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‎Burrows Delta Walkthrough.ipynb‎

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@@ -45,7 +45,23 @@
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"!pip install faststylometry==1.0.15"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Ideally you should not have to downgrade Numpy. However I can't work out how to force the build process to use the correct version of Numpy. See https://github.com/fastdatascience/faststylometry/issues/5"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"metadata": {},
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"outputs": [
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{
@@ -54,42 +70,36 @@
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"text": [
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"\u001b[33mWARNING: Ignoring invalid distribution ~rotobuf (/home/thomas/anaconda3/lib/python3.12/site-packages)\u001b[0m\u001b[33m\n",
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"\u001b[0m\u001b[33mWARNING: Ignoring invalid distribution ~rotobuf (/home/thomas/anaconda3/lib/python3.12/site-packages)\u001b[0m\u001b[33m\n",
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"\u001b[0mCollecting faststylometry==1.0.13\n",
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" Downloading faststylometry-1.0.13-py3-none-any.whl.metadata (14 kB)\n",
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"Requirement already satisfied: numpy>=2.3.1 in /home/thomas/anaconda3/lib/python3.12/site-packages (from faststylometry==1.0.13) (2.3.1)\n",
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"Requirement already satisfied: pandas>=2.3.1 in /home/thomas/anaconda3/lib/python3.12/site-packages (from faststylometry==1.0.13) (2.3.1)\n",
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"Requirement already satisfied: scikit-learn>=1.7.1 in /home/thomas/anaconda3/lib/python3.12/site-packages (from faststylometry==1.0.13) (1.7.1)\n",
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"Requirement already satisfied: wget>=3.2 in /home/thomas/anaconda3/lib/python3.12/site-packages (from faststylometry==1.0.13) (3.2)\n",
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"Requirement already satisfied: python-dateutil>=2.8.2 in /home/thomas/anaconda3/lib/python3.12/site-packages (from pandas>=2.3.1->faststylometry==1.0.13) (2.9.0.post0)\n",
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"Requirement already satisfied: pytz>=2020.1 in /home/thomas/anaconda3/lib/python3.12/site-packages (from pandas>=2.3.1->faststylometry==1.0.13) (2024.1)\n",
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"Requirement already satisfied: tzdata>=2022.7 in /home/thomas/anaconda3/lib/python3.12/site-packages (from pandas>=2.3.1->faststylometry==1.0.13) (2023.3)\n",
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"Requirement already satisfied: scipy>=1.8.0 in /home/thomas/anaconda3/lib/python3.12/site-packages (from scikit-learn>=1.7.1->faststylometry==1.0.13) (1.16.0)\n",
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"Requirement already satisfied: joblib>=1.2.0 in /home/thomas/anaconda3/lib/python3.12/site-packages (from scikit-learn>=1.7.1->faststylometry==1.0.13) (1.4.2)\n",
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"Requirement already satisfied: threadpoolctl>=3.1.0 in /home/thomas/anaconda3/lib/python3.12/site-packages (from scikit-learn>=1.7.1->faststylometry==1.0.13) (3.5.0)\n",
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"Requirement already satisfied: six>=1.5 in /home/thomas/anaconda3/lib/python3.12/site-packages (from python-dateutil>=2.8.2->pandas>=2.3.1->faststylometry==1.0.13) (1.16.0)\n",
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"Downloading faststylometry-1.0.13-py3-none-any.whl (19 kB)\n",
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"\u001b[0mCollecting numpy==1.26.4\n",
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" Using cached numpy-1.26.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (61 kB)\n",
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"Using cached numpy-1.26.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (18.0 MB)\n",
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"\u001b[33mWARNING: Ignoring invalid distribution ~rotobuf (/home/thomas/anaconda3/lib/python3.12/site-packages)\u001b[0m\u001b[33m\n",
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"\u001b[0mInstalling collected packages: faststylometry\n",
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" Attempting uninstall: faststylometry\n",
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"\u001b[0mInstalling collected packages: numpy\n",
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" Attempting uninstall: numpy\n",
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"\u001b[33m WARNING: Ignoring invalid distribution ~rotobuf (/home/thomas/anaconda3/lib/python3.12/site-packages)\u001b[0m\u001b[33m\n",
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"\u001b[0m Found existing installation: faststylometry 1.0.11\n",
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" Uninstalling faststylometry-1.0.11:\n",
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" Successfully uninstalled faststylometry-1.0.11\n",
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"\u001b[0m Found existing installation: numpy 2.3.1\n",
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" Uninstalling numpy-2.3.1:\n",
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" Successfully uninstalled numpy-2.3.1\n",
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"\u001b[33mWARNING: Ignoring invalid distribution ~rotobuf (/home/thomas/anaconda3/lib/python3.12/site-packages)\u001b[0m\u001b[33m\n",
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"\u001b[0mSuccessfully installed faststylometry-1.0.13\n",
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"\u001b[0m\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
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"harmonydata 1.0.5 requires pandas==2.2.2; python_version <= \"3.13\", but you have pandas 2.3.1 which is incompatible.\n",
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"harmonydata 1.0.5 requires scipy==1.14.1; python_version <= \"3.13\", but you have scipy 1.16.0 which is incompatible.\n",
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"gensim 4.3.3 requires scipy<1.14.0,>=1.7.0, but you have scipy 1.16.0 which is incompatible.\n",
