + possible_counters_for_techniques = ct[ct['technique_id'].isin(technique_id_list)] + possible_techniques_for_counters = ct[ct['technique_id'].isin(counter_id_list)] + coverage = ct[(ct['disarm_id'].isin(counter_id_list)) & (ct['technique_id'].isin(technique_id_list))] + return coverage, possible_counters_for_techniques, possible_techniques_for_counters + + + def write_counts_table_to_file(self, objectname, objectdict, counts_table, outfile): + html = '''# DISARM {} courses of action + + + + + '''.format(objectname.capitalize()) + + # Table heading row + for col in counts_table.columns.get_level_values(1)[:-1]: + html += '\n'.format(col) + html += '\n' + + # Data rows + for index, counts in counts_table.iterrows(): + html += '\n'.format( + objectname, index, objectdict[index], GENERATED_PAGES_DIR) + for val in counts.values: + html += '\n'.format(val) + html += '\n\n' + + # Column sums + html += '\n' + for val in counts_table.sum().values: + html += '\n'.format(val) + html += '\n
{}TOTALS
{1} {2}{}
TOTALS{}
\n' + + with open(outfile, 'w') as f: + f.write(html) + print('updated {}'.format(outfile)) + + return + + + def write_responsetype_tactics_table_file(self, outfile = GENERATED_PAGES_DIR + 'tactics_by_responsetype_table.md'): + ''' Write course of action matrix for tactics vs responsetype + ''' + + counts_table = pd.pivot_table(self.df_counters[['responsetype', 'tactic_id','disarm_id']], + index='tactic_id', columns='responsetype', aggfunc=len, + fill_value=0) + counts_table['TOTALS'] = counts_table.sum(axis=1) + + self.write_counts_table_to_file('tactic', self.tactics, counts_table, outfile) + return + + + def write_metatechniques_responsetype_table_file(self, outfile = GENERATED_PAGES_DIR + 'metatechniques_by_responsetype_table.md'): + + counts_table = pd.pivot_table(self.df_counters[['responsetype', 'metatechnique_id','disarm_id']], + index='metatechnique_id', columns='responsetype', aggfunc=len, + fill_value=0) + counts_table['TOTALS'] = counts_table.sum(axis=1) + + self.write_counts_table_to_file('metatechnique', self.metatechniques, counts_table, outfile) + return + + + def write_resources_responsetype_table_file(self, outfile = GENERATED_PAGES_DIR + 'resources_by_responsetype_table.md'): + + # dirty hack because there are lots of -blanks?- in the cross-table that should have been filtered out + crosstable_with_responsetype = self.cross_counterid_resourceid.merge(self.df_counters[['disarm_id', 'responsetype']]) + crosstable_with_responsetype = crosstable_with_responsetype[crosstable_with_responsetype['responsetype'].isin(self.resources.keys())] + counts_table = pd.pivot_table(crosstable_with_responsetype, + index='resource_id', columns='responsetype', aggfunc=len, + fill_value=0) + counts_table['TOTALS'] = counts_table.sum(axis=1) + + self.write_counts_table_to_file('resource', self.resources, counts_table, outfile) + return + + + def generate_and_write_datafiles(self): + + # Framework matrices + self.write_disarm_frameworks() + # Editable files + self.update_markdown_files() + self.write_object_indexes_to_file() + # Cross tables + self.write_responsetype_tactics_table_file() + self.write_metatechniques_responsetype_table_file() + # FIXIT - this is just giving trouble today self.write_resources_responsetype_table_file() + + return + + +def main(): + disarm = Disarm() + disarm.generate_and_write_datafiles() + + +if __name__ == "__main__": + main() diff --git a/CODE/generate_DISARM_sql.ipynb b/CODE/generate_DISARM_sql.ipynb new file mode 100644 index 0000000..f4b7d67 --- /dev/null +++ b/CODE/generate_DISARM_sql.ipynb @@ -0,0 +1,2548 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Create DISARM website sql\n", + "\n", + "Creates a sqlite version of the DISARM framework." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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amitt_idnamesummaryincident_idtechnique_idid
0IT00000001buy FB targeted adsI00002T00181
1IT00000010Targeted FB paid adsI00005T00182
2IT00000057Targeted FB paid adsI00017T00183
3IT00000002Promote \"funding\" campaignI00002T00174
4IT00000003create web-site - information pollutionI00002T00195
5IT00000014RT & Sputnik generate information pollutionI00005T00196
6IT00000031RT & Sputnik generate information pollution (r...I00007T00197
7IT00000037RT & Sputnik generate information pollutionI00009T00198
8IT00000061RT & Sputnik generate information pollutionI00017T00199
9IT00000082RT & Sputnik generate information pollution (s...I00029T001910
10IT00000094RT & Sputnik generate information pollutionI00032T001911
11IT00000120RT & Sputnik generate information pollutionI00044T001912
12IT00000137RT & Sputnik generate information pollution (s...I00049T001913
13IT00000146RT & Sputnik generate information pollution (s...I00050T001914
14IT00000156RT & Sputnik generate information pollutionI00051T001915
15IT00000180RT & Sputnik generate information pollution (s...I00063T001916
16IT00000004create web-site - information pollutionI00002T005617
17IT00000015RT & Sputnik generate information pollutionI00005T005618
18IT00000032RT & Sputnik generate information pollution (r...I00007T005619
19IT00000038RT & Sputnik generate information pollutionI00009T005620
20IT00000062RT & Sputnik generate information pollutionI00017T005621
21IT00000083RT & Sputnik generate information pollution (s...I00029T005622
22IT00000095RT & Sputnik generate information pollutionI00032T005623
23IT00000121RT & Sputnik generate information pollutionI00044T005624
24IT00000138RT & Sputnik generate information pollution (s...I00049T005625
25IT00000147RT & Sputnik generate information pollution (s...I00050T005626
26IT00000157RT & Sputnik generate information pollutionI00051T005627
27IT00000162State-run media seeds foreign influence enviro...I00053T005628
28IT00000181RT & Sputnik generate information pollution (s...I00063T005629
