diff --git a/02_activities/assignments/assignment_1.ipynb b/02_activities/assignments/assignment_1.ipynb
index 593bceaed..ea53a2ed9 100644
--- a/02_activities/assignments/assignment_1.ipynb
+++ b/02_activities/assignments/assignment_1.ipynb
@@ -34,7 +34,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 42,
"id": "4a3485d6-ba58-4660-a983-5680821c5719",
"metadata": {},
"outputs": [],
@@ -56,10 +56,288 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 43,
"id": "a431d282-f9ca-4d5d-8912-71ffc9d8ea19",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " alcohol | \n",
+ " malic_acid | \n",
+ " ash | \n",
+ " alcalinity_of_ash | \n",
+ " magnesium | \n",
+ " total_phenols | \n",
+ " flavanoids | \n",
+ " nonflavanoid_phenols | \n",
+ " proanthocyanins | \n",
+ " color_intensity | \n",
+ " hue | \n",
+ " od280/od315_of_diluted_wines | \n",
+ " proline | \n",
+ " class | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 14.23 | \n",
+ " 1.71 | \n",
+ " 2.43 | \n",
+ " 15.6 | \n",
+ " 127.0 | \n",
+ " 2.80 | \n",
+ " 3.06 | \n",
+ " 0.28 | \n",
+ " 2.29 | \n",
+ " 5.64 | \n",
+ " 1.04 | \n",
+ " 3.92 | \n",
+ " 1065.0 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 13.20 | \n",
+ " 1.78 | \n",
+ " 2.14 | \n",
+ " 11.2 | \n",
+ " 100.0 | \n",
+ " 2.65 | \n",
+ " 2.76 | \n",
+ " 0.26 | \n",
+ " 1.28 | \n",
+ " 4.38 | \n",
+ " 1.05 | \n",
+ " 3.40 | \n",
+ " 1050.0 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 13.16 | \n",
+ " 2.36 | \n",
+ " 2.67 | \n",
+ " 18.6 | \n",
+ " 101.0 | \n",
+ " 2.80 | \n",
+ " 3.24 | \n",
+ " 0.30 | \n",
+ " 2.81 | \n",
+ " 5.68 | \n",
+ " 1.03 | \n",
+ " 3.17 | \n",
+ " 1185.0 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 14.37 | \n",
+ " 1.95 | \n",
+ " 2.50 | \n",
+ " 16.8 | \n",
+ " 113.0 | \n",
+ " 3.85 | \n",
+ " 3.49 | \n",
+ " 0.24 | \n",
+ " 2.18 | \n",
+ " 7.80 | \n",
+ " 0.86 | \n",
+ " 3.45 | \n",
+ " 1480.0 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 13.24 | \n",
+ " 2.59 | \n",
+ " 2.87 | \n",
+ " 21.0 | \n",
+ " 118.0 | \n",
+ " 2.80 | \n",
+ " 2.69 | \n",
+ " 0.39 | \n",
+ " 1.82 | \n",
+ " 4.32 | \n",
+ " 1.04 | \n",
+ " 2.93 | \n",
+ " 735.0 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " | 173 | \n",
+ " 13.71 | \n",
+ " 5.65 | \n",
+ " 2.45 | \n",
+ " 20.5 | \n",
+ " 95.0 | \n",
+ " 1.68 | \n",
+ " 0.61 | \n",
+ " 0.52 | \n",
+ " 1.06 | \n",
+ " 7.70 | \n",
+ " 0.64 | \n",
+ " 1.74 | \n",
+ " 740.0 | \n",
+ " 2 | \n",
+ "
\n",
+ " \n",
+ " | 174 | \n",
+ " 13.40 | \n",
+ " 3.91 | \n",
+ " 2.48 | \n",
+ " 23.0 | \n",
+ " 102.0 | \n",
+ " 1.80 | \n",
+ " 0.75 | \n",
+ " 0.43 | \n",
+ " 1.41 | \n",
+ " 7.30 | \n",
+ " 0.70 | \n",
+ " 1.56 | \n",
+ " 750.0 | \n",
+ " 2 | \n",
+ "
\n",
+ " \n",
+ " | 175 | \n",
+ " 13.27 | \n",
+ " 4.28 | \n",
+ " 2.26 | \n",
+ " 20.0 | \n",
+ " 120.0 | \n",
+ " 1.59 | \n",
+ " 0.69 | \n",
+ " 0.43 | \n",
+ " 1.35 | \n",
+ " 10.20 | \n",
+ " 0.59 | \n",
+ " 1.56 | \n",
+ " 835.0 | \n",
+ " 2 | \n",
+ "
\n",
+ " \n",
+ " | 176 | \n",
+ " 13.17 | \n",
+ " 2.59 | \n",
+ " 2.37 | \n",
+ " 20.0 | \n",
+ " 120.0 | \n",
+ " 1.65 | \n",
+ " 0.68 | \n",
+ " 0.53 | \n",
+ " 1.46 | \n",
+ " 9.30 | \n",
+ " 0.60 | \n",
+ " 1.62 | \n",
+ " 840.0 | \n",
+ " 2 | \n",
+ "
\n",
+ " \n",
+ " | 177 | \n",
+ " 14.13 | \n",
+ " 4.10 | \n",
+ " 2.74 | \n",
+ " 24.5 | \n",
+ " 96.0 | \n",
+ " 2.05 | \n",
+ " 0.76 | \n",
+ " 0.56 | \n",
+ " 1.35 | \n",
+ " 9.20 | \n",
+ " 0.61 | \n",
+ " 1.60 | \n",
+ " 560.0 | \n",
+ " 2 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
178 rows Γ 14 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " alcohol malic_acid ash alcalinity_of_ash magnesium total_phenols \\\n",
+ "0 14.23 1.71 2.43 15.6 127.0 2.80 \n",
+ "1 13.20 1.78 2.14 11.2 100.0 2.65 \n",
+ "2 13.16 2.36 2.67 18.6 101.0 2.80 \n",
+ "3 14.37 1.95 2.50 16.8 113.0 3.85 \n",
+ "4 13.24 2.59 2.87 21.0 118.0 2.80 \n",
+ ".. ... ... ... ... ... ... \n",
+ "173 13.71 5.65 2.45 20.5 95.0 1.68 \n",
+ "174 13.40 3.91 2.48 23.0 102.0 1.80 \n",
+ "175 13.27 4.28 2.26 20.0 120.0 1.59 \n",
+ "176 13.17 2.59 2.37 20.0 120.0 1.65 \n",
+ "177 14.13 4.10 2.74 24.5 96.0 2.05 \n",
+ "\n",
+ " flavanoids nonflavanoid_phenols proanthocyanins color_intensity hue \\\n",
+ "0 3.06 0.28 2.29 5.64 1.04 \n",
+ "1 2.76 0.26 1.28 4.38 1.05 \n",
+ "2 3.24 0.30 2.81 5.68 1.03 \n",
+ "3 3.49 0.24 2.18 7.80 0.86 \n",
+ "4 2.69 0.39 1.82 4.32 1.04 \n",
