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patcon/polis-implementation-demo.ipynb

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polis-implementation-demo.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/patcon/7bdd8eae3c264647cfa19493d01eda1c/polis-implementation-demo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "kEyVHx6y7zpu",
"outputId": "9442d8bf-6a4a-45df-fae2-e09e08041cf8"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
" Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
" Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m116.1/116.1 kB\u001b[0m \u001b[31m22.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m161.7/161.7 kB\u001b[0m \u001b[31m50.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m61.4/61.4 kB\u001b[0m \u001b[31m176.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m66.5/66.5 kB\u001b[0m \u001b[31m210.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h Building wheel for red-dwarf (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
"Collecting pacmap\n",
" Downloading pacmap-0.8.0-py3-none-any.whl.metadata (14 kB)\n",
"Requirement already satisfied: scikit-learn>=0.20 in /usr/local/lib/python3.11/dist-packages (from pacmap) (1.6.1)\n",
"Requirement already satisfied: numba>=0.57 in /usr/local/lib/python3.11/dist-packages (from pacmap) (0.60.0)\n",
"Collecting annoy>=1.11 (from pacmap)\n",
" Downloading annoy-1.17.3.tar.gz (647 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m647.5/647.5 kB\u001b[0m \u001b[31m13.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
"Requirement already satisfied: numpy>=1.20 in /usr/local/lib/python3.11/dist-packages (from pacmap) (2.0.2)\n",
"Requirement already satisfied: llvmlite<0.44,>=0.43.0dev0 in /usr/local/lib/python3.11/dist-packages (from numba>=0.57->pacmap) (0.43.0)\n",
"Requirement already satisfied: scipy>=1.6.0 in /usr/local/lib/python3.11/dist-packages (from scikit-learn>=0.20->pacmap) (1.14.1)\n",
"Requirement already satisfied: joblib>=1.2.0 in /usr/local/lib/python3.11/dist-packages (from scikit-learn>=0.20->pacmap) (1.4.2)\n",
"Requirement already satisfied: threadpoolctl>=3.1.0 in /usr/local/lib/python3.11/dist-packages (from scikit-learn>=0.20->pacmap) (3.6.0)\n",
"Downloading pacmap-0.8.0-py3-none-any.whl (21 kB)\n",
"Building wheels for collected packages: annoy\n",
" Building wheel for annoy (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for annoy: filename=annoy-1.17.3-cp311-cp311-linux_x86_64.whl size=553317 sha256=37824170c8472c80de2dc9c1306ace8654338c2215252f8683b45c15ef676a27\n",
" Stored in directory: /root/.cache/pip/wheels/33/e5/58/0a3e34b92bedf09b4c57e37a63ff395ade6f6c1099ba59877c\n",
"Successfully built annoy\n",
"Installing collected packages: annoy, pacmap\n",
"Successfully installed annoy-1.17.3 pacmap-0.8.0\n"
]
}
],
"source": [
"%pip install --quiet --no-cache-dir git+https://github.com/polis-community/red-dwarf.git@main\n",
"%pip install pacmap"
]
},
{
"cell_type": "code",
"source": [
"from reddwarf.data_loader import Loader\n",
"from reddwarf.utils.matrix import generate_raw_matrix, get_clusterable_participant_ids, simple_filter_matrix\n",
"from reddwarf.utils.polismath import extract_data_from_polismath\n",
"from reddwarf.utils.statements import process_statements\n",
"\n",
"# REPORT_ID=\"r7aybmkd3nce56sbry55t\"\n",
"# REPORT_ID=\"r9cnkypdddkmnefz8k2bn\"\n",
"# REPORT_ID=\"r8bzudrhs8j6petppicrj\"\n",
"# REPORT_ID=\"r64ajcsmp9butzxhzj44c\"\n",
"REPORT_ID=\"r7cwmiaxczyj8te9rzdmx\"\n",
"\n",
"loader = Loader(polis_id=REPORT_ID, data_source=\"csv_export\")\n",
"loader.conversation_id = \"9usurb2mmh\"\n",
"loader.load_api_data_math()\n",
"\n",
"_, _, mod_out_statement_ids, _ = process_statements(loader.comments_data)\n",
"\n",
"raw_vote_matrix = generate_raw_matrix(votes=loader.votes_data)\n",
"\n",
"filtered_vote_matrix = simple_filter_matrix(\n",
" vote_matrix=raw_vote_matrix,\n",
" mod_out_statement_ids=mod_out_statement_ids,\n",
")\n",
"\n",
"print(filtered_vote_matrix)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Ea8YprXESDAd",
"outputId": "f27fea0b-acf7-4e6d-813e-a5afa81ac532"
},
"execution_count": 52,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Removing duplicate vote: {'participant_id': 1783, 'statement_id': 78, 'vote': 1, 'weight_x_32767': None, 'modified': 1685131047000.0, 'conversation_id': None, 'datetime': 'Fri May 26 2023 19:57:27 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 137, 'statement_id': 268, 'vote': 1, 'weight_x_32767': None, 'modified': 1685126605000.0, 'conversation_id': None, 'datetime': 'Fri May 26 2023 18:43:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1781, 'statement_id': 50, 'vote': -1, 'weight_x_32767': None, 'modified': 1685111806000.0, 'conversation_id': None, 'datetime': 'Fri May 26 2023 14:36:46 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1780, 'statement_id': 8, 'vote': 1, 'weight_x_32767': None, 'modified': 1685111521000.0, 'conversation_id': None, 'datetime': 'Fri May 26 2023 14:32:01 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1780, 'statement_id': 42, 'vote': 1, 'weight_x_32767': None, 'modified': 1685111485000.0, 'conversation_id': None, 'datetime': 'Fri May 26 2023 14:31:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1780, 'statement_id': 19, 'vote': 1, 'weight_x_32767': None, 'modified': 1685111250000.0, 'conversation_id': None, 'datetime': 'Fri May 26 2023 14:27:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1510, 'statement_id': 261, 'vote': 1, 'weight_x_32767': None, 'modified': 1685101892000.0, 'conversation_id': None, 'datetime': 'Fri May 26 2023 11:51:32 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1510, 'statement_id': 222, 'vote': -1, 'weight_x_32767': None, 'modified': 1685101885000.0, 'conversation_id': None, 'datetime': 'Fri May 26 2023 11:51:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1762, 'statement_id': 215, 'vote': -1, 'weight_x_32767': None, 'modified': 1685096612000.0, 'conversation_id': None, 'datetime': 'Fri May 26 2023 10:23:32 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1757, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1685022339000.0, 'conversation_id': None, 'datetime': 'Thu May 25 2023 13:45:39 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1757, 'statement_id': 5, 'vote': 1, 'weight_x_32767': None, 'modified': 1685022338000.0, 'conversation_id': None, 'datetime': 'Thu May 25 2023 13:45:38 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1757, 'statement_id': 5, 'vote': 1, 'weight_x_32767': None, 'modified': 1685022338000.0, 'conversation_id': None, 'datetime': 'Thu May 25 2023 13:45:38 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1757, 'statement_id': 31, 'vote': 1, 'weight_x_32767': None, 'modified': 1685022337000.0, 'conversation_id': None, 'datetime': 'Thu May 25 2023 13:45:37 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1757, 'statement_id': 35, 'vote': 1, 'weight_x_32767': None, 'modified': 1685022337000.0, 'conversation_id': None, 'datetime': 'Thu May 25 2023 13:45:37 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1749, 'statement_id': 199, 'vote': 1, 'weight_x_32767': None, 'modified': 1684959338000.0, 'conversation_id': None, 'datetime': 'Wed May 24 2023 20:15:38 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1749, 'statement_id': 5, 'vote': 1, 'weight_x_32767': None, 'modified': 1684959264000.0, 'conversation_id': None, 'datetime': 'Wed May 24 2023 20:14:24 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1740, 'statement_id': 21, 'vote': 1, 'weight_x_32767': None, 'modified': 1684910130000.0, 'conversation_id': None, 'datetime': 'Wed May 24 2023 06:35:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1543, 'statement_id': 164, 'vote': 1, 'weight_x_32767': None, 'modified': 1684904894000.0, 'conversation_id': None, 'datetime': 'Wed May 24 2023 05:08:14 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 471, 'statement_id': 198, 'vote': 0, 'weight_x_32767': None, 'modified': 1684902245000.0, 'conversation_id': None, 'datetime': 'Wed May 24 2023 04:24:05 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 471, 'statement_id': 191, 'vote': 1, 'weight_x_32767': None, 'modified': 1684901820000.0, 'conversation_id': None, 'datetime': 'Wed May 24 2023 04:17:00 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1632, 'statement_id': 16, 'vote': 0, 'weight_x_32767': None, 'modified': 1684882501000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 22:55:01 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1727, 'statement_id': 193, 'vote': 1, 'weight_x_32767': None, 'modified': 1684878813000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 21:53:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1719, 'statement_id': 1, 'vote': -1, 'weight_x_32767': None, 'modified': 1684875502000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 20:58:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1719, 'statement_id': 1, 'vote': -1, 'weight_x_32767': None, 'modified': 1684875502000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 20:58:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1719, 'statement_id': 15, 'vote': 1, 'weight_x_32767': None, 'modified': 1684875405000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 20:56:45 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1714, 'statement_id': 14, 'vote': 1, 'weight_x_32767': None, 'modified': 1684872949000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 20:15:49 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1714, 'statement_id': 87, 'vote': 1, 'weight_x_32767': None, 'modified': 1684872940000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 20:15:40 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1712, 'statement_id': 24, 'vote': -1, 'weight_x_32767': None, 'modified': 1684872288000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 20:04:48 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1712, 'statement_id': 24, 'vote': -1, 'weight_x_32767': None, 'modified': 1684872288000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 20:04:48 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1709, 'statement_id': 128, 'vote': -1, 'weight_x_32767': None, 'modified': 1684869396000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 19:16:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1709, 'statement_id': 128, 'vote': -1, 'weight_x_32767': None, 'modified': 1684869396000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 19:16:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1709, 'statement_id': 12, 'vote': -1, 'weight_x_32767': None, 'modified': 1684869395000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 19:16:35 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1709, 'statement_id': 12, 'vote': -1, 'weight_x_32767': None, 'modified': 1684869395000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 