Merge pull request #104 from gperdrizet/dev

Fixed plotting link

Author: gperdrizet

notebooks/unit2/lesson_14/Lesson_14_activity.ipynb

@@ -58,23 +58,23 @@
    "id": "d04c9648",
    "metadata": {},
    "source": [
-    "## Exercise 1: Temperature Differences Among Weather Conditions\n",
+    "## Exercise 1: Humidity Differences Among Weather Conditions\n",
     "\n",
-    "**Objective**: Determine if temperature is significantly different among different weather conditions.\n",
+    "**Objective**: Determine if humidity is significantly different among different weather conditions.\n",
     "\n",
     "**Background**: \n",
-    "The weather dataset contains temperature measurements for different weather conditions (Sunny, Rainy, Cloudy, etc.). We want to know if these weather conditions are associated with significantly different temperatures.\n",
+    "The weather dataset contains humidity measurements for different weather conditions (Sunny, Rainy, Cloudy, etc.). We want to know if these weather conditions are associated with significantly different humidity levels.\n",
     "\n",
     "**Tasks**:\n",
     "\n",
     "1. **Explore the data**:\n",
     "   - Check how many unique weather conditions are in the dataset\n",
-    "   - Calculate the mean and standard deviation of temperature for each weather condition\n",
-    "   - Create a boxplot showing the temperature distribution for each weather condition\n",
-    "   - Based on the visualization, do you think the temperatures differ significantly?\n",
+    "   - Calculate the mean and standard deviation of humidity for each weather condition\n",
+    "   - Create a boxplot showing the humidity distribution for each weather condition\n",
+    "   - Based on the visualization, do you think the humidity levels differ significantly?\n",
     "\n",
     "2. **Choose an appropriate statistical test**:\n",
-    "   - Since we're comparing temperatures across multiple groups (weather conditions), what test should we use?\n",
+    "   - Since we're comparing humidity across multiple groups (weather conditions), what test should we use?\n",
     "   - Hint: Consider ANOVA (Analysis of Variance) or Kruskal-Wallis test\n",
     "   - State your null and alternative hypotheses\n",
     "\n",
@@ -89,8 +89,8 @@
     "   - Using α = 0.05, determine whether to reject or accept the null hypothesis\n",
     "\n",
     "5. **Interpret the results**:\n",
-    "   - What does your test result tell you about temperatures and weather conditions?\n",
-    "   - If you rejected the null hypothesis, which weather conditions appear to have different temperatures? (Use the boxplot and descriptive statistics to support your conclusion)\n",
+    "   - What does your test result tell you about humidity and weather conditions?\n",
+    "   - If you rejected the null hypothesis, which weather conditions appear to have different humidity levels? (Use the boxplot and descriptive statistics to support your conclusion)\n",
     "   - What are the practical implications of this finding?\n",
     "\n",
     "**Bonus**: \n",

site/resource_pages/plotting.md

@@ -1,7 +1,7 @@
 ---
 layout: page
 title: Statistics
-permalink: /resource_pages/statistics.html
+permalink: /resource_pages/plotting.html
 nav_exclude: true
 ---