+ ".. ... ... ... ... ... \n",
+ "173 0.61 0.52 1.06 7.70 0.64 \n",
+ "174 0.75 0.43 1.41 7.30 0.70 \n",
+ "175 0.69 0.43 1.35 10.20 0.59 \n",
+ "176 0.68 0.53 1.46 9.30 0.60 \n",
+ "177 0.76 0.56 1.35 9.20 0.61 \n",
+ "\n",
+ " od280/od315_of_diluted_wines proline class \n",
+ "0 3.92 1065.0 0 \n",
+ "1 3.40 1050.0 0 \n",
+ "2 3.17 1185.0 0 \n",
+ "3 3.45 1480.0 0 \n",
+ "4 2.93 735.0 0 \n",
+ ".. ... ... ... \n",
+ "173 1.74 740.0 2 \n",
+ "174 1.56 750.0 2 \n",
+ "175 1.56 835.0 2 \n",
+ "176 1.62 840.0 2 \n",
+ "177 1.60 560.0 2 \n",
+ "\n",
+ "[178 rows x 14 columns]"
+ ]
+ },
+ "execution_count": 43,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"from sklearn.datasets import load_wine\n",
"\n",
@@ -91,12 +369,25 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 44,
"id": "56916892",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "178"
+ ]
+ },
+ "execution_count": 44,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your answer here"
+ "# Your answer here\n",
+ "wine_df.shape[0]\n",
+ "# The data set contains 178 rows"
]
},
{
@@ -109,12 +400,25 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 45,
"id": "df0ef103",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "14"
+ ]
+ },
+ "execution_count": 45,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your answer here"
+ "# Your answer here\n",
+ "wine_df.shape[1]\n",
+ "# the data set contains 14 columns"
]
},
{
@@ -127,12 +431,24 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 46,
"id": "47989426",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(dtype('int32'), array([0, 1, 2]))"
+ ]
+ },
+ "execution_count": 46,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your answer here"
+ "# Your answer here\n",
+ "wine_df['class'].dtype, wine_df['class'].unique()"
]
},
{
@@ -146,12 +462,25 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 47,
"id": "bd7b0910",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "13"
+ ]
+ },
+ "execution_count": 47,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your answer here"
+ "# Your answer here\n",
+ "len(wine_df.columns) - 1\n",
+ "#There are 13 predictor variables"
]
},
{
@@ -175,10 +504,37 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 48,
"id": "cc899b59",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " alcohol malic_acid ash alcalinity_of_ash magnesium \\\n",
+ "0 1.518613 -0.562250 0.232053 -1.169593 1.913905 \n",
+ "1 0.246290 -0.499413 -0.827996 -2.490847 0.018145 \n",
+ "2 0.196879 0.021231 1.109334 -0.268738 0.088358 \n",
+ "3 1.691550 -0.346811 0.487926 -0.809251 0.930918 \n",
+ "4 0.295700 0.227694 1.840403 0.451946 1.281985 \n",
+ "\n",
+ " total_phenols flavanoids nonflavanoid_phenols proanthocyanins \\\n",
+ "0 0.808997 1.034819 -0.659563 1.224884 \n",
+ "1 0.568648 0.733629 -0.820719 -0.544721 \n",
+ "2 0.808997 1.215533 -0.498407 2.135968 \n",
+ "3 2.491446 1.466525 -0.981875 1.032155 \n",
+ "4 0.808997 0.663351 0.226796 0.401404 \n",
+ "\n",
+ " color_intensity hue od280/od315_of_diluted_wines proline \n",
+ "0 0.251717 0.362177 1.847920 1.013009 \n",
+ "1 -0.293321 0.406051 1.113449 0.965242 \n",
+ "2 0.269020 0.318304 0.788587 1.395148 \n",
+ "3 1.186068 -0.427544 1.184071 2.334574 \n",
+ "4 -0.319276 0.362177 0.449601 -0.037874 \n"
+ ]
+ }
+ ],
"source": [
"# Select predictors (excluding the last column)\n",
"predictors = wine_df.iloc[:, :-1]\n",
@@ -204,7 +560,7 @@
"id": "403ef0bb",
"metadata": {},
"source": [
- "> Your answer here..."
+ "> Standardization allows the model to consider each variable equally based on its relationship to the outcome rather than its scale."
]
},
{
@@ -220,7 +576,7 @@
"id": "fdee5a15",
"metadata": {},
"source": [
- "> Your answer here..."
+ "> Since distances are computed solely between predictor variables, standardizing the response variable is generally unnecessary. Doing so could complicate result interpretation without offering meaningful advantages."
]
},
{
@@ -231,12 +587,22 @@
"(iii) A second essential step is to set a random seed. Do so below (Hint: use the random.seed function). Why is setting a seed important? Is the particular seed value important? Why or why not?"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "id": "c0d29332",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "np.random.seed(43)\n"
+ ]
+ },
{
"cell_type": "markdown",
"id": "f0676c21",
"metadata": {},
"source": [
- "> Your answer here..."