19:16:35 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1709, 'statement_id': 185, 'vote': -1, 'weight_x_32767': None, 'modified': 1684869394000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 19:16:34 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1703, 'statement_id': 68, 'vote': -1, 'weight_x_32767': None, 'modified': 1684867113000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 18:38:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1703, 'statement_id': 65, 'vote': 1, 'weight_x_32767': None, 'modified': 1684866476000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 18:27:56 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1703, 'statement_id': 11, 'vote': 1, 'weight_x_32767': None, 'modified': 1684866329000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 18:25:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1693, 'statement_id': 49, 'vote': 1, 'weight_x_32767': None, 'modified': 1684863522000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 17:38:42 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1676, 'statement_id': 182, 'vote': 0, 'weight_x_32767': None, 'modified': 1684760872000.0, 'conversation_id': None, 'datetime': 'Mon May 22 2023 13:07:52 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1676, 'statement_id': 31, 'vote': 1, 'weight_x_32767': None, 'modified': 1684760831000.0, 'conversation_id': None, 'datetime': 'Mon May 22 2023 13:07:11 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 79, 'statement_id': 242, 'vote': 1, 'weight_x_32767': None, 'modified': 1684742616000.0, 'conversation_id': None, 'datetime': 'Mon May 22 2023 08:03:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 79, 'statement_id': 51, 'vote': 0, 'weight_x_32767': None, 'modified': 1684742540000.0, 'conversation_id': None, 'datetime': 'Mon May 22 2023 08:02:20 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1655, 'statement_id': 242, 'vote': 1, 'weight_x_32767': None, 'modified': 1684728082000.0, 'conversation_id': None, 'datetime': 'Mon May 22 2023 04:01:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1655, 'statement_id': 153, 'vote': -1, 'weight_x_32767': None, 'modified': 1684728016000.0, 'conversation_id': None, 'datetime': 'Mon May 22 2023 04:00:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1655, 'statement_id': 54, 'vote': 1, 'weight_x_32767': None, 'modified': 1684727994000.0, 'conversation_id': None, 'datetime': 'Mon May 22 2023 03:59:54 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1640, 'statement_id': 24, 'vote': 1, 'weight_x_32767': None, 'modified': 1684694452000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 18:40:52 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1636, 'statement_id': 38, 'vote': 1, 'weight_x_32767': None, 'modified': 1684689128000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 17:12:08 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1632, 'statement_id': 70, 'vote': -1, 'weight_x_32767': None, 'modified': 1684680607000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 14:50:07 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1631, 'statement_id': 47, 'vote': 1, 'weight_x_32767': None, 'modified': 1684678869000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 14:21:09 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1628, 'statement_id': 23, 'vote': 0, 'weight_x_32767': None, 'modified': 1684672596000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 12:36:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1615, 'statement_id': 140, 'vote': 0, 'weight_x_32767': None, 'modified': 1684655227000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 07:47:07 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1615, 'statement_id': 5, 'vote': 1, 'weight_x_32767': None, 'modified': 1684655078000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 07:44:38 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1615, 'statement_id': 198, 'vote': 1, 'weight_x_32767': None, 'modified': 1684655033000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 07:43:53 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1615, 'statement_id': 31, 'vote': 1, 'weight_x_32767': None, 'modified': 1684655023000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 07:43:43 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1615, 'statement_id': 225, 'vote': -1, 'weight_x_32767': None, 'modified': 1684654786000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 07:39:46 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1615, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684654746000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 07:39:06 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1615, 'statement_id': 220, 'vote': -1, 'weight_x_32767': None, 'modified': 1684654740000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 07:39:00 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1615, 'statement_id': 91, 'vote': -1, 'weight_x_32767': None, 'modified': 1684654734000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 07:38:54 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1548, 'statement_id': 51, 'vote': 1, 'weight_x_32767': None, 'modified': 1684401327000.0, 'conversation_id': None, 'datetime': 'Thu May 18 2023 09:15:27 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1540, 'statement_id': 5, 'vote': -1, 'weight_x_32767': None, 'modified': 1684395103000.0, 'conversation_id': None, 'datetime': 'Thu May 18 2023 07:31:43 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1540, 'statement_id': 65, 'vote': 1, 'weight_x_32767': None, 'modified': 1684394224000.0, 'conversation_id': None, 'datetime': 'Thu May 18 2023 07:17:04 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1531, 'statement_id': 42, 'vote': 1, 'weight_x_32767': None, 'modified': 1684386526000.0, 'conversation_id': None, 'datetime': 'Thu May 18 2023 05:08:46 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1522, 'statement_id': 170, 'vote': -1, 'weight_x_32767': None, 'modified': 1684357902000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 21:11:42 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1521, 'statement_id': 3, 'vote': 1, 'weight_x_32767': None, 'modified': 1684357585000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 21:06:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1510, 'statement_id': 159, 'vote': 1, 'weight_x_32767': None, 'modified': 1684354704000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 20:18:24 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1510, 'statement_id': 21, 'vote': 1, 'weight_x_32767': None, 'modified': 1684354585000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 20:16:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1510, 'statement_id': 175, 'vote': -1, 'weight_x_32767': None, 'modified': 1684354503000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 20:15:03 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1510, 'statement_id': 190, 'vote': 1, 'weight_x_32767': None, 'modified': 1684354230000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 20:10:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1482, 'statement_id': 122, 'vote': -1, 'weight_x_32767': None, 'modified': 1684345545000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 17:45:45 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1454, 'statement_id': 49, 'vote': 1, 'weight_x_32767': None, 'modified': 1684314324000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 09:05:24 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1454, 'statement_id': 65, 'vote': -1, 'weight_x_32767': None, 'modified': 1684314149000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 09:02:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1454, 'statement_id': 20, 'vote': -1, 'weight_x_32767': None, 'modified': 1684313972000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 08:59:32 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1454, 'statement_id': 18, 'vote': -1, 'weight_x_32767': None, 'modified': 1684313900000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 08:58:20 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1454, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684313848000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 08:57:28 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1454, 'statement_id': 35, 'vote': -1, 'weight_x_32767': None, 'modified': 1684313807000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 08:56:47 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1454, 'statement_id': 53, 'vote': 1, 'weight_x_32767': None, 'modified': 1684313726000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 08:55:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1454, 'statement_id': 87, 'vote': 1, 'weight_x_32767': None, 'modified': 1684313693000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 08:54:53 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1411, 'statement_id': 143, 'vote': 0, 'weight_x_32767': None, 'modified': 1684223360000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 07:49:20 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1405, 'statement_id': 54, 'vote': -1, 'weight_x_32767': None, 'modified': 1684219834000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 06:50:34 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 120, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215951000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:51 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 120, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215950000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:50 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 110, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215948000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:48 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 144, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215945000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:45 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 144, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215942000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:42 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 144, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215940000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:40 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 144, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215939000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:39 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 144, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215939000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:39 