29IT00000005SEO optimisation/manipulation (\"key words\")I00002T004630
30IT00000022SEO optimisation/manipulation (\"key words\")I00005T004631
31IT00000043SEO optimisation/manipulation (\"key words\")I00010T004632
32IT00000071SEO optimisation/manipulation (\"key words\")I00017T004633
33IT00000085SEO optimisation/manipulation (\"key words\")I00029T004634
34IT00000103SEO optimisation/manipulation (\"key words\")I00032T004635
35IT00000125SEO optimisation/manipulation (\"key words\")I00044T004636
36IT00000140SEO optimisation/manipulation (\"key words\")I00049T004637
37IT00000149SEO optimisation/manipulation (\"key words\")I00050T004638
38IT00000161SEO optimisation/manipulation (\"key words\")I00051T004639
39IT00000172SEO optimisation/manipulation (\"key words\")I00056T004640
40IT00000183SEO optimisation/manipulation (\"key words\")I00063T004641
41IT00000006legacy web contentI00002T005842
42IT00000007hard to remove content and/or campaign/exploit...I00002T005843
43IT00000176legacy web contentI00056T005844
44IT00000008Twitter bots amplify & manipulateI00005T005445
45IT00000034Twitter bots amplify & manipulateI00007T005446
46IT00000041Twitter bots amplify & manipulateI00010T005447
47IT00000055Twitter bots amplify & manipulateI00017T005448
48IT00000076Twitter bots amplify & manipulateI00022T005449
49IT00000079Twitter bots amplify & manipulateI00029T005450
50IT00000090Twitter bots amplify & manipulateI00032T005451
51IT00000115Twitter bots amplify & manipulateI00042T005452
52IT00000118Twitter bots amplify & manipulateI00044T005453
53IT00000131Twitter bots amplify & manipulateI00047T005454
54IT00000134Twitter bots amplify & manipulateI00049T005455
55IT00000144Twitter bots amplify & manipulateI00050T005456
56IT00000154Twitter bots amplify & manipulateI00051T005457
57IT00000169Twitter bots amplify & manipulateI00056T005458
58IT00000177Twitter bots amplify & manipulateI00063T005459
59IT00000009Twitter trolls amplify & manipulateI00005T005360
60IT00000035Twitter trolls amplify & manipulateI00007T005361
61IT00000042Twitter trolls amplify & manipulateI00010T005362
62IT00000056Twitter trolls amplify & manipulateI00017T005363
63IT00000077Twitter trolls amplify & manipulateI00022T005364
64IT00000080Twitter trolls amplify & manipulateI00029T005365
65IT00000091Twitter trolls amplify & manipulateI00032T005366
66IT00000119Twitter trolls amplify & manipulateI00044T005367
67IT00000132Twitter trolls amplify & manipulateI00047T005368
68IT00000135Twitter trolls amplify & manipulateI00049T005369
69IT00000145Twitter trolls amplify & manipulateI00050T005370
70IT00000155Twitter trolls amplify & manipulateI00051T005371
71IT00000170Twitter trolls amplify & manipulateI00056T005372
72IT00000178Twitter trolls amplify & manipulateI00063T005373
73IT00000011Fake FB groups + dark contentI00005T000774
74IT00000029Fake twitter profiles to amplifyTwitter bots used to drive visbilityI00006T000775
75IT00000039FB pagesI00009T000776
76IT00000045FB pages/groups/profilesI00010T000777
77IT00000058Fake FB groups + dark contentI00017T000778
78IT00000078Fake FB groups/pages/profiles + dark contentI00022T000779
79IT00000092Fake FB groups/pages/profilesI00032T000780
80IT00000171Fake FB groups/pages/profiles + dark content (...I00056T000781
81IT00000012Digital to physical \"organize+promote\" rallies...I00005T005782
82IT00000059Digital to physical \"organize+promote\" rallies...I00017T005783
83IT00000093Digital to physical \"organize+promote\" rallies...I00032T005784
84IT00000164Events coordinated and promoted across media p...I00053T005785
85IT00000166Extend digital the physical space… gatherings ...I00053T005786
86IT00000013manipulate social media \"online polls\"?I00005T002987
87IT00000060manipulate social media \"online polls\"?I00017T002988
88IT00000016cultivate, manipulate, exploit useful idiotsI00005T001089
89IT00000033cultivate, manipulate, exploit useful idiots (...I00007T001090
90IT00000044cultivate, manipulate, exploit useful idiots (...I00010T001091
91IT00000063cultivate, manipulate, exploit useful idiotsI00017T001092
92IT00000084cultivate, manipulate, exploit useful idiotsI00029T001093
93IT00000104cultivate, manipulate, exploit useful idiots (...I00032T001094
94IT00000126cultivate, manipulate, exploit useful idiots (...I00044T001095
95IT00000139cultivate, manipulate, exploit useful idiots (...I00049T001096
96IT00000148cultivate, manipulate, exploit useful idiots (...I00050T001097
97IT00000158cultivate, manipulate, exploit useful idiotsI00051T001098
98IT00000182cultivate, manipulate, exploit useful idiotsI00063T001099
99IT00000017YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0031100
100IT00000046YouTube; RedditI00010T0031101
101IT00000064YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0031102
102IT00000087YouTube; Reddit;I00029T0031103
103IT00000096YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0031104
104IT00000122YouTube; RedditI00044T0031105
105IT00000142YouTube; Reddit;I00049T0031106
106IT00000151YouTube; Reddit;I00050T0031107
107IT00000159YouTube; RedditI00051T0031108
108IT00000185YouTube; Reddit;I00063T0031109
109IT00000018YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0032110
110IT00000047YouTube; RedditI00010T0032111
111IT00000065YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0032112
112IT00000088YouTube; Reddit;I00029T0032113
113IT00000097YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0032114
114IT00000123YouTube; RedditI00044T0032115
115IT00000143YouTube; Reddit;I00049T0032116
116IT00000152YouTube; Reddit;I00050T0032117
117IT00000160YouTube; RedditI00051T0032118
118IT00000186YouTube; Reddit;I00063T0032119
119IT00000019YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0034120
120IT00000067YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0034121
121IT00000099YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0034122
122IT00000020YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0035123