+ "Setting a seed is important because it ensures consistent results when running code involving randomness, such as data splitting or model training. While the specific seed value usually doesn't matter, using a fixed value helps maintain reproducibility and allows for easier comparison of experiments."
]
},
{
@@ -251,7 +617,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 54,
"id": "72c101f2",
"metadata": {},
"outputs": [],
@@ -259,7 +625,11 @@
"# Do not touch\n",
"np.random.seed(123)\n",
"# Create a random vector of True and False values to split the data\n",
- "split = np.random.choice([True, False], size=len(predictors_standardized), replace=True, p=[0.75, 0.25])"
+ "split = np.random.choice([True, False], size=len(predictors_standardized), replace=True, p=[0.75, 0.25])\n",
+ "train_predictors = predictors_standardized[split]\n",
+ "test_predictors = predictors_standardized[~split]\n",
+ "train_response = wine_df[\"class\"][split]\n",
+ "test_response = wine_df[\"class\"][~split]\n"
]
},
{
@@ -282,12 +652,27 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 55,
"id": "08818c64",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "8"
+ ]
+ },
+ "execution_count": 55,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here..."
+ "knn = KNeighborsClassifier()\n",
+ "param_grid = {'n_neighbors': np.arange(1, 51)}\n",
+ "grid_search = GridSearchCV(knn, param_grid, cv=10)\n",
+ "grid_search.fit(train_predictors, train_response)\n",
+ "grid_search.best_params_['n_neighbors']\n"
]
},
{
@@ -303,12 +688,26 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 56,
"id": "ffefa9f2",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.9473684210526315"
+ ]
+ },
+ "execution_count": 56,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here..."
+ "best_knn = KNeighborsClassifier(n_neighbors=grid_search.best_params_['n_neighbors'])\n",
+ "best_knn.fit(train_predictors, train_response)\n",
+ "accuracy = accuracy_score(test_response, best_knn.predict(test_predictors)) \n",
+ "accuracy"
]
},
{
@@ -363,7 +762,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3.10.4",
+ "display_name": "dsi_participant",
"language": "python",
"name": "python3"
},
@@ -377,12 +776,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.9.19"
- },
- "vscode": {
- "interpreter": {
- "hash": "497a84dc8fec8cf8d24e7e87b6d954c9a18a327edc66feb9b9ea7e9e72cc5c7e"
- }
+ "version": "3.9.15"
}
},
"nbformat": 4,
diff --git a/02_activities/assignments/assignment_2.ipynb b/02_activities/assignments/assignment_2.ipynb
index e97a31368..cb55244da 100644
--- a/02_activities/assignments/assignment_2.ipynb
+++ b/02_activities/assignments/assignment_2.ipynb
@@ -34,7 +34,7 @@
},
{
"cell_type": "code",
- "execution_count": 63,
+ "execution_count": 24,
"id": "4a3485d6-ba58-4660-a983-5680821c5719",
"metadata": {},
"outputs": [],
@@ -50,10 +50,128 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 25,
"id": "a431d282-f9ca-4d5d-8912-71ffc9d8ea19",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " mpg | \n",
+ " cylinders | \n",
+ " displacement | \n",
+ " horsepower | \n",
+ " weight | \n",
+ " acceleration | \n",
+ " model_year | \n",
+ " origin | \n",
+ " name | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 18.0 | \n",
+ " 8 | \n",
+ " 307.0 | \n",
+ " 130.0 | \n",
+ " 3504 | \n",
+ " 12.0 | \n",
+ " 70 | \n",
+ " usa | \n",
+ " chevrolet chevelle malibu | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 15.0 | \n",
+ " 8 | \n",
+ " 350.0 | \n",
+ " 165.0 | \n",
+ " 3693 | \n",
+ " 11.5 | \n",
+ " 70 | \n",
+ " usa | \n",
+ " buick skylark 320 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 18.0 | \n",
+ " 8 | \n",
+ " 318.0 | \n",
+ " 150.0 | \n",
+ " 3436 | \n",
+ " 11.0 | \n",
+ " 70 | \n",
+ " usa | \n",
+ " plymouth satellite | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 16.0 | \n",
+ " 8 | \n",
+ " 304.0 | \n",
+ " 150.0 | \n",
+ " 3433 | \n",
+ " 12.0 | \n",
+ " 70 | \n",
+ " usa | \n",
+ " amc rebel sst | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 17.0 | \n",
+ " 8 | \n",
+ " 302.0 | \n",
+ " 140.0 | \n",
+ " 3449 | \n",
+ " 10.5 | \n",
+ " 70 | \n",
+ " usa | \n",
+ " ford torino | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " mpg cylinders displacement horsepower weight acceleration \\\n",
+ "0 18.0 8 307.0 130.0 3504 12.0 \n",
+ "1 15.0 8 350.0 165.0 3693 11.5 \n",
+ "2 18.0 8 318.0 150.0 3436 11.0 \n",
+ "3 16.0 8 304.0 150.0 3433 12.0 \n",
+ "4 17.0 8 302.0 140.0 3449 10.5 \n",
+ "\n",
+ " model_year origin name \n",
+ "0 70 usa chevrolet chevelle malibu \n",
+ "1 70 usa buick skylark 320 \n",
+ "2 70 usa plymouth satellite \n",
+ "3 70 usa amc rebel sst \n",
+ "4 70 usa ford torino "
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"import seaborn as sns\n",
"\n",
@@ -82,12 +200,25 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 26,
"id": "5d79f1cf",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(392, 9)"
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your answer here..."
+ "# Your answer here...\n",
+ "mpg_data.shape[0], mpg_data.shape[1]\n",
+ "#There are 392 rows and 9 colums"
]
},
{
@@ -100,12 +231,25 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 10,
"id": "ac306190",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "dtype('float64')"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your answer here..."