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215933000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215933000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215933000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215933000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215932000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:32 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215932000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:32 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215932000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:32 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215932000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:32 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215932000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:32 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215931000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:31 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215931000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:31 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215931000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:31 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215931000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:31 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 49, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215930000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 49, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215930000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 49, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215930000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 49, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215930000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 15, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215929000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 15, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215929000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 15, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215928000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:28 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 61, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215928000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:28 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 61, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215927000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:27 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 49, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215926000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 49, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215926000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 52, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215926000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 52, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215926000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 141, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215925000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 141, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215924000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:24 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 28, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215923000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 49, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215922000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 87, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215922000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 28, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215920000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:20 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 28, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215920000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:20 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215918000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:18 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215918000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:18 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215917000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:17 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215917000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:17 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215917000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:17 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215917000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:17 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215917000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:17 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215916000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215916000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215916000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215916000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215915000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:15 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215915000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:15 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215915000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:15 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215915000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:15 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 78, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215913000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:13 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 78, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215913000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:13 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 78, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215913000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:13 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 78, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215912000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:12 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 78, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215912000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:12 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 38, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215911000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:11 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 38, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215911000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:11 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215911000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:11 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215910000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:10 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215910000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:10 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 78, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215909000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:09 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 78, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215909000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:09 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 65, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215907000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:07 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215907000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:07 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215905000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:05 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215905000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:05 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215905000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:05 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215905000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:05 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215904000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:04 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215904000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:04 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215904000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:04 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215904000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:04 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215903000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:03 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215903000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:03 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215903000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:03 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215903000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:03 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215903000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:03 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215903000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:03 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215902000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:02 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215902000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:02 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215902000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:02 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215902000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:02 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215902000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:02 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215901000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:01 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215901000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:01 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 128, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215900000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:00 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 11, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215897000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:57 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 42, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215896000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:56 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 1, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215895000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:55 