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Updated polis-implementation-demo.ipynb docs.
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‎docs/notebooks/polis-implementation-demo.ipynb

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"colab_type": "text"
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},
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"source": [
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"<a href=\"https://colab.research.google.com/github/polis-community/red-dwarf/blob/main/docs/notebooks/polis-implementation-demo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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"<a href=\"https://colab.research.google.com/github/polis-community/red-dwarf/blob/2025-06-02-patcon/docs/notebooks/polis-implementation-demo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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},
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{
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"base_uri": "https://localhost:8080/"
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},
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"id": "kEyVHx6y7zpu",
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"outputId": "fc4e261e-4328-4241-b2e8-bd5d80b1f740"
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"outputId": "edae961b-e68b-4ca6-8d67-38f36bc6d970"
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},
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"outputs": [
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{
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" Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
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" Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
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" Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
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"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m116.1/116.1 kB\u001b[0m \u001b[31m26.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m161.7/161.7 kB\u001b[0m \u001b[31m23.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m61.4/61.4 kB\u001b[0m \u001b[31m194.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m66.5/66.5 kB\u001b[0m \u001b[31m158.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m116.1/116.1 kB\u001b[0m \u001b[31m7.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m161.7/161.7 kB\u001b[0m \u001b[31m19.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m61.4/61.4 kB\u001b[0m \u001b[31m166.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m69.2/69.2 kB\u001b[0m \u001b[31m138.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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"\u001b[?25h Building wheel for red-dwarf (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n"
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]
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}
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"base_uri": "https://localhost:8080/"
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},
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"id": "NkGdoHCy8RdA",
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"outputId": "ac246841-e319-494f-eb90-431fec639bc2"
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"outputId": "b64eb1be-64a6-4e2a-91c4-8debdffeb9d5"
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},
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"outputs": [
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{
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"\n",
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"# In this conversation, any -1 is moderated out. Matches upstream behavior.\n",
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"# TODO: Investigate why is_strict_moderation doesn't affect this.\n",
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"_, _, mod_out_statement_ids, _ = process_statements(statements)\n",
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"_, _, mod_out_statement_ids, meta_statement_ids = process_statements(statements)\n",
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"print(f\"{math_data['mod-out']=}\")\n",
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"print(f\"{mod_out_statement_ids=}\")\n",
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"\n",
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],
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"metadata": {
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"id": "EAfHaFFIhYw7",
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"outputId": "18e03149-988a-4919-e8a5-41a3791a782a",
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"outputId": "f83c0154-20e5-482d-90eb-d7121fd0b26b",
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"colab": {
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"base_uri": "https://localhost:8080/"
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}
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},
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"execution_count": 3,
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"execution_count": 8,
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"outputs": [
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{
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"output_type": "stream",
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"result = run_clustering(\n",
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" votes=votes,\n",
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" mod_out_statement_ids=mod_out_statement_ids,\n",
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" meta_statement_ids=meta_statement_ids,\n",
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" # If clustering is getting ready to find a new k, more need to uncomment\n",
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" # this to properly reproduce Polis visualization.\n",
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" #\n",
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"base_uri": "https://localhost:8080/"
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},
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"id": "HnTewjhSIb0a",
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"outputId": "e4c69d54-3382-4225-8c7f-01a84a783fdd"
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"outputId": "90fd02f8-95ea-43c7-db0f-208ff57ea146"
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},
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"execution_count": 4,
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"execution_count": 9,
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"outputs": [
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{
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"output_type": "stream",
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"height": 469
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},
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"id": "u_NmYu_bIfLR",
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"outputId": "d5bd08da-447d-429d-9990-c99113ea886a"
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"outputId": "e946c98b-fa86-4802-bcfa-a142b6503512"
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},
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"execution_count": 5,
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"execution_count": 10,
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"outputs": [
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"output_type": "stream",
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{
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"cell_type": "code",
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"source": [
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"from reddwarf.utils.stats import select_representative_statements\n",