+ "# Your answer here...\n",
+ "mpg_data['mpg'].dtype\n",
+ "# the type is ('float64')"
]
},
{
@@ -126,12 +270,131 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 13,
"id": "9f034a5d",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " mpg | \n",
+ " cylinders | \n",
+ " displacement | \n",
+ " horsepower | \n",
+ " weight | \n",
+ " acceleration | \n",
+ " model_year | \n",
+ " origin | \n",
+ " name | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 116 | \n",
+ " 16.0 | \n",
+ " 8 | \n",
+ " 400.0 | \n",
+ " 230.0 | \n",
+ " 4278 | \n",
+ " 9.5 | \n",
+ " 73 | \n",
+ " usa | \n",
+ " pontiac grand prix | \n",
+ "
\n",
+ " \n",
+ " | 95 | \n",
+ " 12.0 | \n",
+ " 8 | \n",
+ " 455.0 | \n",
+ " 225.0 | \n",
+ " 4951 | \n",
+ " 11.0 | \n",
+ " 73 | \n",
+ " usa | \n",
+ " buick electra 225 custom | \n",
+ "
\n",
+ " \n",
+ " | 13 | \n",
+ " 14.0 | \n",
+ " 8 | \n",
+ " 455.0 | \n",
+ " 225.0 | \n",
+ " 3086 | \n",
+ " 10.0 | \n",
+ " 70 | \n",
+ " usa | \n",
+ " buick estate wagon (sw) | \n",
+ "
\n",
+ " \n",
+ " | 8 | \n",
+ " 14.0 | \n",
+ " 8 | \n",
+ " 455.0 | \n",
+ " 225.0 | \n",
+ " 4425 | \n",
+ " 10.0 | \n",
+ " 70 | \n",
+ " usa | \n",
+ " pontiac catalina | \n",
+ "
\n",
+ " \n",
+ " | 6 | \n",
+ " 14.0 | \n",
+ " 8 | \n",
+ " 454.0 | \n",
+ " 220.0 | \n",
+ " 4354 | \n",
+ " 9.0 | \n",
+ " 70 | \n",
+ " usa | \n",
+ " chevrolet impala | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " mpg cylinders displacement horsepower weight acceleration \\\n",
+ "116 16.0 8 400.0 230.0 4278 9.5 \n",
+ "95 12.0 8 455.0 225.0 4951 11.0 \n",
+ "13 14.0 8 455.0 225.0 3086 10.0 \n",
+ "8 14.0 8 455.0 225.0 4425 10.0 \n",
+ "6 14.0 8 454.0 220.0 4354 9.0 \n",
+ "\n",
+ " model_year origin name \n",
+ "116 73 usa pontiac grand prix \n",
+ "95 73 usa buick electra 225 custom \n",
+ "13 70 usa buick estate wagon (sw) \n",
+ "8 70 usa pontiac catalina \n",
+ "6 70 usa chevrolet impala "
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your answer here... "
+ "# Your answer here... \n",
+ "mpg_data.sort_values('horsepower',ascending = False).head(5)"
]
},
{
@@ -144,12 +407,27 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 28,
"id": "1b91233e",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "8"
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your answer here..."
+ "# Your answer here...\n",
+ "predictor_var = mpg_data.shape[1] -1\n",
+ "predictor_var\n",
+ "# There are 8\n",
+ "\n"
]
},
{
@@ -173,10 +451,71 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 29,