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 1, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215895000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:55 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 1, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215895000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:55 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 1, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215895000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:55 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 1, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215894000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:54 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 1, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215894000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:54 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 19, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215894000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:54 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 19, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215893000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:53 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 19, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215893000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:53 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 19, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215893000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:53 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 19, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215892000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:52 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 19, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215892000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:52 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 42, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215890000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:50 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 27, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215889000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:49 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 27, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215889000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:49 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 27, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215889000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:49 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 27, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215888000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:48 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 14, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215884000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:44 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 14, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215883000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:43 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 14, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215883000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:43 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 14, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215883000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:43 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215881000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:41 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215881000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:41 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215881000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:41 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215880000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:40 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215880000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:40 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215880000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:40 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215880000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:40 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215879000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:39 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215879000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:39 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215879000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:39 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215879000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:39 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215879000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:39 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215879000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:39 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215878000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:38 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215876000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215876000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215876000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215876000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215875000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:35 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215875000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:35 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215875000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:35 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215874000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:34 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215874000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:34 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215874000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:34 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215874000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:34 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215873000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215873000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215873000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215873000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215873000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215871000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:31 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215870000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215870000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215870000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215870000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215870000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215869000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215869000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215869000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215869000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215868000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:28 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215866000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215866000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215866000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215865000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215865000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215865000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215865000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215865000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215864000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:24 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215864000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:24 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 56, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215863000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 56, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215863000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 56, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215862000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 56, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215862000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 56, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215862000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 56, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215862000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 56, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215862000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 56, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215862000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 56, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215861000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:21 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 98, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215859000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:19 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 98, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215859000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:19 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 98, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215859000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:19 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 98, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215858000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:18 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 98, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215858000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:18 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 98, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215858000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:18 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 98, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215858000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:18 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 7, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215856000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 7, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215856000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 7, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215856000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 75, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215855000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:15 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215824000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:44 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215824000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:44 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215823000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:43 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215823000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:43 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215823000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:43 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215823000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:43 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215822000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:42 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215822000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:42 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215822000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:42 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215822000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:42 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215821000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:41 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215821000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:41 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215818000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:38 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215818000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:38 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215818000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:38 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215818000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:38 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215817000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:37 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215817000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:37 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215817000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:37 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215817000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:37 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215817000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:37 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215817000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:37 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215816000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215816000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215816000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215816000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 123, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215809000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 123, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215808000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:28 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 123, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215808000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:28 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 123, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215808000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:28 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 123, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215808000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:28 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215808000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:28 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215807000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:27 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215807000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:27 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215807000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:27 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215807000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:27 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215806000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215806000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215806000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215806000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215805000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215805000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215805000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 33, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215804000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:24 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 33, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215803000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 33, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215803000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 33, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215803000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 33, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215803000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 33, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215802000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 33, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215802000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 33, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215802000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 33, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215802000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 43, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215801000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:21 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 43, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215800000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:20 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 43, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215800000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:20 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 43, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215800000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:20 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 21, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215799000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:19 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1356, 'statement_id': 52, 'vote': 1, 'weight_x_32767': None, 'modified': 1684171543000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 17:25:43 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1340, 'statement_id': 129, 'vote': 1, 'weight_x_32767': None, 'modified': 1684168709000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 16:38:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1340, 'statement_id': 47, 'vote': -1, 'weight_x_32767': None, 'modified': 1684168335000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 16:32:15 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1340, 'statement_id': 1, 'vote': 1, 'weight_x_32767': None, 'modified': 1684168194000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 16:29:54 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1317, 'statement_id': 2, 'vote': -1, 'weight_x_32767': None, 'modified': 1684162823000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 15:00:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1317, 'statement_id': 6, 'vote': 1, 'weight_x_32767': None, 'modified': 1684162772000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 14:59:32 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1317, 'statement_id': 42, 'vote': -1, 'weight_x_32767': None, 'modified': 1684162749000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 14:59:09 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1317, 'statement_id': 20, 'vote': 1, 'weight_x_32767': None, 'modified': 1684162746000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 14:59:06 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1307, 'statement_id': 27, 'vote': 0, 'weight_x_32767': None, 'modified': 1684160712000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 14:25:12 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1307, 'statement_id': 85, 'vote': 0, 'weight_x_32767': None, 'modified': 1684160701000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 14:25:01 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1272, 'statement_id': 5, 'vote': 0, 'weight_x_32767': None, 'modified': 1684154882000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 12:48:02 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1242, 'statement_id': 15, 'vote': -1, 'weight_x_32767': None, 'modified': 1684151687000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 11:54:47 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1234, 'statement_id': 120, 'vote': -1, 'weight_x_32767': None, 'modified': 1684151675000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 11:54:35 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1240, 'statement_id': 92, 'vote': -1, 'weight_x_32767': None, 'modified': 1684151346000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 11:49:06 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1240, 'statement_id': 5, 'vote': -1, 'weight_x_32767': None, 'modified': 1684151339000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 11:48:59 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1240, 'statement_id': 82, 'vote': -1, 'weight_x_32767': None, 'modified': 1684151337000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 11:48:57 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1240, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684151327000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 11:48:47 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1240, 'statement_id': 60, 'vote': 0, 'weight_x_32767': None, 'modified': 1684151264000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 11:47:44 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1189, 'statement_id': 89, 'vote': 0, 'weight_x_32767': None, 'modified': 1684146319000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 10:25:19 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1172, 'statement_id': 113, 'vote': 0, 'weight_x_32767': None, 'modified': 1684144548000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:55:48 