From 2141b56399e2af49b12f559610cacd4288bac447 Mon Sep 17 00:00:00 2001 From: Paskal Date: Sat, 31 May 2025 14:41:47 +0545 Subject: [PATCH 1/5] Forget to save the file --- 2-Regression/1-Tools/notebook.ipynb | 77 +++++++++++++++++++++++++++++ 1 file changed, 77 insertions(+) diff --git a/2-Regression/1-Tools/notebook.ipynb b/2-Regression/1-Tools/notebook.ipynb index 0b5684ed..262972b5 100644 --- a/2-Regression/1-Tools/notebook.ipynb +++ b/2-Regression/1-Tools/notebook.ipynb @@ -27,6 +27,83 @@ "a = np.array([[1, 2, 3, 4], [ 5, 6, 7, 8], [9, 10, 11, 12]])\n", "print(a[0])\n" ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "483bcfdb", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from sklearn import datasets, linear_model, model_selection\n", + "import pandas as pd\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "6ffd05a8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(442, 10)\n", + "[ 0.03807591 0.05068012 0.06169621 0.02187239 -0.0442235 -0.03482076\n", + " -0.04340085 -0.00259226 0.01990749 -0.01764613]\n" + ] + } + ], + "source": [ + "x, y = datasets.load_diabetes(return_X_y=True)\n", + "print(x.shape)\n", + "print(x[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "b7d5a1b8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = x[:, 2]\n", + "x = x.reshape((-1,1))\n", + "x_train, x_test, y_train, y_test = model_selection.train_test_split(x, y, test_size=0.33)\n", + "model = linear_model.LinearRegression()\n", + "model.fit(x_train, y_train)\n", + "y_pred =model.predict(x_test)\n", + "plt.scatter(x_test, y_test, color='black')\n", + "plt.plot(x_test, y_pred, color='blue', linewidth=3)\n", + "plt.xlabel('Scaled BMI')\n", + "plt.ylabel('Diabetes Progression')\n", + "plt.title('A graph plot showng Diabetes Progression Against Scaled BMI') \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f3b27b8d", + "metadata": {}, + "outputs": [], + "source": [ + "\n" + ] } ], "metadata": { From 4028e8cf25ceab6be0833c067f210b8a183f97dd Mon Sep 17 00:00:00 2001 From: Paskal Date: Sat, 31 May 2025 14:47:19 +0545 Subject: [PATCH 2/5] comment change --- 2-Regression/1-Tools/notebook.ipynb | 22 ++++++++++++---------- 1 file changed, 12 insertions(+), 10 deletions(-) diff --git a/2-Regression/1-Tools/notebook.ipynb b/2-Regression/1-Tools/notebook.ipynb index 262972b5..99ee082b 100644 --- a/2-Regression/1-Tools/notebook.ipynb +++ b/2-Regression/1-Tools/notebook.ipynb @@ -65,19 +65,20 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "id": "b7d5a1b8", "metadata": {}, "outputs": [ { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "ename": "IndexError", + "evalue": "index 2 is out of bounds for axis 1 with size 1", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mIndexError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[28]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m x = \u001b[43mx\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[32;43m2\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[32m 2\u001b[39m x = x.reshape((-\u001b[32m1\u001b[39m,\u001b[32m1\u001b[39m))\n\u001b[32m 3\u001b[39m x_train, x_test, y_train, y_test = model_selection.train_test_split(x, y, test_size=\u001b[32m0.33\u001b[39m)\n", + "\u001b[31mIndexError\u001b[39m: index 2 is out of bounds for axis 1 with size 1" + ] } ], "source": [ @@ -92,7 +93,8 @@ "plt.xlabel('Scaled BMI')\n", "plt.ylabel('Diabetes Progression')\n", "plt.title('A graph plot showng Diabetes Progression Against Scaled BMI') \n", - "plt.show()" + "plt.show()\n", + "# end" ] }, { From 6cc59b3ec11eab834881cf97c6a18d2b1d8d358d Mon Sep 17 00:00:00 2001 From: Paskal Date: Sat, 31 May 2025 14:49:58 +0545 Subject: [PATCH 3/5] updated --- 2-Regression/1-Tools/notebook.ipynb | 21 ++++++++++----------- 1 file changed, 10 insertions(+), 11 deletions(-) diff --git a/2-Regression/1-Tools/notebook.ipynb b/2-Regression/1-Tools/notebook.ipynb index 99ee082b..3fc0aca1 100644 --- a/2-Regression/1-Tools/notebook.ipynb +++ b/2-Regression/1-Tools/notebook.ipynb @@ -43,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 29, "id": "6ffd05a8", "metadata": {}, "outputs": [ @@ -65,20 +65,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "id": "b7d5a1b8", "metadata": {}, "outputs": [ { - "ename": "IndexError", - "evalue": "index 2 is out of bounds for axis 1 with size 1", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mIndexError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[28]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m x = \u001b[43mx\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[32;43m2\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[32m 2\u001b[39m x = x.reshape((-\u001b[32m1\u001b[39m,\u001b[32m1\u001b[39m))\n\u001b[32m 3\u001b[39m x_train, x_test, y_train, y_test = model_selection.train_test_split(x, y, test_size=\u001b[32m0.33\u001b[39m)\n", - "\u001b[31mIndexError\u001b[39m: index 2 is out of bounds for axis 1 with size 1" - ] + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ From 49e9ac9ab652ba57535035ceda49f7d4f647263c Mon Sep 17 00:00:00 2001 From: Paskal Date: Sat, 31 May 2025 15:18:51 +0545 Subject: [PATCH 4/5] fork --- 2-Regression/1-Tools/notebook.ipynb | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/2-Regression/1-Tools/notebook.ipynb b/2-Regression/1-Tools/notebook.ipynb index 3fc0aca1..049c7571 100644 --- a/2-Regression/1-Tools/notebook.ipynb +++ b/2-Regression/1-Tools/notebook.ipynb @@ -65,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "id": "b7d5a1b8", "metadata": {}, "outputs": [ @@ -92,8 +92,7 @@ "plt.xlabel('Scaled BMI')\n", "plt.ylabel('Diabetes Progression')\n", "plt.title('A graph plot showng Diabetes Progression Against Scaled BMI') \n", - "plt.show()\n", - "# end" + "plt.show()" ] }, { From 721df2e0b48467e6571da67054da91c0d44b0bef Mon Sep 17 00:00:00 2001 From: Paskal Date: Sat, 31 May 2025 15:22:02 +0545 Subject: [PATCH 5/5] new branch push --- 2-Regression/1-Tools/notebook.ipynb | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/2-Regression/1-Tools/notebook.ipynb b/2-Regression/1-Tools/notebook.ipynb index 049c7571..f14d5c24 100644 --- a/2-Regression/1-Tools/notebook.ipynb +++ b/2-Regression/1-Tools/notebook.ipynb @@ -43,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 32, "id": "6ffd05a8", "metadata": {}, "outputs": [ @@ -71,7 +71,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -92,7 +92,8 @@ "plt.xlabel('Scaled BMI')\n", "plt.ylabel('Diabetes Progression')\n", "plt.title('A graph plot showng Diabetes Progression Against Scaled BMI') \n", - "plt.show()" + "plt.show()\n", + "#end of regression example" ] }, {