"id": "732784d8",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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eeukl3L59G0uWLNH7Vl4WevXqhcDAQIwfPx4ZGRla0x0AsGbNGiQkJKBfv36oU6cO8vLyNG/jPXr0MOtYAQEBBi0r5tKpUye89NJLGDVqFI4cOYKuXbvC3d0d169fx6+//opmzZph3Lhx+OGHH7B69WoMHDhQk7FTHcLas2dPi+WYPHkytmzZgq5du+K1115D8+bNoVKpcOXKFezevRuvv/462rVrV6Z9r1ixAqmpqRg6dCi2b9+OqKgoBAQEICcnB2fOnEFcXBxcXFzg6OgIAOjZsyecnJwwePBgxMTEIC8vDx999BHu3LlTpuObeu0xlQNWKJhyT82aNXHw4EHMmDEDM2bMQFZWFurVq4dFixZhypQpmnZubm5ISEjApEmT8MYbb0ChUKBXr16Ii4tDx44dtfbZvXt3HD58GPPmzcPkyZNx584d+Pj44JFHHjH5bdcYrq6uGDBgADZu3IiXX35ZZ7u/vz+OHDmCuXPnYvHixfj777/h6emJunXrok+fPhqrRUREBNavX4/33nsPAwYMQO3atTFmzBjUqlULL7zwgsVyOjg4YPjw4Zg/fz6CgoK0kk8BklPm7t27MWvWLGRkZMDDwwNhYWHYvn27xrfDXqxduxbt27fH2rVrsXr1aqhUKgQEBKBTp04aR8IGDRqgatWqWLRoEa5duwYnJyc0atQIGzZssEq2S3d3d+zfvx8LFy7EunXrkJqaqsnV0aNHD4vShbu6umLXrl3YtGkTvvjiC0ycOBF3796Fu7s7GjVqhGeffRZjx47VhGQ2btwYW7ZswcyZMxEdHQ0fHx8MGTIEU6ZM0XJ+NhVTrz2mcqAg0pNAn2EYm1NQUICQkBB07tzZ4oRZDMMw9oYtFAwjM7du3cLZs2cRGxuLGzduGHX6YxiGKQ+wQsEwVoKIUFRUVGobpVKJHTt2YNSoUfD398fq1au1nNkYhmHKKzzlwTBWIikpyahXe2xsLJd/ZhimQsIKBcNYiXv37hnNoFm3bl2d5D4MwzAVAVYoGIZhGIaxGE69zTAMwzCMxVR4p0yVSoVr167B09PToroADMMwDFPZICLcu3cPAQEBcHAo3QZR4RWKa9euISgoyN5iMAzDMEy5JT09HYGBgaW2qfAKhaenJwCpM7y8vOwsDcMwDMOUH7KyshAUFKR5lpZGhVco1NMcXl5erFAwDMMwTBkwxWWAnTIZhmEYhrEYVigYhmEYhrEYVigYhmEYhrGYCu9DYQpEhMLCQqN1GBjGGiiVSlSpUoXDmBmGqVBUeoWioKAA169fR05Ojr1FYSoRbm5u8Pf3h5OTk71FYRiGsQqVWqFQqVRITU2FUqlEQEAAnJyc+K2RsSlEhIKCAty6dQupqalo0KCB0WQxDMMw5YFKrVAUFBRApVIhKCgIbm5u9haHqSS4urrC0dERly9fRkFBAVxcXOwtEsOUC4qKgP37gevXAX9/oEsXQKm0t1SMmkqtUKjhN0RGbnjMMYx5xMcDkyYBf//9cF1gIPD++0B0tP3kYh7CdzWGYRhGaOLjgaef1lYmAODqVWl9fLx95GK0YYWCYRiGEZaiIskyQaS7Tb1u8mSpHWNfWKFgGIZhhGX/fl3LRHGIgPR0qR1jX1ihsAJFRUBSEvDll9KnHJryyJEjoVAooFAo4OjoCF9fX/Ts2RPr16+HSqUyeT8bNmxA1apVbScowzCMBVy/bt12jO1ghcJC4uOBkBCge3dgyBDpMyREnjm9Pn364Pr160hLS8OPP/6I7t27Y9KkSejfvz8KCwttLwDDMIyN8fe3bjvGdrBCYQH2dhRydnaGn58fateujdatW+PNN9/Ed999hx9//BEbNmwAACxbtgzNmjWDu7s7goKCMH78eGRnZwMAkpKSMGrUKGRmZmqsHbNnzwYAbNy4EW3atIGnpyf8/PwwZMgQ3Lx507b/EMMwTAm6dJGiOQylCFIogKAgqR1jX1ihKCOiOgpFRESgRYsWiP9Pm3FwcMAHH3yAP/74A5999hkSEhIQExMDAOjYsSNWrFgBLy8vXL9+HdevX8fUqVMBSDk65s6di5MnT2Lbtm1ITU3FyJEj5f1nGIap9CiVUmgooKtUqL+vWMH5KESA81CUEXMchbp1k00sAEDjxo1x6tQpAMDkyZM16+vWrYu5c+di3LhxWL16NZycnODt7Q2FQgE/Pz+tfYwePVrzd7169fDBBx/gscceQ3Z2Njw8PGT5PxiGYQApz8S33+rPQ7FiBeehEAVWKMqIyI5CRKRJIZ6YmIj58+fj9OnTyMrKQmFhIfLy8nD//n24u7sb3Mfx48cxe/ZsnDhxAv/++6/G0fPKlSt45JFHZPk/GIZh1ERHA1FRnClTZHjKo4yI7Cj0119/oW7durh8+TIef/xxhIWFYcuWLTh69ChWrVoFAHjw4IHB39+/fx+9evWCh4cHNm7ciOTkZGzduhWANBXCMAxjD5RKyeI7eLD0ycqEWLCFooyoHYWuXtXvR6FQSNvldhRKSEhASkoKXnvtNRw5cgSFhYVYunSpJtXz119/rdXeyclJp2z7mTNn8M8//2DhwoUICgoCABw5ckSef4BhGIYplwhjoViwYAEUCoXWnH/xXAvqpX379vYTshgiOArl5+cjIyMDV69exbFjxzB//nxERUWhf//+GD58OEJDQ1FYWIgPP/wQly5dwhdffIE1a9Zo7SMkJATZ2dnYu3cv/vnnH+Tk5KBOnTpwcnLS/G779u2YO3eu7f4RhmEYptwjhEKRnJyMdevWoXnz5jrb1LkW1MvOnTvtIKF+1I5CtWtrrw8MlNbb2lFo165d8Pf3R0hICPr06YPExER88MEH+O6776BUKtGyZUssW7YM7733HsLCwrBp0yYsWLBAax8dO3bEyy+/jEGDBqFmzZpYtGgRatasiQ0