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 666, 'statement_id': 19, 'vote': 0, 'weight_x_32767': None, 'modified': 1684143237000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:33:57 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1152, 'statement_id': 99, 'vote': 1, 'weight_x_32767': None, 'modified': 1684143077000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:31:17 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1154, 'statement_id': 4, 'vote': 0, 'weight_x_32767': None, 'modified': 1684142756000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:25:56 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 79, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141613000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:06:53 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 23, 'vote': 0, 'weight_x_32767': None, 'modified': 1684141596000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:06:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684141534000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:05:34 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 56, 'vote': 0, 'weight_x_32767': None, 'modified': 1684141512000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:05:12 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 29, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141493000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:04:53 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 12, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141456000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:04:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 24, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141451000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:04:11 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 52, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141447000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:04:07 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 92, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141434000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:03:54 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 78, 'vote': -1, 'weight_x_32767': None, 'modified': 1684141424000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:03:44 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 40, 'vote': -1, 'weight_x_32767': None, 'modified': 1684141382000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:03:02 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 40, 'vote': -1, 'weight_x_32767': None, 'modified': 1684141382000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:03:02 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 38, 'vote': -1, 'weight_x_32767': None, 'modified': 1684141369000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:02:49 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 54, 'vote': -1, 'weight_x_32767': None, 'modified': 1684141349000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:02:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 69, 'vote': -1, 'weight_x_32767': None, 'modified': 1684141330000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:02:10 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 42, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141250000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:00:50 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 13, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141192000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:59:52 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 13, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141192000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:59:52 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 108, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141139000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:58:59 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 44, 'vote': 0, 'weight_x_32767': None, 'modified': 1684141087000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:58:07 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 21, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141068000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:57:48 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 8, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141045000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:57:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1103, 'statement_id': 2, 'vote': 1, 'weight_x_32767': None, 'modified': 1684138996000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:23:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1103, 'statement_id': 19, 'vote': 1, 'weight_x_32767': None, 'modified': 1684138996000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:23:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1097, 'statement_id': 18, 'vote': 0, 'weight_x_32767': None, 'modified': 1684138761000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:19:21 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1097, 'statement_id': 46, 'vote': 0, 'weight_x_32767': None, 'modified': 1684138730000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:18:50 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1084, 'statement_id': 31, 'vote': 0, 'weight_x_32767': None, 'modified': 1684137863000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:04:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1084, 'statement_id': 31, 'vote': 0, 'weight_x_32767': None, 'modified': 1684137863000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:04:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1052, 'statement_id': 42, 'vote': 1, 'weight_x_32767': None, 'modified': 1684135253000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 07:20:53 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 991, 'statement_id': 12, 'vote': 1, 'weight_x_32767': None, 'modified': 1684132176000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 06:29:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 978, 'statement_id': 107, 'vote': -1, 'weight_x_32767': None, 'modified': 1684132038000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 06:27:18 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 991, 'statement_id': 13, 'vote': 1, 'weight_x_32767': None, 'modified': 1684131931000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 06:25:31 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 991, 'statement_id': 49, 'vote': 1, 'weight_x_32767': None, 'modified': 1684131869000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 06:24:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 972, 'statement_id': 89, 'vote': -1, 'weight_x_32767': None, 'modified': 1684131070000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 06:11:10 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 903, 'statement_id': 25, 'vote': 1, 'weight_x_32767': None, 'modified': 1684128541000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 05:29:01 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 903, 'statement_id': 25, 'vote': 1, 'weight_x_32767': None, 'modified': 1684128540000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 05:29:00 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 862, 'statement_id': 7, 'vote': -1, 'weight_x_32767': None, 'modified': 1684127107000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 05:05:07 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 718, 'statement_id': 84, 'vote': 1, 'weight_x_32767': None, 'modified': 1684122554000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 03:49:14 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 718, 'statement_id': 49, 'vote': 1, 'weight_x_32767': None, 'modified': 1684122542000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 03:49:02 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 718, 'statement_id': 3, 'vote': -1, 'weight_x_32767': None, 'modified': 1684122436000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 03:47:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 718, 'statement_id': 81, 'vote': 1, 'weight_x_32767': None, 'modified': 1684122396000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 03:46:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 675, 'statement_id': 69, 'vote': 1, 'weight_x_32767': None, 'modified': 1684120060000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 03:07:40 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 675, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684119798000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 03:03:18 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 675, 'statement_id': 80, 'vote': 1, 'weight_x_32767': None, 'modified': 1684119753000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 03:02:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 654, 'statement_id': 70, 'vote': -1, 'weight_x_32767': None, 'modified': 1684116949000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 02:15:49 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 654, 'statement_id': 49, 'vote': 1, 'weight_x_32767': None, 'modified': 1684116897000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 02:14:57 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 654, 'statement_id': 42, 'vote': -1, 'weight_x_32767': None, 'modified': 1684116867000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 02:14:27 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 654, 'statement_id': 54, 'vote': -1, 'weight_x_32767': None, 'modified': 1684116867000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 02:14:27 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 654, 'statement_id': 35, 'vote': 1, 'weight_x_32767': None, 'modified': 1684116844000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 02:14:04 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 654, 'statement_id': 19, 'vote': -1, 'weight_x_32767': None, 'modified': 1684116833000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 02:13:53 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 654, 'statement_id': 12, 'vote': -1, 'weight_x_32767': None, 'modified': 1684116810000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 02:13:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 654, 'statement_id': 38, 'vote': -1, 'weight_x_32767': None, 'modified': 1684116810000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 02:13:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 654, 'statement_id': 20, 'vote': -1, 'weight_x_32767': None, 'modified': 1684116707000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 02:11:47 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 654, 'statement_id': 9, 'vote': -1, 'weight_x_32767': None, 'modified': 1684116702000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 