123IT00000068YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0035124
124IT00000100YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0035125
125IT00000021YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0036126
126IT00000069YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0036127
127IT00000101YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0036128
128IT00000023Memes... anti-immigration; euroskepticism; fea...Meme that ISIS was responsible for a local che...I00005T0021129
129IT00000072Memes... anti-immigration; euroskepticism; fea...I00017T0021130
130IT00000117memesI00042T0021131
131IT00000173Memes... anti-Isreal/USA/West, conspiracy narr...I00056T0021132
132IT00000024Backstop personasWikipedia fake persona \"AmandaGray91\".I00005T0030133
133IT00000074Backstop personasI00017T0030134
134IT00000025Use SMS/text messagesSMS messages sent to local residentsI00006T0043135
135IT00000026Fake video/imagesFake youtube video of ISIS claiming responsibi...I00006T0024136
136IT00000116photoshopped/fake imagesI00042T0024137
137IT00000027Create and use hashtagMain hashtag used was #ColumbianChemicalsI00006T0015138
138IT00000028Create and use hashtagMain hashtag used was #ColumbianChemicalsI00006T0055139
139IT00000030bait journalists/media/politiciansI00006T0039140
140IT00000049journalist/media baitingI00010T0039141
141IT00000053journalist/media baitingI00015T0039142
142IT00000036Using \"expert\"I00009T0045143
143IT00000040News circulated/amplifed by tertiary sites (Ru...I00009T0052144
144IT00000086News circulated/amplifed by tertiary sites (Ru...I00029T0052145
145IT00000141News circulated/amplifed by tertiary sites (Ru...I00049T0052146
146IT00000150News circulated/amplifed by tertiary sites (Mi...I00050T0052147
147IT00000184News circulated/amplifed by tertiary sites (Ru...I00063T0052148
148IT000000484Chan/8Chan - trial contentI00010T0020149
149IT000000704Chan/8Chan - trial contentI00017T0020150
150IT000001024Chan/8Chan - trial contentI00032T0020151
151IT000001244Chan/8Chan - trial contentI00044T0020152
152IT00000050Forge ('release' altered hacked documents)I00015T0025153
153IT00000051hack/leak/manipulate/distortI00015T0025154
154IT00000054hack/leak/manipulate/distortI00017T0025155
155IT00000075hack/leak/manipulate/distortI00022T0025156
156IT00000153hack/leak/manipulate/distortI00051T0025157
157IT00000052Circulate to media via DM, then release publiclyI00015T0044158
158IT00000066YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0033159
159IT00000098YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0033160
160IT00000073Click-bait (economic actors) fake news sites (...I00017T0016161
161IT000000814 D's (dismiss, distort, distract, dismay...Of...I00029T0001162
162IT000001284 D's (dismiss, distort, distract, dismay...Of...I00047T0001163
163IT00000129Russian FSB security service blamed Ukraine fo...I00047T0001164
164IT000001364 D's (dismiss, distort, distract, dismay...Of...I00049T0001165
165IT00000167China also plays victim, innocence, plays by r...I00053T0001166
166IT00000168Chinese ambassador Lu Shaye accused Canada of ...I00053T0001167
167IT000001794 D's (dismiss, distort, distract, dismay...Of...I00063T0001168
168IT00000089Demand insurmountable proofI00029T0040169
169IT00000133Demand insurmountable proofI00047T0040170
170IT000001052,000,000 people (est.) part of state run/spon...I00033T0049171
171IT00000112flood the Facebook pages of Taiwanese politici...I00034T0049172
172IT00000113Democratic Progressive Party (DPP), attracted ...I00034T0049173
173IT00000106fabricated social media commentI00033T0051174
174IT00000107domestic social media influence operations foc...I00033T0050175
175IT00000165Extend digital the physical space… gatherings ...I00053T0050176
176IT00000108cow online opinion leaders into submission, mu...I00033T0047177
177IT00000109cow online opinion leaders into submission, mu...I00033T0048178
178IT00000110facilitate state propaganda and defuse crisesI00033T0002179
179IT00000111Netizens from one of the largest discussion fo...I00034T0002180
180IT00000114“hack” of Qatar’s official news agencyI00042T0011181
181IT00000127Promote fake “experts” with impressive (and sc...I00044T0009182
182IT00000130(Distort) Kremlin-controlled RT cited Russian ...I00047T0023183
183IT00000163Distorted, saccharine “news” about the Chinese...I00053T0023184
184IT00000174Memes... anti-Isreal/USA/West, conspiracy narr...I00056T0022185
185IT00000175Fake news/synthetic web-sitesI00056T0008186
\n", + "
" + ], + "text/plain": [ + " amitt_id name \\\n", + "0 IT00000001 buy FB targeted ads \n", + "1 IT00000010 Targeted FB paid ads \n", + "2 IT00000057 Targeted FB paid ads \n", + "3 IT00000002 Promote \"funding\" campaign \n", + "4 IT00000003 create web-site - information pollution \n", + "5 IT00000014 RT & Sputnik generate information pollution \n", + "6 IT00000031 RT & Sputnik generate information pollution (r... \n", + "7 IT00000037 RT & Sputnik generate information pollution \n", + "8 IT00000061 RT & Sputnik generate information pollution \n", + "9 IT00000082 RT & Sputnik generate information pollution (s... \n", + "10 IT00000094 RT & Sputnik generate information pollution \n", + "11 IT00000120 RT & Sputnik generate information pollution \n", + "12 IT00000137 RT & Sputnik generate information pollution (s... \n", + "13 IT00000146 RT & Sputnik generate information pollution (s... \n", + "14 IT00000156 RT & Sputnik generate information pollution \n", + "15 IT00000180 RT & Sputnik generate information pollution (s... \n", + "16 IT00000004 create web-site - information pollution \n", + "17 IT00000015 RT & Sputnik generate information pollution \n", + "18 IT00000032 RT & Sputnik generate information pollution (r... \n", + "19 IT00000038 RT & Sputnik generate information pollution \n", + "20 IT00000062 RT & Sputnik generate information pollution \n", + "21 IT00000083 RT & Sputnik generate information pollution (s... \n", + "22 IT00000095 RT & Sputnik generate information pollution \n", + "23 IT00000121 RT & Sputnik generate information pollution \n", + "24 IT00000138 RT & Sputnik generate information pollution (s... \n", + "25 IT00000147 RT & Sputnik generate information pollution (s... \n", + "26 IT00000157 RT & Sputnik generate information pollution \n", + "27 IT00000162 State-run media seeds foreign influence enviro... \n", + "28 IT00000181 RT & Sputnik generate information pollution (s... \n", + "29 IT00000005 SEO optimisation/manipulation (\"key words\") \n", + "30 IT00000022 SEO optimisation/manipulation (\"key words\") \n", + "31 IT00000043 SEO optimisation/manipulation (\"key words\") \n", + "32 IT00000071 SEO optimisation/manipulation (\"key words\") \n", + "33 IT00000085 SEO optimisation/manipulation (\"key words\") \n", + "34 IT00000103 SEO optimisation/manipulation (\"key words\") \n", + "35 IT00000125 SEO optimisation/manipulation (\"key words\") \n", + "36 IT00000140 SEO optimisation/manipulation (\"key words\") \n", + "37 IT00000149 SEO optimisation/manipulation (\"key words\") \n", + "38 IT00000161 SEO optimisation/manipulation (\"key words\") \n", + "39 IT00000172 SEO optimisation/manipulation (\"key words\") \n", + "40 IT00000183 SEO optimisation/manipulation (\"key words\") \n", + "41 IT00000006 legacy web content \n", + "42 IT00000007 hard to remove content and/or campaign/exploit... \n", + "43 IT00000176 legacy web content \n", + "44 IT00000008 Twitter bots amplify & manipulate \n", + "45 IT00000034 Twitter bots amplify & manipulate \n", + "46 IT00000041 Twitter bots amplify & manipulate \n", + "47 IT00000055 Twitter bots amplify & manipulate \n", + "48 IT00000076 Twitter bots amplify & manipulate \n", + "49 IT00000079 Twitter bots amplify & manipulate \n", + "50 IT00000090 Twitter bots amplify & manipulate \n", + "51 IT00000115 Twitter bots amplify & manipulate \n", + "52 IT00000118 Twitter bots amplify & manipulate \n", + "53 IT00000131 Twitter bots amplify & manipulate \n", + "54 IT00000134 Twitter bots amplify & manipulate \n", + "55 IT00000144 Twitter bots amplify & manipulate \n", + "56 IT00000154 Twitter bots amplify & manipulate \n", + "57 IT00000169 Twitter bots amplify & manipulate \n", + "58 IT00000177 Twitter bots amplify & manipulate \n", + "59 IT00000009 Twitter trolls amplify & manipulate \n", + "60 IT00000035 Twitter trolls amplify & manipulate \n", + "61 IT00000042 Twitter trolls amplify & manipulate \n", + "62 IT00000056 Twitter trolls amplify & manipulate \n", + "63 IT00000077 Twitter trolls amplify & manipulate \n", + "64 IT00000080 Twitter trolls amplify & manipulate \n", + "65 IT00000091 Twitter trolls amplify & manipulate \n", + "66 IT00000119 Twitter trolls amplify & manipulate \n", + "67 IT00000132 Twitter trolls amplify & manipulate \n", + "68 IT00000135 Twitter trolls amplify & manipulate \n", + "69 IT00000145 Twitter trolls amplify & manipulate \n", + "70 IT00000155 Twitter trolls amplify & manipulate \n", + "71 IT00000170 Twitter trolls amplify & manipulate \n", + "72 IT00000178 Twitter trolls amplify & manipulate \n", + "73 IT00000011 Fake FB groups + dark content \n", + "74 IT00000029 Fake twitter profiles to amplify \n", + "75 IT00000039 FB pages \n", + "76 IT00000045 FB pages/groups/profiles \n", + "77 IT00000058 Fake FB groups + dark content \n", + "78 IT00000078 Fake FB groups/pages/profiles + dark content \n", + "79 IT00000092 Fake FB groups/pages/profiles \n", + "80 IT00000171 Fake FB groups/pages/profiles + dark content (... \n", + "81 IT00000012 Digital to physical \"organize+promote\" rallies... \n", + "82 IT00000059 Digital to physical \"organize+promote\" rallies... \n", + "83 IT00000093 Digital to physical \"organize+promote\" rallies... \n", + "84 IT00000164 Events coordinated and promoted across media p... \n", + "85 IT00000166 Extend digital the physical space… gatherings ... \n", + "86 IT00000013 manipulate social media \"online polls\"? \n", + "87 IT00000060 manipulate social media \"online polls\"? \n", + "88 IT00000016 cultivate, manipulate, exploit useful idiots \n", + "89 IT00000033 cultivate, manipulate, exploit useful idiots (... \n", + "90 IT00000044 cultivate, manipulate, exploit useful idiots (... \n", + "91 IT00000063 cultivate, manipulate, exploit useful idiots \n", + "92 IT00000084 cultivate, manipulate, exploit useful idiots \n", + "93 IT00000104 cultivate, manipulate, exploit useful idiots (... \n", + "94 IT00000126 cultivate, manipulate, exploit useful idiots (... \n", + "95 IT00000139 cultivate, manipulate, exploit useful idiots (... \n", + "96 IT00000148 cultivate, manipulate, exploit useful idiots (... \n", + "97 IT00000158 cultivate, manipulate, exploit useful idiots \n", + "98 IT00000182 cultivate, manipulate, exploit useful idiots \n", + "99 IT00000017 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "100 IT00000046 YouTube; Reddit \n", + "101 IT00000064 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "102 IT00000087 YouTube; Reddit; \n", + "103 IT00000096 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "104 IT00000122 YouTube; Reddit \n", + "105 IT00000142 YouTube; Reddit; \n", + "106 IT00000151 YouTube; Reddit; \n", + "107 IT00000159 YouTube; Reddit \n", + "108 IT00000185 YouTube; Reddit; \n", + "109 IT00000018 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "110 IT00000047 YouTube; Reddit \n", + "111 IT00000065 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "112 IT00000088 YouTube; Reddit; \n", + "113 IT00000097 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "114 IT00000123 YouTube; Reddit \n", + "115 IT00000143 YouTube; Reddit; \n", + "116 IT00000152 YouTube; Reddit; \n", + "117 IT00000160 YouTube; Reddit \n", + "118 IT00000186 YouTube; Reddit; \n", + "119 IT00000019 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "120 