bNuCbb77BI488goULF2LJkiW2/WcYhmGMYI8kgozpKIj0GezlIzs7G61bt8bq1avx7rvvomXLllixYgUAyUJx9+5dbNu2zeT95efnIz8/X/M9KysLQUFByMzMhJeXl1bbvLw8pKamom7duhaVkOaSuoy5WGvsMUxlgauN2oesrCx4e3vrfYaWxO4WigkTJqBfv37o0aOH3u1JSUmoVasWGjZsiDFjxhhNrrRgwQJ4e3trFrUPgC1hRyGGYRjbYe8kgoxp2FWhiIuLw7Fjx3TM8Gr69u2LTZs2ISEhAUuXLkVycjIiIiK0LBAlmTFjBjIzMzVLenq6rcRnGIZhbIyoSQQZXewW5ZGeno5JkyZh9+7dBk2+gwYN0vwdFhaGNm3aIDg4GDt27EC0ARuXs7MznJ2dbSIzwzAMIy8iJxFktLGbQnH06FHcvHkTjz76qGZdUVERfvnlF6xcuRL5+flQlpg78Pf3R3BwMM6fPy+3uAzDMIwdEDmJoEiI4MtnN4UiMjISKSkpWutGjRqFxo0bY/r06TrKBADcvn0b6enp8OeycgzDMJWCWrWs264iIorDqt0UCk9PT4SFhWmtc3d3h4+PD8LCwpCdnY3Zs2fjqaeegr+/P9LS0vDmm2+iRo0aePLJJ+0kNcMwDMOIg9phtaSPidphVY4UBmrsHuVhCKVSiZSUFERFRaFhw4YYMWIEGjZsiEOHDsHT09Pe4jEMwzAyYCSwz+x2FQnRHFaFSr2dlJSk+dvV1RU//fST/YRhGIZh7I7IdZPsjWgOq8JaKBiGYRhGXTepNIKC5K+bJAKiOayyQsEIhUKhMCszqi3o1q2bVk0ZhmHsh1IpJQ0sjeeeq5wJBUWz3rBCUQ4pXjStSpUqqFOnDsaNG4c7d+7YWzSLuX79Ovr27WvTY2zYsAFVq1Y1uD0+Pp6LoTF2hWtWPKSoSOqH0oiLq5x9pLbelCxQqUahkNd6wwpFOUVdNC0tLQ2ffPIJvv/+e4wfP96mxyQiFBYW2vQYfn5+dk9MVr16dXb8ZexGfDwQEgJ07w4MGSJ9hoRU3vTSxvwEgId+ApUNEapeF4cVipIQAffvy7+YWaPN2dkZfn5+CAwMRK9evTBo0CDs3r1bq01sbCyaNGkCFxcXNG7cGKtXr9bafvDgQbRs2RIuLi5o06YNtm3bBoVCgRMnTgCQnGQVCgV++ukntGnTBs7Ozti/fz+ICIsWLUK9evXg6uqKFi1a4Ntvv9Xs986dOxg6dChq1qwJV1dXNGjQALGxsQCAgoICTJw4Ef7+/nBxcUFISIhW6vWSUx4pKSmIiIiAq6srfHx88NJLLyE7O1uzfeTIkRg4cCCWLFkCf39/+Pj4YMKECXjw4IFZ/VmcklMeISEhmD9/PkaPHg1PT0/UqVMH69at0/rN1atXMWjQIFSrVg0+Pj6IiopCWlpamWVgKidcs0IX0fwERMPeVa+LI1SUhxDk5AAeHvIfNzsbcHcv008vXbqEXbt2wdHRUbPu448/xqxZs7By5Uq0atUKx48fx5gxY+Du7o4RI0bg3r17GDBgAB5//HFs3rwZly9fNug3EBMTgyVLlqBevXqoWrUqZs6cifj4eHz00Udo0KABfvnlFzz//POoWbMmwsPD8b///Q+nT5/Gjz/+iBo1auDChQvIzc0FAHzwwQfYvn07vv76a9SpUwfp6ekG663k5OSgT58+aN++PZKTk3Hz5k28+OKLmDhxIjZs2KBpl5iYCH9/fyQmJuLChQsYNGgQWrZsiTFjxpSpP/WxdOlSzJ07F2+++Sa+/fZbjBs3Dl27dkXjxo2Rk5OD7t27o0uXLvjll19QpUoVvPvuu+jTpw9OnToFJycnq8nBVFyMhQAqFFIIYFRU5fIXEM1PQESio6VxYe9MmaAKTmZmJgGgzMxMnW25ubl0+vRpys3NfbgyO5tIun7lXbKzTf6fRowYQUqlktzd3cnFxYUAEABatmyZpk1QUBBt3rxZ63dz586lDh06EBHRRx99RD4+Plr/+8cff0wA6Pjx40RElJiYSABo27Ztxbonm1xcXOjgwYNa+37hhRdo8ODBREQ0YMAAGjVqlF7ZX3nlFYqIiCCVSqV3OwDaunUrERGtW7eOqlWrRtnF+mbHjh3k4OBAGRkZmr4IDg6mwsJCTZtnnnmGBg0apHf/RESxsbHk7e1tcHt4eDhNmjRJ8z04OJief/55zXeVSkW1atWijz76iIiIPv30U2rUqJHW/5Sfn0+urq70008/6T2G3rHHVGoSE027VSQm2ltSeSksJAoMJFIo9PeHQkEUFCS1Y6xPac/QkrCFoiRubpK1wB7HNYPu3bvjo48+Qk5ODj755BOcO3cOr7zyCgDg1q1bSE9PxwsvvKD1ll5YWAhvb28AwNmzZ9G8eXOtwmyPPfaY3mO1adNG8/fp06eRl5eHnj17arUpKChAq1atAADjxo3DU089hWPHjqFXr14YOHAgOnbsCECaoujZsycaNWqEPn36oH///ujVq5fe4/71119o0aIF3ItZbjp16gSVSoWzZ8/C19cXANC0aVOtVO3+/v46ad0tpXnz5pq/FQoF/Pz8cPO/TDpHjx7FhQsXdPwu8vLycPHiRavKwVRc2LSvH7WfwNNPS1aa4hYce/gJMIZhhaIkCkWZpx7kxN3dHfXr1wcgTSN0794d77zzDubOnQuVSgVAmvZo166d1u/UD14igqKEFw8Z8OMo/kBX73vHjh2oXWLSTu1M2bdvX1y+fBk7duzAnj17EBkZiQkTJmDJkiVo3bo1UlNT8eOPP2LPnj149tln0aNHDy0fjOLylJRRTfH1xad61NvUclqL0o6hUqnw6KOPYtOmTTq/q1mzplXlYCoubNo3jNpPQF+9ihUr5PUTYAzDCkUFYdasWejbty/GjRuHgIAA1K5dG5cuXcLQoUP1tm/cuDE2bdqE/Px8jSJw5MgRo8d55JFH4OzsjCtXriA8PNxgu5o1a2LkyJEYOXIkunTpgmnTpmHJkiUAAC8vLwwaNAiDBg3C008/jT59+uDff/9F9erVdY712Wef4f79+xql5sCBA3BwcEDDhg1N6hc5aN26Nb766ivUqlULXl5e9haHKaeoQwCvXtXvR6FQSNsrYwInQCA/AcYgHOVRQejWrRuaNm2K+fPnAwBmz56NBQsW4P3338e5c+eQkpKC2NhYLFu2DAAwZMgQqFQqvPTSS/jrr7/w008/aR74hqwCgFTUberUqXjttdfw2Wef4eLFizh+/DhWrVqFzz77DADw9ttv47vvvsOFCxfw559/4ocffkCTJk0AAMuXL0dcXBzOnDmDc+fO4ZtvvoGfn5/evBBDhw6Fi4sLRowYgT/++AOJiYl45ZVXMGzYMM10R1kpKirCiRMntJbTp0+XaV9Dhw5FjRo1EBUVhf379yM1NRX79u3DpEmT8LexeDeG+Q/RQgBFRKmUUkgPHix9Vua+EBFWKCoQU6ZMwccff4z09HS8+OKL+OSTT7BhwwY0a9YM4eHh2LBhA+rWrQtAshJ8//33OHHiBFq2bIm33noLb7/9NgBo+VXoY+7cuXj77bexYMECNGnSBL1798b333+v2beTkxNmzJiB5s2bo2vXrlAqlYiLiwMAeHh44L333kObNm3Qtm1bpKWlYefOnXBw0B2Kbm5u+Omnn/Dvv/+ibdu2ePrppxEZGYmVK1da3FfZ2dlo1aqV1vL444+XaV9ubm745ZdfUKdOHURHR6NJkyYYPXo0cnNz2WLBmIVIIYAMYy4KMjRxXkHIysqCt7c3MjMzdW7ueXl5SE1NRd26dY0+RCsDmzZtwqhRo5CZmQlXV1d7i1Oh4bHHlEZREZv2GTEo7RlaEvahqMR8/vnnqFevHmrXro2TJ09i+vTpePbZZ1mZYBg7ozbtM0x5ghWKSkxGRgbefvttZGRkwN/fH8888wzmzZtnb7EYhmH0wpYbsWGFohITExODmJgYe4vBMAxjlPh4/WGj77/PviWiwE6ZDMMwjNBwjZPyASsUMJzQiWFsBY85hjENYzVOAKnGSWUsXy4alVqhUGc/zMnJsbMkTGVDPeZKZuBkGEYbY+XLiSpv+XLRqNQ+FEqlElWrVtXUZHBzcys1qRPDWAoRIScnBzdv3kTVqlW1apAwDKML1zgpP1RqhQIA/Pz8AECjVDCMHFStWlUz9hiGMQzXOCk/VHqFQqFQwN/fH7Vq1cKDBw/sLQ5TCXB0dGTLBMOYSJcugI8PcPu24TY+PpW3xolIVHqFQo1SqeSbPMMwDMOUkUrtlMkwDMOIzf79pVsnAGk7O2XaH1YoGIZhGGFhp8zyAysUDMMwjLCwU2b5QRiFYsGCBVAoFJg8ebJmHRFh9uzZCAgIgKurK7p164Y///zTfkIyDMMwstKli5Ri21BEv0IBBAWxU6YICKFQJCcnY926dWjevLnW+kWLFmHZsmVYuXIlkpOT4efnh549e+LevXt2kpRhGIaRE6VSqtcB6CoV6u8rVnCRMBGwu0KRnZ2NoUOH4uOPP0a1atU064kIK1aswFtvvYXo6GiEhYXhs88+Q05ODjZv3mxHiRmGYRg5iY4Gvv0WqF1be31goLSei4OJgd0VigkTJqBfv37o0aOH1vrU1FRkZGSgV69emnXOzs4IDw/HwYMHDe4vPz8fWVlZWgvDMEx5oqgISEoCvvxS+uQ6FZLSkJYGJCYCmzdLn6mprEyIhF3zUMTFxeHYsWNITk7W2ZaRkQEA8PX11Vrv6+uLy5cvG9znggUL8M4771hXUIZhGJngMt2GUSqBbt3sLQVjCLtZKNLT0zFp0iRs3LgRLi4uBtuVrK1BRKXW25gxYwYyMzM1S3p6utVkZhiGsSVcprt8wZYkbeymUBw9ehQ3b97Eo48+iipVqqBKlSrYt28fPvjgA1SpUkVjmVBbKtTcvHlTx2pRHGdnZ3h5eWktDMMwosNlussX8fFAcDDQvTswZIj0GRxcuZU+uykUkZGRSElJwYkTJzRLmzZtMHToUJw4cQL16tWDn58ffv75Z81vCgoKsG/fPnTs2NFeYjMMw9gELtNdfoiPB556SrIcFefqVWl9ZVUq7OZD4enpibCwMK117u7u8PHx0ayfPHky5s+fjwYNGqBBgwaYP38+3NzcMGTIEHuIzDAMYzM4I2T5oKgIeOml0tu89BIQFVX5QlmFLg4WExOD3NxcjB8/Hnfu3EG7du2we/dueHp62ls0hmEYq8IZIcsHSUmm1RZJSgIiI+WQSBwURPpm7CoOWVlZ8Pb2RmZmJvtTMAwjLEVFQEiIZDbXd1dWKKRoj9TUyvfmKxL/+x/w7rvG282cCcyda3t5bI05z1C756FgGIZhOCMkU/5hhYJhGEYQOCOk+JiaB6My5svgKQ+GYRjBKCqSojmuX5d8Jrp0YcsEIEa/FBUBvr6l+1H4+AA3blSMc2bOM1Rop0yGYZjKCGeE1EWUDKJKJbBunRQeaoh16+RXJrKzgWHDgIsXgdBQ4IsvAA8PeWXgKQ+GYRhGaETLIBodDWzZIik0xQkMlNbLPTX12GOApyewbRuQkiJ9enpK6+