02:11:42 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 617, 'statement_id': 11, 'vote': 0, 'weight_x_32767': None, 'modified': 1684106052000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 23:14:12 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 605, 'statement_id': 53, 'vote': -1, 'weight_x_32767': None, 'modified': 1684104272000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 22:44:32 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 605, 'statement_id': 40, 'vote': -1, 'weight_x_32767': None, 'modified': 1684104247000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 22:44:07 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 605, 'statement_id': 40, 'vote': -1, 'weight_x_32767': None, 'modified': 1684104247000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 22:44:07 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 602, 'statement_id': 12, 'vote': 0, 'weight_x_32767': None, 'modified': 1684103945000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 22:39:05 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 599, 'statement_id': 68, 'vote': -1, 'weight_x_32767': None, 'modified': 1684103457000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 22:30:57 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 599, 'statement_id': 21, 'vote': 0, 'weight_x_32767': None, 'modified': 1684103445000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 22:30:45 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 599, 'statement_id': 56, 'vote': 1, 'weight_x_32767': None, 'modified': 1684103171000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 22:26:11 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 599, 'statement_id': 40, 'vote': 1, 'weight_x_32767': None, 'modified': 1684103138000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 22:25:38 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 552, 'statement_id': 19, 'vote': -1, 'weight_x_32767': None, 'modified': 1684099005000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 21:16:45 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 514, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684097911000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 20:58:31 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 427, 'statement_id': 53, 'vote': 1, 'weight_x_32767': None, 'modified': 1684094856000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 20:07:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 403, 'statement_id': 19, 'vote': 1, 'weight_x_32767': None, 'modified': 1684094123000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:55:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 399, 'statement_id': 13, 'vote': 1, 'weight_x_32767': None, 'modified': 1684094037000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:53:57 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 399, 'statement_id': 13, 'vote': 1, 'weight_x_32767': None, 'modified': 1684094037000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:53:57 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 399, 'statement_id': 11, 'vote': 1, 'weight_x_32767': None, 'modified': 1684093993000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:53:13 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 399, 'statement_id': 51, 'vote': 0, 'weight_x_32767': None, 'modified': 1684093951000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:52:31 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 399, 'statement_id': 51, 'vote': 0, 'weight_x_32767': None, 'modified': 1684093950000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:52:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 399, 'statement_id': 51, 'vote': 0, 'weight_x_32767': None, 'modified': 1684093950000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:52:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 372, 'statement_id': 14, 'vote': -1, 'weight_x_32767': None, 'modified': 1684093273000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:41:13 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 372, 'statement_id': 9, 'vote': -1, 'weight_x_32767': None, 'modified': 1684093271000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:41:11 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 353, 'statement_id': 17, 'vote': 0, 'weight_x_32767': None, 'modified': 1684092979000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:36:19 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 353, 'statement_id': 49, 'vote': 0, 'weight_x_32767': None, 'modified': 1684092976000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:36:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 340, 'statement_id': 43, 'vote': 1, 'weight_x_32767': None, 'modified': 1684092577000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:29:37 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 254, 'statement_id': 3, 'vote': -1, 'weight_x_32767': None, 'modified': 1684090996000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:03:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 219, 'statement_id': 4, 'vote': 0, 'weight_x_32767': None, 'modified': 1684089854000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 18:44:14 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 219, 'statement_id': 5, 'vote': 0, 'weight_x_32767': None, 'modified': 1684089853000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 18:44:13 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 219, 'statement_id': 18, 'vote': 0, 'weight_x_32767': None, 'modified': 1684089853000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 18:44:13 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 185, 'statement_id': 33, 'vote': 0, 'weight_x_32767': None, 'modified': 1684089151000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 18:32:31 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 131, 'statement_id': 28, 'vote': 1, 'weight_x_32767': None, 'modified': 1684087965000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 18:12:45 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 94, 'statement_id': 7, 'vote': 0, 'weight_x_32767': None, 'modified': 1684087273000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 18:01:13 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 94, 'statement_id': 12, 'vote': 0, 'weight_x_32767': None, 'modified': 1684087270000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 18:01:10 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 94, 'statement_id': 28, 'vote': 0, 'weight_x_32767': None, 'modified': 1684087204000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 18:00:04 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 94, 'statement_id': 30, 'vote': -1, 'weight_x_32767': None, 'modified': 1684087202000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 18:00:02 GMT+0000 (Coordinated Universal Time)'}\n",
"statement_id 0 1 2 3 4 5 6 7 8 9 ... 259 \\\n",
"participant_id ... \n",
"0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... 0.0 \n",
"1 1.0 1.0 1.0 -1.0 1.0 -1.0 1.0 -1.0 1.0 1.0 ... 0.0 \n",
"2 1.0 -1.0 1.0 -1.0 1.0 -1.0 1.0 -1.0 1.0 1.0 ... 0.0 \n",
"3 1.0 -1.0 1.0 -1.0 1.0 -1.0 1.0 -1.0 1.0 1.0 ... 0.0 \n",
"4 -1.0 1.0 -1.0 1.0 -1.0 1.0 -1.0 1.0 -1.0 -1.0 ... 0.0 \n",
"... ... ... ... ... ... ... ... ... ... ... ... ... \n",
"1785 -1.0 1.0 -1.0 1.0 0.0 1.0 0.0 0.0 -1.0 0.0 ... 0.0 \n",
"1786 NaN NaN NaN NaN NaN NaN NaN 0.0 NaN NaN ... 0.0 \n",
"1787 NaN NaN NaN -1.0 NaN 1.0 1.0 NaN NaN NaN ... 0.0 \n",
"1788 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... 0.0 \n",
"1789 -1.0 NaN NaN NaN -1.0 1.0 NaN 1.0 -1.0 -1.0 ... 0.0 \n",
"\n",
"statement_id 260 261 262 263 264 265 266 267 268 \n",
"participant_id \n",
"0 0.0 NaN NaN NaN 0.0 NaN NaN NaN NaN \n",
"1 0.0 NaN NaN NaN 0.0 NaN NaN NaN NaN \n",
"2 0.0 NaN NaN NaN 0.0 NaN NaN NaN NaN \n",
"3 0.0 NaN NaN NaN 0.0 NaN NaN NaN NaN \n",
"4 0.0 1.0 1.0 -1.0 0.0 NaN NaN NaN NaN \n",
"... ... ... ... ... ... ... ... ... ... \n",
"1785 0.0 1.0 1.0 -1.0 0.0 0.0 0.0 0.0 0.0 \n",
"1786 0.0 NaN 0.0 NaN 0.0 NaN NaN NaN NaN \n",
"1787 0.0 NaN 1.0 NaN 0.0 NaN NaN NaN NaN \n",
"1788 0.0 NaN NaN NaN 0.0 0.0 NaN NaN NaN \n",
"1789 0.0 NaN NaN 1.0 0.0 NaN NaN 1.0 NaN \n",
"\n",
"[1790 rows x 269 columns]\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"import numpy as np\n",
"from sklearn.pipeline import Pipeline\n",
"from sklearn.impute import SimpleImputer\n",
"from pacmap import PaCMAP, LocalMAP\n",
"from sklearn.decomposition import PCA\n",
"from reddwarf.sklearn.transformers import SparsityAwareScaler\n",
"import matplotlib.pyplot as plt\n",
"\n",
"n_components = 2\n",
"\n",
"# Setup participant mask (we won't derive our own list of active participant IDs this time)\n",
"# participant_ids_to_cluster = get_clusterable_participant_ids(raw_vote_matrix, vote_threshold=7)\n",
"# cluster_mask = [pid in participant_ids_to_cluster for pid in raw_vote_matrix.index]\n",
"\n",
"# Set up participant mask and cluster labels from polismath, for comparison with default Polis.\n",
"all_clustered_participant_ids, cluster_labels = extract_data_from_polismath(loader.math_data)\n",
"cluster_mask = [pid in all_clustered_participant_ids for pid in raw_vote_matrix.index]\n",
"\n",
"RANDOM_STATE = 12345\n",
"\n",
"# Configure pipelines\n",
"pipelines = {\n",
" \"PCA\": Pipeline([\n",
" (\"impute\", SimpleImputer(missing_values=np.nan, strategy=\"mean\")),\n",
" (\"pca\", PCA(n_components=n_components, random_state=RANDOM_STATE)),\n",
" (\"scale\", SparsityAwareScaler(X_sparse=raw_vote_matrix.values)),\n",
" ]),\n",
" \"PaCMAP\": Pipeline([\n",
" (\"impute\", SimpleImputer(missing_values=np.nan, strategy=\"mean\")),\n",
" (\"pacmap\", PaCMAP(n_components=n_components, random_state=RANDOM_STATE)),\n",
" ]),\n",
" \"LocalMAP\": Pipeline([\n",
" (\"impute\", SimpleImputer(missing_values=np.nan, strategy=\"mean\")),\n",
" (\"localmap\", LocalMAP(n_components=n_components, random_state=RANDOM_STATE)),\n",
" ]),\n",
" # Add more here easily\n",
"}\n",
"\n",
"# Run pipelines\n",
"embeddings = {}\n",
"for name, pipe in pipelines.items():\n",
" X_transformed = pipe.fit_transform(filtered_vote_matrix.values)\n",
" _, _, kmeans = find_optimal_k(\n",
" projected_data=X_transformed[cluster_mask],\n",
" k_bounds=(2,8),\n",
" init=\"k-means++\",\n",
" # random_state=RANDOM_STATE,\n",
" )\n",
" embeddings[name] = {\n",
" \"X\": X_transformed,\n",
" \"kmeans\": kmeans,\n",
" }"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "DwoS4OvOSJqG",
"outputId": "6a73417a-5f33-4897-d123-e0746fab58fc"
},
"execution_count": 73,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"WARNING:pacmap.pacmap:Warning: random state is set to 12345.\n",
"WARNING:pacmap.pacmap:Warning: random state is set to 12345.\n"
]
}
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "NkGdoHCy8RdA",
"outputId": "72788166-6179-40f1-b17d-470af499fe8a"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1500x500 with 3 Axes>"