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"from reddwarf.data_presenter import print_repness\n",
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"from reddwarf.data_presenter import print_selected_statements\n",
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"\n",
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"repness = select_representative_statements(\n",
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" grouped_stats_df=result.group_comment_stats,\n",
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" mod_out_statement_ids=mod_out_statement_ids,\n",
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")\n",
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"print_repness(repness=repness, statements_data=statements)\n"
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"print_selected_statements(result=result, statements_data=statements)\n"
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],
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"metadata": {
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"id": "06pUuMhWKw5H",
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"outputId": "f9b0c6f4-e1f2-49cc-c4c4-ce7b6daa5c08",
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"outputId": "8add8b42-b47b-47be-e1b9-65fe1215f6df",
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"colab": {
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"base_uri": "https://localhost:8080/"
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}
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},
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"execution_count": 6,
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"execution_count": 11,
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"outputs": [
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{
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"output_type": "stream",
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"name": "stdout",
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"text": [
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"GROUP A\n",
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"# CONSENSUS STATEMENTS\n",
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"\n",
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"## FOR AGREEMENT\n",
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"\n",
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"* Authoritarian populist parties worldwide figured out how to weaponize trust and social media, winning elections.\n",
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" 86% of everyone who voted on statement 28 agreed.\n",
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"\n",
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"* We realized that information warfare is occurring by nonstate actors in destabilizing the international order\n",
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" 80% of everyone who voted on statement 20 agreed.\n",
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"\n",
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"* 2018 has been marked by the troubling rise of authoritarian leaders around the world.\n",
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" 88% of everyone who voted on statement 39 agreed.\n",
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"\n",
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"* The conversation about ethical uses of technology has reached a tipping point. Citizens, businesses and governments are on it, but baffled.\n",
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" 77% of everyone who voted on statement 27 agreed.\n",
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"\n",
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"* 2018 was the year Americans stopped thinking Silicon Valley was “different” or distinct from Wall St or the military industrial complex\n",
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" 74% of everyone who voted on statement 23 agreed.\n",
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"\n",
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"## FOR DISAGREEMENT\n",
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"\n",
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"None.\n",
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"\n",
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"\n",
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"# GROUP-REPRESENTATIVE STATEMENTS\n",
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"\n",
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"## GROUP A\n",
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"\n",
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"* Major regulatory interference in the operation of Facebook's algorithms and policies is now definitely going to happen, in the USA.\n",
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" 100% of those in group A who voted on statement 11 agreed.\n",
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"\n",
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" 100% of those in group A who voted on statement 15 disagreed.\n",
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"\n",
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"\n",
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"GROUP B\n",
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"## GROUP B\n",
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"\n",
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"* Swing Left's campaign in waiting: building grassroots donors and volunteers during the primary, ready to go for the winning candidate.\n",
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" 55% of those in group B who voted on statement 38 agreed.\n",
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"\n",
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"\n",
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"GROUP C\n",
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"## GROUP C\n",
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"\n",
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"* Cyber-security is still not taken seriously enough by most people in the politics-tech world.\n",
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" 100% of those in group C who voted on statement 5 agreed.\n",
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"\n",
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" 70% of those in group C who voted on statement 14 disagreed.\n",
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"\n",
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"\n",
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"GROUP D\n",
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"## GROUP D\n",
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"\n",
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"* Facebook implementing local news and local government alerts directly into its product\n",
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" 85% of those in group D who voted on statement 15 agreed.\n",
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"\n",
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" 80% of those in group D who voted on statement 34 agreed.\n",
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"\n",
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"\n",
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"GROUP E\n",
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"## GROUP E\n",
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"\n",
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"* The realisation that the Republicans are now just as good at the parts of Digital comms that actually influence elections as the Democrats\n",
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" 83% of those in group E who voted on statement 16 agreed.\n",
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"\n",

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