IT00000067 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "121 IT00000099 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "122 IT00000020 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "123 IT00000068 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "124 IT00000100 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "125 IT00000021 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "126 IT00000069 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "127 IT00000101 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "128 IT00000023 Memes... anti-immigration; euroskepticism; fea... \n", + "129 IT00000072 Memes... anti-immigration; euroskepticism; fea... \n", + "130 IT00000117 memes \n", + "131 IT00000173 Memes... anti-Isreal/USA/West, conspiracy narr... \n", + "132 IT00000024 Backstop personas \n", + "133 IT00000074 Backstop personas \n", + "134 IT00000025 Use SMS/text messages \n", + "135 IT00000026 Fake video/images \n", + "136 IT00000116 photoshopped/fake images \n", + "137 IT00000027 Create and use hashtag \n", + "138 IT00000028 Create and use hashtag \n", + "139 IT00000030 bait journalists/media/politicians \n", + "140 IT00000049 journalist/media baiting \n", + "141 IT00000053 journalist/media baiting \n", + "142 IT00000036 Using \"expert\" \n", + "143 IT00000040 News circulated/amplifed by tertiary sites (Ru... \n", + "144 IT00000086 News circulated/amplifed by tertiary sites (Ru... \n", + "145 IT00000141 News circulated/amplifed by tertiary sites (Ru... \n", + "146 IT00000150 News circulated/amplifed by tertiary sites (Mi... \n", + "147 IT00000184 News circulated/amplifed by tertiary sites (Ru... \n", + "148 IT00000048 4Chan/8Chan - trial content \n", + "149 IT00000070 4Chan/8Chan - trial content \n", + "150 IT00000102 4Chan/8Chan - trial content \n", + "151 IT00000124 4Chan/8Chan - trial content \n", + "152 IT00000050 Forge ('release' altered hacked documents) \n", + "153 IT00000051 hack/leak/manipulate/distort \n", + "154 IT00000054 hack/leak/manipulate/distort \n", + "155 IT00000075 hack/leak/manipulate/distort \n", + "156 IT00000153 hack/leak/manipulate/distort \n", + "157 IT00000052 Circulate to media via DM, then release publicly \n", + "158 IT00000066 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "159 IT00000098 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "160 IT00000073 Click-bait (economic actors) fake news sites (... \n", + "161 IT00000081 4 D's (dismiss, distort, distract, dismay...Of... \n", + "162 IT00000128 4 D's (dismiss, distort, distract, dismay...Of... \n", + "163 IT00000129 Russian FSB security service blamed Ukraine fo... \n", + "164 IT00000136 4 D's (dismiss, distort, distract, dismay...Of... \n", + "165 IT00000167 China also plays victim, innocence, plays by r... \n", + "166 IT00000168 Chinese ambassador Lu Shaye accused Canada of ... \n", + "167 IT00000179 4 D's (dismiss, distort, distract, dismay...Of... \n", + "168 IT00000089 Demand insurmountable proof \n", + "169 IT00000133 Demand insurmountable proof \n", + "170 IT00000105 2,000,000 people (est.) part of state run/spon... \n", + "171 IT00000112 flood the Facebook pages of Taiwanese politici... \n", + "172 IT00000113 Democratic Progressive Party (DPP), attracted ... \n", + "173 IT00000106 fabricated social media comment \n", + "174 IT00000107 domestic social media influence operations foc... \n", + "175 IT00000165 Extend digital the physical space… gatherings ... \n", + "176 IT00000108 cow online opinion leaders into submission, mu... \n", + "177 IT00000109 cow online opinion leaders into submission, mu... \n", + "178 IT00000110 facilitate state propaganda and defuse crises \n", + "179 IT00000111 Netizens from one of the largest discussion fo... \n", + "180 IT00000114 “hack” of Qatar’s official news agency \n", + "181 IT00000127 Promote fake “experts” with impressive (and sc... \n", + "182 IT00000130 (Distort) Kremlin-controlled RT cited Russian ... \n", + "183 IT00000163 Distorted, saccharine “news” about the Chinese... \n", + "184 IT00000174 Memes... anti-Isreal/USA/West, conspiracy narr... \n", + "185 IT00000175 Fake news/synthetic web-sites \n", + "\n", + " summary incident_id \\\n", + "0 I00002 \n", + "1 I00005 \n", + "2 I00017 \n", + "3 I00002 \n", + "4 I00002 \n", + "5 I00005 \n", + "6 I00007 \n", + "7 I00009 \n", + "8 I00017 \n", + "9 I00029 \n", + "10 I00032 \n", + "11 I00044 \n", + "12 I00049 \n", + "13 I00050 \n", + "14 I00051 \n", + "15 I00063 \n", + "16 I00002 \n", + "17 I00005 \n", + "18 I00007 \n", + "19 I00009 \n", + "20 I00017 \n", + "21 I00029 \n", + "22 I00032 \n", + "23 I00044 \n", + "24 I00049 \n", + "25 I00050 \n", + "26 I00051 \n", + "27 I00053 \n", + "28 I00063 \n", + "29 I00002 \n", + "30 I00005 \n", + "31 I00010 \n", + "32 I00017 \n", + "33 I00029 \n", + "34 I00032 \n", + "35 I00044 \n", + "36 I00049 \n", + "37 I00050 \n", + "38 I00051 \n", + "39 I00056 \n", + "40 I00063 \n", + "41 I00002 \n", + "42 I00002 \n", + "43 I00056 \n", + "44 I00005 \n", + "45 I00007 \n", + "46 I00010 \n", + "47 I00017 \n", + "48 I00022 \n", + "49 I00029 \n", + "50 I00032 \n", + "51 I00042 \n", + "52 I00044 \n", + "53 I00047 \n", + "54 I00049 \n", + "55 I00050 \n", + "56 I00051 \n", + "57 I00056 \n", + "58 I00063 \n", + "59 I00005 \n", + "60 I00007 \n", + "61 I00010 \n", + "62 I00017 \n", + "63 I00022 \n", + "64 I00029 \n", + "65 I00032 \n", + "66 I00044 \n", + "67 I00047 \n", + "68 I00049 \n", + "69 I00050 \n", + "70 I00051 \n", + "71 I00056 \n", + "72 I00063 \n", + "73 I00005 \n", + "74 Twitter bots used to drive visbility I00006 \n", + "75 I00009 \n", + "76 I00010 \n", + "77 I00017 \n", + "78 I00022 \n", + "79 I00032 \n", + "80 I00056 \n", + "81 I00005 \n", + "82 I00017 \n", + "83 I00032 \n", + "84 I00053 \n", + "85 I00053 \n", + "86 I00005 \n", + "87 I00017 \n", + "88 I00005 \n", + "89 I00007 \n", + "90 I00010 \n", + "91 I00017 \n", + "92 I00029 \n", + "93 I00032 \n", + "94 I00044 \n", + "95 I00049 \n", + "96 I00050 \n", + "97 I00051 \n", + "98 I00063 \n", + "99 I00005 \n", + "100 I00010 \n", + "101 I00017 \n", + "102 I00029 \n", + "103 I00032 \n", + "104 I00044 \n", + "105 I00049 \n", + "106 I00050 \n", + "107 I00051 \n", + "108 I00063 \n", + "109 I00005 \n", + "110 I00010 \n", + "111 I00017 \n", + "112 I00029 \n", + "113 I00032 \n", + "114 I00044 \n", + "115 I00049 \n", + "116 I00050 \n", + "117 I00051 \n", + "118 I00063 \n", + "119 I00005 \n", + "120 I00017 \n", + "121 I00032 \n", + "122 I00005 \n", + "123 I00017 \n", + "124 I00032 \n", + "125 I00005 \n", + "126 I00017 \n", + "127 I00032 \n", + "128 Meme that ISIS was responsible for a local che... I00005 \n", + "129 I00017 \n", + "130 I00042 \n", + "131 I00056 \n", + "132 Wikipedia fake persona \"AmandaGray91\". I00005 \n", + "133 I00017 \n", + "134 SMS messages sent to local residents I00006 \n", + "135 Fake youtube video of ISIS claiming responsibi... I00006 \n", + "136 I00042 \n", + "137 Main hashtag used was #ColumbianChemicals I00006 \n", + "138 Main hashtag used was #ColumbianChemicals I00006 \n", + "139 I00006 \n", + "140 I00010 \n", + "141 I00015 \n", + "142 I00009 \n", + "143 I00009 \n", + "144 I00029 \n", + "145 I00049 \n", + "146 I00050 \n", + "147 I00063 \n", + "148 I00010 \n", + "149 I00017 \n", + "150 I00032 \n", + "151 I00044 \n", + "152 I00015 \n", + "153 I00015 \n", + "154 I00017 \n", + "155 I00022 \n", + "156 I00051 \n", + "157 I00015 \n", + "158 I00017 \n", + "159 I00032 \n", + "160 I00017 \n", + "161 I00029 \n", + "162 I00047 \n", + "163 I00047 \n", + "164 I00049 \n", + "165 I00053 \n", + "166 I00053 \n", + "167 I00063 \n", + "168 I00029 \n", + "169 I00047 \n", + "170 I00033 \n", + "171 I00034 \n", + "172 I00034 \n", + "173 I00033 \n", + "174 I00033 \n", + "175 I00053 \n", + "176 I00033 \n", + "177 I00033 \n", + "178 I00033 \n", + "179 I00034 \n", + "180 I00042 \n", + "181 I00044 \n", + "182 I00047 \n", + "183 I00053 \n", + "184 I00056 \n", + "185 I00056 \n", + "\n", + " technique_id id \n", + "0 T0018 1 \n", + "1 T0018 2 \n", + "2 T0018 3 \n", + "3 T0017 4 \n", + "4 T0019 5 \n", + "5 T0019 6 \n", + "6 T0019 7 \n", + "7 T0019 8 \n", + "8 T0019 9 \n", + "9 T0019 10 \n", + "10 T0019 11 \n", + "11 T0019 12 \n", + "12 T0019 13 \n", + "13 T0019 14 \n", + "14 T0019 15 \n", + "15 T0019 16 \n", + "16 T0056 17 \n", + "17 T0056 18 \n", + "18 T0056 19 \n", + "19 T0056 20 \n", + "20 T0056 21 \n", + "21 T0056 22 \n", + "22 T0056 23 \n", + "23 T0056 24 \n", + "24 T0056 25 \n", + "25 T0056 26 \n", + "26 T0056 27 \n", + "27 T0056 28 \n", + "28 T0056 29 \n", + "29 T0046 30 \n", + "30 T0046 31 \n", + "31 T0046 32 \n", + "32 T0046 33 \n", + "33 T0046 34 \n", + "34 T0046 35 \n", + "35 T0046 36 \n", + "36 T0046 37 \n", + "37 T0046 38 \n", + "38 T0046 39 \n", + "39 T0046 40 \n", + "40 T0046 41 \n", + "41 T0058 42 \n", + "42 T0058 43 \n", + "43 T0058 44 \n", + "44 T0054 45 \n", + "45 T0054 46 \n", + "46 T0054 47 \n", + "47 T0054 48 \n", + "48 T0054 49 \n", + "49 T0054 50 \n", + "50 T0054 51 \n", + "51 T0054 52 \n", + "52 T0054 53 \n", + "53 T0054 54 \n", + "54 T0054 55 \n", + "55 T0054 56 \n", + "56 T0054 57 \n", + "57 T0054 58 \n", + "58 T0054 59 \n", + "59 T0053 60 \n", + "60 T0053 61 \n", + "61 T0053 62 \n", + "62 T0053 63 \n", + "63 T0053 64 \n", + "64 T0053 65 \n", + "65 T0053 66 \n", + "66 T0053 67 \n", + "67 T0053 68 \n", + "68 T0053 69 \n", + "69 T0053 70 \n", + "70 T0053 71 \n", + "71 T0053 72 \n", + "72 T0053 73 \n", + "73 T0007 74 \n", + "74 T0007 75 \n", + "75 T0007 76 \n", + "76 T0007 77 \n", + "77 T0007 78 \n", + "78 T0007 79 \n", + "79 T0007 80 \n", + "80 T0007 81 \n", + "81 T0057 82 \n", + "82 T0057 83 \n", + "83 T0057 84 \n", + "84 T0057 85 \n", + "85 T0057 86 \n", + "86 T0029 87 \n", + "87 T0029 88 \n", + "88 T0010 89 \n", + "89 T0010 90 \n", + "90 T0010 91 \n", + "91 T0010 92 \n", + "92 T0010 93 \n", + "93 T0010 94 \n", + "94 T0010 95 \n", + "95 T0010 96 \n", + "96 T0010 97 \n", + "97 T0010 98 \n", + "98 T0010 99 \n", + "99 T0031 100 \n", + "100 T0031 101 \n", + "101 T0031 102 \n", + "102 T0031 103 \n", + "103 T0031 104 \n", + "104 T0031 105 \n", + "105 T0031 106 \n", + "106 T0031 107 \n", + "107 T0031 108 \n", + "108 T0031 109 \n", + "109 T0032 110 \n", + "110 T0032 111 \n", + "111 T0032 112 \n", + "112 T0032 113 \n", + "113 T0032 114 \n", + "114 T0032 115 \n", + "115 T0032 116 \n", + "116 T0032 117 \n", + "117 T0032 118 \n", + "118 T0032 119 \n", + "119 T0034 120 \n", + "120 T0034 121 \n", + "121 T0034 122 \n", + "122 T0035 123 \n", + "123 T0035 124 \n", + "124 T0035 125 \n", + "125 T0036 126 \n", + "126 T0036 127 \n", + "127 T0036 128 \n", + "128 T0021 129 \n", + "129 T0021 130 \n", + "130 T0021 131 \n", + "131 T0021 132 \n", + "132 T0030 133 \n", + "133 T0030 134 \n", + "134 T0043 135 \n", + "135 T0024 136 \n", + "136 T0024 137 \n", + "137 T0015 138 \n", + "138 T0055 139 \n", + "139 T0039 140 \n", + "140 T0039 141 \n", + "141 T0039 142 \n", + "142 T0045 143 \n", + "143 T0052 144 \n", + "144 T0052 145 \n", + "145 T0052 146 \n", + "146 T0052 147 \n", + "147 T0052 148 \n", + "148 T0020 149 \n", + "149 T0020 150 \n", + "150 T0020 151 \n", + "151 T0020 152 \n", + "152 T0025 153 \n", + "153 T0025 154 \n", + "154 T0025 155 \n", + "155 T0025 156 \n", + "156 T0025 157 \n", + "157 T0044 158 \n", + "158 T0033 159 \n", + "159 T0033 160 \n", + "160 T0016 161 \n", + "161 T0001 162 \n", + "162 T0001 163 \n", + "163 T0001 164 \n", + "164 T0001 165 \n", + "165 T0001 166 \n", + "166 T0001 167 \n", + "167 T0001 168 \n", + "168 T0040 169 \n", + "169 T0040 170 \n", + "170 T0049 171 \n", + "171 T0049 172 \n", + "172 T0049 173 \n", + "173 T0051 174 \n", + "174 T0050 175 \n", + "175 T0050 176 \n", + "176 T0047 177 \n", + "177 T0048 178 \n", + "178 T0002 179 \n", + "179 T0002 180 \n", + "180 T0011 181 \n", + "181 T0009 182 \n", + "182 T0023 183 \n", + "183 T0023 184 \n", + "184 T0022 185 \n", + "185 T0008 186 " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Get AMITT variables\n", + "\n", + "import pandas as pd\n", + "import sqlite3 as sql\n", + "import os\n", + "from sqlalchemy import create_engine\n", + "from generate_amitt_ttps import Amitt\n", + "pd.set_option('display.max_rows', 1000)\n", + "\n", + "\n", + "# Generate AMITT datasets\n", + "amitt = Amitt()\n", + "\n", + "dbasetype = 'postgresql_local' #'sqlite' #'heroku'\n", + "\n", + "\n", + "# Create connection to database\n", + "if dbasetype == 'sqlite':\n", + " # Generate minimal sqlite database from the Amitt variables\n", + " conn = sql.connect('generated_files/DISARM_database.sqlite')\n", + "elif dbasetype == 'postgresql_local':\n", + " conn = create_engine('postgresql://sara:@localhost:5432/amittsite')\n", + "\n", + " \n", + "# Add table to database \n", + "def add_table(dataframe, tablename, columns): \n", + " # Create sql-appropriate table from dataframe\n", + " colnames = ', '.join(['{} TEXT NOT NULL'.format(col) for col in columns])\n", + " newtable = dataframe[columns].copy().applymap(str)\n", + " newtable['id'] = range(1,len(newtable)+1)\n", + " \n", + " # send to database\n", + " if dbasetype == 'sqlite':\n", + " conn.execute(\"DROP TABLE IF EXISTS {}\".format(tablename))\n", + " conn.execute('''CREATE TABLE {} (id INTEGER PRIMARY KEY AUTOINCREMENT, {});'''.format(tablename, colnames))\n", + " newtable.to_sql(tablename, conn, index=False, if_exists='append')\n", + " conn.commit()\n", + " elif dbasetype == 'postgresql_local':\n", + " newtable.to_sql(tablename, conn, index=False, if_exists='replace')\n", + " return newtable\n", + "\n", + "\n", + "# Build a cross-table\n", + "def object_tactics_techniques(objectcol, objecttable, crosstable):\n", + " # objects to techniques\n", + " ctech = crosstable.copy()\n", + " ctech = ctech[(ctech['technique_id'] != '') & (~ctech['technique_id'].str.startswith('TA'))]\n", + " ctech.rename(columns={'amitt_id':objectcol}, inplace=True)\n", + " ctech['summary'] = 'N/A'\n", + "\n", + " # objects to tactics\n", + " ctact = crosstable[crosstable['technique_id'].str.startswith('TA')].copy()\n", + " ctact.rename(columns={'amitt_id':objectcol, 'technique_id': 'tactic_id'}, inplace=True)\n", + " ctact['main_tactic'] = 'N'\n", + " ctactmain = objecttable[['amitt_id', 'tactic_id']].copy()\n", + " ctactmain.rename(columns={'amitt_id':objectcol}, inplace=True)\n", + " ctactmain['main_tactic'] = 'Y'\n", + " ctact = pd.concat([ctact, ctactmain], ignore_index=True, sort=False)\n", + " ctact['summary'] = 'N/A'\n", + " return(ctech, ctact)\n", + "\n", + "#Load all the tables - Heroku needs them in correct order... \n", + "\n", + "# -- frameworks --\n", + "\n", + "#newtable = add_table(amitt.df_actortypes, 'actor_type', ['amitt_id', 'sector_id', 'framework_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_counters, 'counter', ['amitt_id', 'tactic_id', 'metatechnique_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_detections, 'detection', ['amitt_id', 'tactic_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_frameworks, 'framework', ['amitt_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_metatechniques, 'metatechnique', ['amitt_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_phases, 'phase', ['amitt_id', 'name', 'rank', 'summary'])\n", + "newtable = add_table(amitt.df_playbooks, 'playbook', ['amitt_id', 'object_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_resources, 'resource', ['amitt_id', 'name', 'summary', 'resource_type'])\n", + "newtable = add_table(amitt.df_responsetypes, 'responsetype', ['amitt_id', 'name', 'summary'])\n", + "#newtable = add_table(amitt.df_sector, 'sector', ['amitt_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_tactics, 'tactic', ['amitt_id', 'phase_id', 'name', 'rank', 'summary'])\n", + "newtable = add_table(amitt.df_tasks, 'task', ['amitt_id', 'tactic_id', 'framework_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_techniques, 'technique', ['amitt_id', 'tactic_id', 'name', 'summary'])\n", + "\n", + "(ctech, ctact) = object_tactics_techniques('counter_id', amitt.df_counters, amitt.cross_counterid_techniqueid)\n", + "newtable = add_table(ctech, 'counter_technique', ['counter_id', 'technique_id', 'summary'])\n", + "newtable = add_table(ctact, 'counter_tactic', ['counter_id', 'tactic_id', 'main_tactic', 'summary'])\n", + "\n", + "(dtech, dtact) = object_tactics_techniques('detection_id', amitt.df_detections, amitt.cross_detectionid_techniqueid)\n", + "newtable = add_table(dtech, 'detection_technique', ['detection_id', 'technique_id', 'summary'])\n", + "newtable = add_table(dtact, 'detection_tactic', ['detection_id', 'tactic_id', 'main_tactic', 'summary'])\n", + "\n", + "# -- datasets --\n", + "\n", + "newtable = add_table(amitt.df_examples, 'example', ['amitt_id', 'object_id', 'name', 'summary'])\n", + "\n", + "# dataset\n", + "# reference - create this from other tables. \n", + "# Also need incidentcounter etc - create from data\n", + "newtable = add_table(amitt.df_groups, 'group', ['amitt_id', 'name', 'url', 'summary', \n", + " 'sector', 'primary_role', 'secondary_role', \n", + " 'primary_subject', 'secondary_subject', \n", + " 'volunteers', 'region', 'country', \n", + " 'twitter_handle'])\n", + "newtable = add_table(amitt.df_incidents, 'incident', ['amitt_id', 'name', 'summary', \n", + " 'year_started', 'attributions_seen', \n", + " 'found_in_country', 'objecttype'])\n", + "newtable = add_table(amitt.df_tools, 'tool', ['amitt_id', 'name', 'summary',\n", + " 'organization', 'url', 'category', \n", + " 'disinformation_use', 'cogseccollab_use', \n", + " 'function', 'code_url', 'artifacts', \n", + " 'automation', 'platform', 'accessibility'])\n", + "# incidenttechnique crosstable\n", + "it = vars(amitt)['it'][['amitt_id', 'name', 'summary', 'amitt_id_incident', 