images_added_3

vanshilshah97 · Jan 6, 2021 · edfb597 · edfb597
1 parent 7bf1276
commit edfb597
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Showing 2 changed files with 16 additions and 27 deletions.
diff --git a/images/final_plot_2.png b/images/final_plot_2.png
diff --git a/zf_task_code_submit.ipynb b/zf_task_code_submit.ipynb
@@ -2818,7 +2818,7 @@
  "cell_type": "markdown",
  "metadata": {},
  "source": [
- "#### (4430, 3210, 3358, 4271)"
+ "#### (4422, 3218, 3340, 4289)\n"
  ]
  },
  {
@@ -2834,19 +2834,7 @@
  "cell_type": "markdown",
  "metadata": {},
  "source": [
- "#### 0.5598374623148512"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": []
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "#### confusion matrix"
+ "#### 0.5621968803250754"
  ]
  },
  {
@@ -2917,7 +2905,7 @@
  "cell_type": "markdown",
  "metadata": {},
  "source": [
- "![corr](https://raw.githubusercontent.com/vanshilshah97/pred_maint_zf/main/images/ffeature_coeff_logreg.png)"
+ "![corr](https://raw.githubusercontent.com/vanshilshah97/pred_maint_zf/main/images/ffeature_coeff_logreg_2.png)"
  ]
  },
  {
@@ -2961,7 +2949,7 @@
  "cell_type": "markdown",
  "metadata": {},
  "source": [
- "(3914, 3726, 3207, 4422)"
+ "#### (4021, 3619, 3234, 4395)\n"
  ]
  },
  {
@@ -2977,7 +2965,7 @@
  "cell_type": "markdown",
  "metadata": {},
  "source": [
- "0.5796303578450649"
+ "#### 0.5760912308297287\n"
  ]
  },
  {
@@ -3010,7 +2998,7 @@
  "outputs": [],
  "source": [
  "from xgboost import XGBClassifier\n",
- "xgb = XGBClassifier()\n",
+ "xgb = XGBClassifier(max_depth=4,min_child_weight=0.95)\n",
  "xgb.fit(x_train_subset,y_train_subset)\n"
  ]
  },
@@ -3036,7 +3024,7 @@
  "cell_type": "markdown",
  "metadata": {},
  "source": [
- "(4390, 3250, 3356, 4273)\n"
+ "#### (4390, 3250, 3356, 4273)\n"
  ]
  },
  {
@@ -3052,7 +3040,7 @@
  "cell_type": "markdown",
  "metadata": {},
  "source": [
- "0.5600996198715428"
+ "#### 0.5943111810197929\n"
  ]
  },
  {
@@ -3085,7 +3073,7 @@
  "outputs": [],
  "source": [
  "from sklearn.ensemble import RandomForestClassifier\n",
- "random_forest = RandomForestClassifier(n_estimators=90)\n",
+ "random_forest = RandomForestClassifier(n_estimators=100,max_depth=2)\n",
  "random_forest.fit(x_train_subset, y_train_subset)\n",
  "y_pred = random_forest.predict(x_test_subset)"
  ]
@@ -3103,7 +3091,8 @@
  "cell_type": "markdown",
  "metadata": {},
  "source": [
- "#### (4347, 3293, 3559, 4070)\n"
+ "#### (3958, 3682, 2793, 4836)\n",
+ "\n"
  ]
  },
  {
@@ -3119,7 +3108,7 @@
  "cell_type": "markdown",
  "metadata": {},
  "source": [
- "#### 0.5334906278673482"
+ "#### 0.6338969720802202\n"
  ]
  },
  {
@@ -3146,11 +3135,11 @@
  "source": []
  },
  {
- "cell_type": "code",
- "execution_count": null,
+ "cell_type": "markdown",
  "metadata": {},
- "outputs": [],
- "source": []
+ "source": [
+ "![final_analysis](https://raw.githubusercontent.com/vanshilshah97/pred_maint_zf/main/images/final_plot_analysis.png.)"
+ ]
  },
  {
  "cell_type": "code",