],
"image/png": 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\n"
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"text": [
"PCA PaCMAP LocalMAP\n",
"------------------------------------------------------------ ----------------------------------------------------------- ------------------------------------------------------------\n",
"GROUP A GROUP A GROUP A\n",
"* EÚ je hlavne o diktáte Bruselu. * Budme radi, ze sme clenom jedneho elitneho * Nnn\n",
" 88% of those in zoskupenia. V globalnej konkurencii by SK mimo EU ziadnu 50% of those in group A who voted on\n",
"group A who voted on statement 5 agreed. sancu. Dostali by sme sa pod vplyv Ruska statement 48 agreed.\n",
" 92% of those in\n",
"* EU nie tá EU, do group A who voted on statement 29 agreed. * Von z tej fašistickej únie plnej\n",
"ktorej sme vstupovali. Čím skôr je potrebné vystúpiť z EU a nezmyslov a totalitných nariadení...\n",
"NATO. Za chvíľu prestaneme ako národ týmto úplne * Cením si, že EÚ 100% of those in\n",
"existovať. háji a presadzuje hodnoty demokracie. group A who voted on statement 126 agreed.\n",
" 74% of those in group A who voted on statement 91% of those in\n",
"33 agreed. group A who voted on statement 8 agreed. * Len EU\n",
" 100%\n",
"* Z EU sa stalo to čím bývalo Rakúsko Uhorsko = * EÚ je hlavne o of those in group A who voted on statement 55 agreed.\n",
"žalár národov diktáte Bruselu.\n",
" 79% of those in group A who voted on 88% of those in group A who voted on * Ak\n",
"statement 50 agreed. statement 5 disagreed. su nezhody v EU kvoli elementom, ktore nie su sucastou EU,\n",
" treba to dat bokom. Nesmieme pripustit rozvrat nasej\n",
"* EÚ je jedinou rozumnou cestou pre * EU robí katastrofálnu politiku- spolocnosti.\n",
"Slovensko odsunula dlhy Grécka, nepresvedčila Britov pri Brexite, 100% of those in group A who voted on\n",
" 72% of those in group A who voted on statement nezvládla migráciu, vojnu na UA, čiastočne epidémiu. statement 268 agreed.\n",
"42 disagreed. 71%\n",
" of those in group A who voted on statement 40 disagreed. * Nedajte Slovákom peniaze z EU,potom\n",
"* Budme radi, ze sme clenom jedneho elitneho uvidíte co budu robiť.\n",
"zoskupenia. V globalnej konkurencii by SK mimo EU ziadnu * 100% of those in group A who voted\n",
"sancu. Dostali by sme sa pod vplyv Ruska Vidíme kto vládne v EÚ. Kebyže sú tam ľudia zo zdravým on statement 103 disagreed.\n",
" 78% of those in rozumom, nemám námietky. Ale v súčastnosti ako Uršuľa nás\n",
"group A who voted on statement 29 disagreed. zavedú do pekla,a podobný\n",
" 72% of those in group A who GROUP B\n",
" voted on statement 32 disagreed. * Vnímam výhody\n",
"GROUP B Slovenského členstva v EÚ.\n",
"*\n",
"Budme radi, ze sme clenom jedneho elitneho zoskupenia. V GROUP B 98% of those in group B who\n",
"globalnej konkurencii by SK mimo EU ziadnu sancu. Dostali by * EÚ je hlavne o voted on statement 2 agreed.\n",
"sme sa pod vplyv Ruska diktáte Bruselu.\n",
" 93% of those in group B who voted 88% of those in group B who voted on * Slovensko by nemalo opúšťať\n",
"on statement 29 agreed. statement 5 agreed. Európske spoločenstvo.\n",
" 98% of those in group B who voted\n",
"* EÚ je hlavne o diktáte Bruselu. * EU nie tá EU, do ktorej sme on statement 0 agreed.\n",
"89% of those in group B who voted on statement 5 disagreed. vstupovali. Čím skôr je potrebné vystúpiť z EU a NATO. Za\n",
"* EU robí katastrofálnu politiku-odsunula dlhy Grécka, chvíľu prestaneme ako národ týmto úplne existovať. * Budme radi, ze sme clenom jedneho\n",
"nepresvedčila Britov pri Brexite, nezvládla migráciu, vojnu 75% elitneho zoskupenia. V globalnej konkurencii by SK mimo EU\n",
"na UA, čiastočne epidémiu. of those in group B who voted on statement 33 agreed. ziadnu sancu. Dostali by sme sa pod vplyv Ruska\n",
" 72% of those in group B who 91% of\n",
"voted on statement 40 disagreed. * EÚ those in group B who voted on statement 29 agreed.\n",
" je jedinou rozumnou cestou pre Slovensko\n",
"* Vidíme kto vládne v EÚ. 72% of those in * Ako\n",
"Kebyže sú tam ľudia zo zdravým rozumom, nemám námietky. Ale group B who voted on statement 42 disagreed. člen EÚ máme silnejší hlas vo svete.\n",
"v súčastnosti ako Uršuľa nás zavedú do pekla,a podobný 90% of those in\n",
"73% of those in group B who voted on statement 32 disagreed. * Budme radi, group B who voted on statement 9 agreed.\n",
"* EU je v podstate diktát ako bolo RVHP pod sovietskou ze sme clenom jedneho elitneho zoskupenia. V globalnej\n",
"kontrolou. Snaží sa vytesniť právo veta malých štátov, a konkurencii by SK mimo EU ziadnu sancu. Dostali by sme sa * Spoluprácou na\n",
"nasilu natlačiť svoju agendu. pod vplyv Ruska Európskej úrovni dosiahneme viac než sami na vlastnú päsť.\n",
" 82% of those in group B who 79% of those in group B who voted on 98% of those in group B who voted on statement 13 agreed.\n",
"voted on statement 31 disagreed. statement 29 disagreed. GROUP C\n",
" * EÚ je hlavne o diktáte Bruselu.\n",
" * Ako člen EÚ máme silnejší hlas vo 95% of those in\n",
" svete. group C who voted on statement 5 agreed.\n",
" 76% of those in group B who voted on statement 9\n",
" disagreed. * EU nie tá EU, do\n",
" ktorej sme vstupovali. Čím skôr je potrebné vystúpiť z EU a\n",
" NATO. Za chvíľu prestaneme ako národ týmto úplne\n",
" existovať.\n",
" 81% of those in group C who voted on statement\n",
" 33 agreed.\n",
"\n",
" * Z EU sa stalo to čím bývalo Rakúsko Uhorsko =\n",
" žalár národov\n",
" 84% of those in group C who voted on\n",
" statement 50 agreed.\n",
"\n",
" * Budme radi, ze sme clenom jedneho\n",
" elitneho zoskupenia. V globalnej konkurencii by SK mimo EU\n",
" ziadnu sancu. Dostali by sme sa pod vplyv Ruska\n",
" 85% of\n",
" those in group C who voted on statement 29 disagreed.\n",
"\n",
" *\n",
" Cením si, že EÚ háji a presadzuje hodnoty demokracie.\n",
" 84%\n",
" of those in group C who voted on statement 8 disagreed.\n",
" GROUP D\n",
" * Bez EÚ nemáme šancu. Aj keď nefunguje ideálne,\n",
" stále je to ta najlepšia alternatíva.\n",
" 97% of those in\n",
" group D who voted on statement 70 agreed.\n",
"\n",
" * Sme potravinová\n",
" spodina Eu. Vozia sem nekvalitné potraviny a výrobky za ceny\n",
" ako v bohatších štátoch Eu. Som za vystúpenie z Eu\n",
" 94% of\n",
" those in group D who voted on statement 78 disagreed.\n",
"\n",
" *\n",
" Kapitalistická EU nerieši bežný život-podstatné veci pre\n",
" EUROOBČANA-rozdiely sa prehlbujú-nastrčené bábky to tam\n",
" potiahnu do posledného ...\n",
" 89% of those in group D who\n",
" voted on statement 69 disagreed.\n",
"\n",
" * vstupom do EU sme\n",
" stratili kus samostatnosti a začali sme prijímať diktát\n",
" nevolených byrokratov . Nový členovia sú len nové kolónie.\n",
" 95% of those in group D who voted on statement 82 disagreed.\n",
" * Brusel v sucasnosti povazujem za diktatora, ktora sa\n",
" prenasa do jednotlivych statov. EU uz nie je o demokracii,\n",
" ale o totalite.\n",
" 100% of those in group D who voted on\n",
" statement 199 disagreed.\n",
"\n",
"\n",
" GROUP E\n",
" * Cením si, že EÚ háji a\n",
" presadzuje hodnoty demokracie.\n",
" 98% of those in group E\n",
" who voted on statement 8 agreed.\n",
"\n",
" * EU sa zmenila. Od colnej\n",
" únie k diktátu v malichernostiach a aj vo veľkých veciach.\n",
" To nedopadne dobre.\n",
" 95% of those in group E who voted on\n",
" statement 37 disagreed.\n",
"\n",
" * EU je v podstate diktát ako bolo\n",
" RVHP pod sovietskou kontrolou. Snaží sa vytesniť právo veta\n",
" malých štátov, a nasilu natlačiť svoju agendu.\n",
" 100% of\n",
" those in group E who voted on statement 31 disagreed.\n",
"\n",
" * EÚ\n",
" je hlavne o diktáte Bruselu.\n",
" 100% of those in group E who\n",
" voted on statement 5 disagreed.\n",
"\n",
" * Vidíme kto vládne v EÚ.\n",
" Kebyže sú tam ľudia zo zdravým rozumom, nemám námietky. Ale\n",
" v súčastnosti ako Uršuľa nás zavedú do pekla,a podobný\n",
" 91% of those in group E who voted on statement 32 disagreed.\n"
]
}
],
"source": [
"%pip install --quiet tabulate\n",
"\n",
"import math\n",
"from reddwarf.utils.clustering import find_optimal_k\n",
"from reddwarf.utils.stats import calculate_comment_statistics_dataframes, select_representative_statements\n",
"import pandas as pd\n",
"\n",
"from tabulate import tabulate\n",
"from reddwarf.data_presenter import print_repness\n",
"\n",
"# Plotting\n",
"pid_labels = raw_vote_matrix.index[cluster_mask].to_list()\n",
"\n",
"MAX_COLS = 3 # <-- How many plots per row\n",
"n_embeddings = len(embeddings)\n",
"n_cols = min(MAX_COLS, n_embeddings)\n",
"n_rows = math.ceil(n_embeddings / MAX_COLS)\n",
"\n",
"fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 5 * n_rows))\n",
"\n",
"FLIP_X = False\n",
"FLIP_Y = True\n",
"\n",
"# Ensure axes is a flat list, even if 1 row\n",
"axes = np.atleast_1d(axes).flatten()\n",
"\n",
"for ax, (name, data) in zip(axes, embeddings.items()):\n",
" X = data[\"X\"]\n",
" x = X[cluster_mask, 0]\n",
" y = X[cluster_mask, 1]\n",
"\n",
" kmeans = data[\"kmeans\"]\n",
"\n",
" # colors = cluster_labels\n",
" colors = kmeans.labels_ if kmeans else None\n",
"\n",
" ax.scatter(x, y, c=colors, cmap='tab10')\n",
" ax.set_title(f\"{name} Projection\")\n",
" # Too crowded for participant ID labels.\n",
" # for xi, yi, label in zip(x, y, pid_labels):\n",
" # ax.text(xi, yi, label, fontsize=6, color=\"gray\", ha='right', va='bottom')\n",
" if FLIP_X:\n",
" ax.invert_xaxis()\n",
" if FLIP_Y:\n",
" ax.invert_yaxis()\n",
"\n",
"# Hide any unused axes (if there are extra empty slots)\n",
"for i in range(len(embeddings), len(axes)):\n",
" axes[i].axis('off')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"import io\n",
"import contextlib\n",
"import textwrap\n",
"\n",
"cols = []\n",
"for name, data in embeddings.items():\n",
" grouped_stats_df, gac_df = calculate_comment_statistics_dataframes(\n",
" vote_matrix=raw_vote_matrix.loc[all_clustered_participant_ids, :],\n",
" cluster_labels=data[\"kmeans\"].labels_,\n",
" )\n",
" repness = select_representative_statements(grouped_stats_df=grouped_stats_df)\n",
"\n",
" string_io = io.StringIO()\n",
" with contextlib.redirect_stdout(string_io):\n",
" print_repness(repness=repness, statements_data=loader.comments_data)\n",
" output = string_io.getvalue()\n",
" output = textwrap.wrap(output, width=60, replace_whitespace=False)\n",
" output = \"\\n\".join(output)\n",
" cols.append((name, output))\n",
"\n",
"headers, data = zip(*cols)\n",
"print(tabulate([data], headers=headers))\n"
]
}
],
"metadata": {
"colab": {
"provenance": [],
"gpuType": "T4",
"include_colab_link": true
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
},
"language_info": {
"name": "python"
},
"accelerator": "GPU"
},
"nbformat": 4,
"nbformat_minor": 0
}
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