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"faststylometry 1.0.15 requires numpy>=2.3.1; python_version >= \"3.12\", but you have numpy 1.26.4 which is incompatible.\u001b[0m\u001b[31m\n",
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"\u001b[0mSuccessfully installed numpy-1.26.4\n",
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"\u001b[33mWARNING: Ignoring invalid distribution ~rotobuf (/home/thomas/anaconda3/lib/python3.12/site-packages)\u001b[0m\u001b[33m\n",
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"\u001b[0m\u001b[33mWARNING: Ignoring invalid distribution ~rotobuf (/home/thomas/anaconda3/lib/python3.12/site-packages)\u001b[0m\u001b[33m\n",
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"\u001b[0m"
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]
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}
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],
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"source": [
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"!pip install faststylometry==1.0.13"
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"!pip install numpy==1.26.4"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"execution_count": 16,
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"metadata": {
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"scrolled": true
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},
@@ -192,7 +202,7 @@
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"traceback": [
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"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
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"\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)",
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"Cell \u001b[0;32mIn[9], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfaststylometry\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Corpus\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfaststylometry\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m download_examples\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfaststylometry\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m load_corpus_from_folder\n",
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"Cell \u001b[0;32mIn[16], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfaststylometry\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Corpus\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfaststylometry\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m download_examples\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfaststylometry\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m load_corpus_from_folder\n",
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"File \u001b[0;32m~/anaconda3/lib/python3.12/site-packages/faststylometry/__init__.py:37\u001b[0m\n\u001b[1;32m 35\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfaststylometry\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01men\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m tokenise_remove_pronouns_en\n\u001b[1;32m 36\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfaststylometry\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mburrows_delta\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m calculate_burrows_delta\n\u001b[0;32m---> 37\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfaststylometry\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mprobability\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m predict_proba, calibrate, get_calibration_curve\n\u001b[1;32m 38\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfaststylometry\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mexamples\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m download_examples\n",
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"File \u001b[0;32m~/anaconda3/lib/python3.12/site-packages/faststylometry/probability.py:32\u001b[0m\n\u001b[1;32m 30\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[1;32m 31\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n\u001b[0;32m---> 32\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mlinear_model\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m LogisticRegression\n\u001b[1;32m 34\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfaststylometry\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mburrows_delta\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m calculate_burrows_delta\n\u001b[1;32m 35\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfaststylometry\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcorpus\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Corpus\n",
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"File \u001b[0;32m~/anaconda3/lib/python3.12/site-packages/sklearn/__init__.py:73\u001b[0m\n\u001b[1;32m 62\u001b[0m \u001b[38;5;66;03m# `_distributor_init` allows distributors to run custom init code.\u001b[39;00m\n\u001b[1;32m 63\u001b[0m \u001b[38;5;66;03m# For instance, for the Windows wheel, this is used to pre-load the\u001b[39;00m\n\u001b[1;32m 64\u001b[0m \u001b[38;5;66;03m# vcomp shared library runtime for OpenMP embedded in the sklearn/.libs\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 67\u001b[0m \u001b[38;5;66;03m# later is linked to the OpenMP runtime to make it possible to introspect\u001b[39;00m\n\u001b[1;32m 68\u001b[0m \u001b[38;5;66;03m# it and importing it first would fail if the OpenMP dll cannot be found.\u001b[39;00m\n\u001b[1;32m 69\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ( \u001b[38;5;66;03m# noqa: F401 E402\u001b[39;00m\n\u001b[1;32m 70\u001b[0m __check_build,\n\u001b[1;32m 71\u001b[0m _distributor_init,\n\u001b[1;32m 72\u001b[0m )\n\u001b[0;32m---> 73\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mbase\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m clone \u001b[38;5;66;03m# noqa: E402\u001b[39;00m\n\u001b[1;32m 74\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m_show_versions\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m show_versions \u001b[38;5;66;03m# noqa: E402\u001b[39;00m\n\u001b[1;32m 76\u001b[0m _submodules \u001b[38;5;241m=\u001b[39m [\n\u001b[1;32m 77\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcalibration\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 78\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcluster\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 114\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcompose\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 115\u001b[0m ]\n",

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