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Aditya Pulipaka
2025-10-09 11:17:37 -05:00
parent 367f4b79e4
commit 76981fb68c
2 changed files with 131182 additions and 16 deletions
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32
Project 1.ipynb
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@@ -2,7 +2,7 @@
"cells": [ "cells": [
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 12, "execution_count": 5,
"id": "b7ee7a83", "id": "b7ee7a83",
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
@@ -21,7 +21,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 13, "execution_count": 6,
"id": "edda6af5", "id": "edda6af5",
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
@@ -450,7 +450,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": null, "execution_count": 7,
"id": "0d381aa2", "id": "0d381aa2",
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
@@ -534,7 +534,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 15, "execution_count": 8,
"id": "ca5e9c28", "id": "ca5e9c28",
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
@@ -581,7 +581,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 16, "execution_count": 9,
"id": "daecf558", "id": "daecf558",
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
@@ -591,7 +591,7 @@
"<Axes: xlabel='AgeInDays', ylabel='Count'>" "<Axes: xlabel='AgeInDays', ylabel='Count'>"
] ]
}, },
"execution_count": 16, "execution_count": 9,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
}, },
@@ -623,7 +623,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 17, "execution_count": 10,
"id": "5521b827", "id": "5521b827",
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
@@ -633,7 +633,7 @@
"<Axes: xlabel='Hour', ylabel='Count'>" "<Axes: xlabel='Hour', ylabel='Count'>"
] ]
}, },
"execution_count": 17, "execution_count": 10,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
}, },
@@ -655,7 +655,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 18, "execution_count": 11,
"id": "3f9a5c00", "id": "3f9a5c00",
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
@@ -809,7 +809,7 @@
"4 False False False " "4 False False False "
] ]
}, },
"execution_count": 18, "execution_count": 11,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@@ -824,7 +824,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": null, "execution_count": 12,
"id": "17384e1b", "id": "17384e1b",
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
@@ -867,7 +867,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": null, "execution_count": 13,
"id": "b4104bd2", "id": "b4104bd2",
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
@@ -938,7 +938,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 21, "execution_count": 14,
"id": "b82c29be", "id": "b82c29be",
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
@@ -985,7 +985,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": null, "execution_count": 17,
"id": "8ed14aaf", "id": "8ed14aaf",
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
@@ -1024,7 +1024,7 @@
"\n", "\n",
"knn_search = KNeighborsClassifier()\n", "knn_search = KNeighborsClassifier()\n",
"param_grid = {\"n_neighbors\": np.arange(1, 100)}\n", "param_grid = {\"n_neighbors\": np.arange(1, 100)}\n",
"knn_gscv = GridSearchCV(knn_search, param_grid, cv=5, scoring=\"precision\") # most important metric from business perspective.\n", "knn_gscv = GridSearchCV(knn_search, param_grid, cv=5, scoring=\"precision\", n_jobs=8) # most important metric from business perspective.\n",
"\n", "\n",
"# fit the model to the training set\n", "# fit the model to the training set\n",
"knn_gscv.fit(x_train, y_train)\n", "knn_gscv.fit(x_train, y_train)\n",
@@ -1036,7 +1036,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 23, "execution_count": null,
"id": "22d2e4ae", "id": "22d2e4ae",
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [

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