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Logistic regression model with different versions

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Files changed (5) hide show
  1. logreg_1_0_model.pkl +3 -0
  2. requirements.txt +9 -0
  3. requirements2.txt +9 -0
  4. sk_1_0.ipynb +0 -0
  5. sk_1_1.ipynb +68 -0
logreg_1_0_model.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:93b1c50eadf8ff94f9a87e5aa24181226c7c1a874100d628f7bcb9970098b108
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+ size 991
requirements.txt ADDED
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+ joblib==1.2.0
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+ numpy==1.24.0
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+ pandas==1.5.2
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+ python-dateutil==2.8.2
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+ pytz==2022.7
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+ scikit-learn==1.0
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+ scipy==1.9.3
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+ six==1.16.0
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+ threadpoolctl==3.1.0
requirements2.txt ADDED
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+ joblib==1.2.0
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+ numpy==1.24.0
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+ pandas==1.5.2
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+ python-dateutil==2.8.2
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+ pytz==2022.7
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+ scikit-learn==1.1.0
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+ scipy==1.9.3
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+ six==1.16.0
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+ threadpoolctl==3.1.0
sk_1_0.ipynb ADDED
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sk_1_1.ipynb ADDED
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+ {
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+ "cells": [
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+ {
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+ "cell_type": "code",
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+ "execution_count": 1,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "#Import important libraries\n",
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+ "import pandas as pd\n",
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+ "import numpy as np\n",
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+ "\n",
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+ "#Model saving\n",
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+ "import pickle"
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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": 2,
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "name": "stderr",
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+ "output_type": "stream",
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+ "text": [
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+ "/Users/ipinmi/Desktop/hugging_face/sklearn_1_1/lib/python3.10/site-packages/sklearn/base.py:329: UserWarning: Trying to unpickle estimator LogisticRegression from version 1.0 when using version 1.1.0. This might lead to breaking code or invalid results. Use at your own risk. For more info please refer to:\n",
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+ "https://scikit-learn.org/stable/modules/model_persistence.html#security-maintainability-limitations\n",
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+ " warnings.warn(\n"
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+ ]
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+ }
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+ ],
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+ "source": [
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+ "# Load Model from version 1.0\n",
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+ "filePath = \"logreg_1_0_model.pkl\"\n",
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+ "\n",
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+ "with open(filePath, \"rb\") as file:\n",
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+ " logreg_model = pickle.load(file)"
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+ ]
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+ }
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+ ],
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+ "metadata": {
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+ "kernelspec": {
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+ "display_name": "sklearn_1_1",
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+ "language": "python",
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+ "name": "python3"
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+ },
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+ "language_info": {
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+ "codemirror_mode": {
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+ "name": "ipython",
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+ "version": 3
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+ },
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+ "file_extension": ".py",
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+ "mimetype": "text/x-python",
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+ "name": "python",
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+ "nbconvert_exporter": "python",
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+ "pygments_lexer": "ipython3",
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+ "version": "3.10.2"
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+ },
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+ "orig_nbformat": 4,
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+ "vscode": {
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+ "interpreter": {
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+ "hash": "8adb9513855e895f6a0284d0176802441835b96b96bae97ff79cda37d822e792"
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+ }
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+ "nbformat": 4,
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+ "nbformat_minor": 2
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+ }