'amitt_id_technique']].copy()\n", + "it.rename(columns={'amitt_id_incident':'incident_id', 'amitt_id_technique': 'technique_id'}, inplace=True)\n", + "newtable = add_table(it, 'incident_technique', ['amitt_id', 'name', 'summary', \n", + " 'incident_id', 'technique_id'])\n", + "\n", + "# Load in users table, and close connection\n", + "if dbasetype == 'sqlite':\n", + " conn.execute(\"DROP TABLE IF EXISTS {}\".format('users'))\n", + " conn.execute('''CREATE TABLE users (id INTEGER PRIMARY KEY AUTOINCREMENT, username TEXT NOT NULL UNIQUE, password TEXT NOT NULL);''')\n", + " conn.close()\n", + "else:\n", + " dfusers = pd.DataFrame([['test','testing']], columns=['username', 'password'])\n", + " usertable = add_table(dfusers, 'users', ['username', 'password'])\n", + "\n", + "newtable" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## test area" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Check which amitt variables we can see from here\n", + "print('{}\\n'.format(vars(amitt).keys()))\n", + "testdfname = 'it'\n", + "testdf = vars(amitt)[testdfname]\n", + "print('{} columns: {}'.format(testdfname, testdf.columns))\n", + "testdf" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "it = vars(amitt)['it'][['amitt_id', 'name', 'summary', 'amitt_id_incident', 'amitt_id_technique']].copy()\n", + "it.rename(columns={'amitt_id_incident':'incident_id', \n", + " 'amitt_id_technique': 'technique_id'}, inplace=True)\n", + "it" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dii = vars(amitt)['df_incidents']\n", + "dii['objecttype'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dii[dii['objecttype'] == 'apt']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dii = vars(amitt)['df_techniques']\n", + "dii" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Generate arrays used to create D3 grids\n", + "dflists = dii.groupby('tactic_id')['amitt_id'].apply(list).reset_index()\n", + "dfidgrid = pd.DataFrame(dflists['amitt_id'].to_list())\n", + "dfgrid = pd.concat([dflists[['tactic_id']], dfidgrid], axis=1).fillna('')\n", + "gridarray = [dfgrid[col].to_list() for col in dfgrid.columns]\n", + "gridarray" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "it.index = it.amitt_id\n", + "it[['name']].transpose().to_dict('records')[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/CODE/page_templates/template_actortype.md b/CODE/page_templates/template_actortype.md new file mode 100644 index 0000000..36186b9 --- /dev/null +++ b/CODE/page_templates/template_actortype.md @@ -0,0 +1,10 @@ +# {type} {id}: {name} + +* **Summary:** {summary} + +* **Sector:** {sector} + +* **Viewpoint:** {viewpoint} + +{counters} + diff --git a/CODE/page_templates/template_counter.md b/CODE/page_templates/template_counter.md new file mode 100644 index 0000000..98dc36d --- /dev/null +++ b/CODE/page_templates/template_counter.md @@ -0,0 +1,20 @@ +# {type} {id}: {name} + +* **Summary**: {summary} + +* **Playbooks**: {playbooks} + +* **Metatechnique**: {metatechnique} + +* **Resources needed:** {resources_needed} + +* **Belongs to tactic stage**: {tactic} + +{actortypes} + +{tactics} + +{techniques} + +{incidents} + diff --git a/CODE/page_templates/template_incident.md b/CODE/page_templates/template_incident.md new file mode 100644 index 0000000..95bf2b2 --- /dev/null +++ b/CODE/page_templates/template_incident.md @@ -0,0 +1,16 @@ +# {type} {id}: {name} + +* **Summary:** {summary} + +* **incident type**: {incidenttype} + +* **Year started:** {yearstarted} + +* **Countries:** {fromcountry} , {tocountry} + +* **Found via:** {foundvia} + +* **Date added:** {dateadded} + +{techniques} + diff --git a/CODE/page_templates/template_metatechnique.md b/CODE/page_templates/template_metatechnique.md new file mode 100644 index 0000000..7dfec71 --- /dev/null +++ b/CODE/page_templates/template_metatechnique.md @@ -0,0 +1,7 @@ +# {type} {id}: {name} + +* **Summary:** {summary} + +{counters} + + diff --git a/CODE/page_templates/template_phase.md b/CODE/page_templates/template_phase.md new file mode 100644 index 0000000..cabf7ee --- /dev/null +++ b/CODE/page_templates/template_phase.md @@ -0,0 +1,4 @@ +# {type} {id}: {name} + +* **Summary:** {summary} + diff --git a/CODE/page_templates/template_resource.md b/CODE/page_templates/template_resource.md new file mode 100644 index 0000000..87cbdac --- /dev/null +++ b/CODE/page_templates/template_resource.md @@ -0,0 +1,8 @@ +# {type} {id}: {name} + +* **Summary:** {summary} + +* **Resource type:** {resource_type} + +{counters} + diff --git a/CODE/page_templates/template_tactic.md b/CODE/page_templates/template_tactic.md new file mode 100644 index 0000000..164b1b6 --- /dev/null +++ b/CODE/page_templates/template_tactic.md @@ -0,0 +1,13 @@ +# {type} {id}: {name} + +* **Summary:** {summary} + +* **Belongs to phase:** {phase} + + +{tasks} + +{techniques} + +{counters} + diff --git a/CODE/page_templates/template_task.md b/CODE/page_templates/template_task.md new file mode 100644 index 0000000..fc80e62 --- /dev/null +++ b/CODE/page_templates/template_task.md @@ -0,0 +1,6 @@ +# {type} {id}: {name} + +* **Summary:** {summary} + +* **Belongs to tactic stage:** {tactic} + diff --git a/CODE/page_templates/template_technique.md b/CODE/page_templates/template_technique.md new file mode 100644 index 0000000..cdfb155 --- /dev/null +++ b/CODE/page_templates/template_technique.md @@ -0,0 +1,10 @@ +# {type} {id}: {name} + +* **Summary**: {summary} + +* **Belongs to tactic stage**: {tactic} + +{incidents} + +{counters} + diff --git a/DISARM_DOCUMENTATION/.DS_Store b/DISARM_DOCUMENTATION/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..dfc5980634401db8f26d2d41de8ac137de8fe70c GIT binary patch literal 6148 zcmeHKyGjH>5Ukb<4g|T-aDKr*7>^Y+5WzDsQuM-u3l8&*{4PJu>IcHIXJB9=)zDot zy4&IZ2i8y1Xci+bVq!6n43R$pV>)ej7aA@9&m?e+~5|QS@rRRbI&mZ<7&cx 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