WEpzwYhmEYYVFHvxhK+mXP6JeCAmD16odWgfHjAScneWV47DFATzksDW3bAocPl33/HOXBMAzDVAhEzSAaHy8pEa+9BqxcKX2GhsprLcnOLl2ZAKTt2dnyyMMKBcMwDCMsImYQFWUKZtgw67azFFYoGIZhGIPYu6KmaBlERSridvGiddtZCisUDMMwjF7i4yX/heIVNUNC5DXrd+ki+UiUTPalRqEAgoKkdnIg0hRMaKh121kKKxQMwzCMDqKY9dUZRA2FDxDJm0FUpCmYL76wbjtLYYWCYRiG0UIks75oiDQF4+EhRXGURtu28uWjYIWCYRiG0UIks76p5cLlUm66dJEyYZaGj498UzBvvGHZdmvCCgXDMAyjhUhmfXPKhVc21JYkQygU8lqSWKFgGIZhtBDJrG+qoiCXQrF/v2kKjhzWG5EsSQArFAzDMEwJRIusEAmRrDciyQKwQsEwDMOUQB1ZAegqFervckVWiFYuXCTrjUiyAFzLg2EYRjhEqBEB6K/wGRQkKRNyFcAqKgKqVi09fbSHB3D3rjwKjrq2yNWr+qNg5KwtIocsXMuDYRjGTOydEVJNTAzg5qZdI8LNTVovN9HRQFoakJgIbN4sfaamyl9N09nZsu3WRCTrTXFZDCFnjg62UDAMU+nR9yYeGCjdrOV8eMbEAIsXG94+bRqwaJF88ohAUpKUodMYiYnyTXsAYlhv1Pj5ATdu6K739QUyMizbtznPUFYoGIap1KgzQpa8E6rfNr/9Vp4HREGBZIkozTKiVAI5OfJOfxQVSVEC169Lc/FdushbJvzLL6W038bYvBkYPNj28hTH3n0DAPXrl16rIzQUuHCh7PvnKQ+GYRgTECkj5OrVxo9TVCS1kwsRanmI5nhYHKVSsooMHix9yq1MZGYaL/x18aLUTg5YoWAYptIiUhy/aJUjRanlwSGshunXz7rtLIUVCoZhKi0ixfGLVDlSJMuNSE6QonHlinXbWQorFAzDVFpEMqePH2/8oahUSu1sjUiWG0DyYfn2W6B2be31gYHy+bjow96RQXXqWLedpVSR5zCMLRDBIYhhyjNqc7qxOH45zOlOTsCUKaVHeUyZIo9DpkiWGzXR0UD//mLk5wDEiAzasUPK0WFKOzmwq4Xio48+QvPmzeHl5QUvLy906NABP/74o2b7yJEjoVAotJb27dvbUWJxEMFZimHKO6KZ0xctkkJDSx5PqZQ3ZFQky42a+HhJiSienyM01D73PFH8S7y9jU+BhYZK7eTArmGj33//PZRKJerXrw8A+Oyzz7B48WIcP34cTZs2xciRI3Hjxg3ExsZqfuPk5ITq1aubfIyKGDYqSpgbw1QURMopANg/U6ZI2SABse556r4xNCUkd98AhkNHLQ0ZBcp5Horq1atj8eLFeOGFFzBy5EjcvXsX27ZtK/P+KppCIeJgZpiKAE8haqN+iAPaD3K5H+Ki3fNETbSVmSlFc1y5IvlM7NhhHctEucxDUVRUhLi4ONy/fx8dOnTQrE9KSkKtWrXQsGFDjBkzBjdv3ix1P/n5+cjKytJaKhKiOUsxTEXB3jkFREPtCBkQoL2+dm15LQKi3fNE9C8BJOXh118lheLXX+Wb5iiO3RWKlJQUeHh4wNnZGS+//DK2bt2KRx55BADQt29fbNq0CQkJCVi6dCmSk5MRERGB/Px8g/tbsGABvL29NUtQUJBc/4osiDqYGYapmBjK/yAXot3zatWybruKRJmiPPbu3Yu9e/fi5s2bUKlUWtvWr19v1r4aNWqEEydO4O7du9iyZQtGjBiBffv24ZFHHsGgQYM07cLCwtCmTRsEBwdjx44diDagHs+YMQNTpkzRfM/KyqpQSoWIzlIMw1Q8DPktqB0P5bJS8D2v/GC2QvHOO+9gzpw5aNOmDfz9/aGwUH11cnLSOGW2adMGycnJeP/997F27Vqdtv7+/ggODsb58+cN7s/Z2RnOcpaekxmRwtwYhqmYmJrYKirK9lNDXboAPj7A7duG2/j4yHfPM7XYlqVFuczF3o68QBkUijVr1mDDhg0YNmyYLeQBERmc0rh9+zbS09PhX4lVUXWY29NPS8qDPmepypo1jmEY62DMbwF46Lcgp+OhCNy6Zd121iAmBli2TDux1tSpUt4SOavTmu1DUVBQgI4dO1rl4G+++Sb279+PtLQ0pKSk4K233kJSUhKGDh2K7OxsTJ06FYcOHUJaWhqSkpIwYMAA1KhRA08++aRVjl9eETVrHMMwFYOrV63bzhL27y/dOgFI2+VyyqxZ07rtLEVd8r5kls6iIml9TIw8cgBlUChefPFFbN682SoHv3HjBoYNG4ZGjRohMjISv//+O3bt2oWePXtCqVQiJSUFUVFRaNiwIUaMGIGGDRvi0KFD8PT0tMrxyzPR0UBamhSatHmz9JmaysoEwzCWI5JZXzSnTD8/67azhIICyTJRGsuWSe3kwOwpj7y8PKxbtw579uxB8+bN4ejoqLV9mbH/rhiffvqpwW2urq746aefzBWvUqEOc2MYxnJEmIMWhX//tW47S2CnTMOYU/J+8mTby2O2QnHq1Cm0bNkSAPDHH39obbPUQZNhGMYeiDIHLQoOJtquTW1nCR07Si9PpT04lUqpnRwYSYVkdjtLEK3kvdkKRWJioi3kYBiGsQvqOeiSqOeggcqnVHTrBrz7rmntbM3Bg6a9hR88KI88IuWhEKnkPWBhYqu///4bV+XwymEYhrEBos1Bi0KXLsatDw4O8oRqiuZDIRIilbwHyqBQqFQqzJkzB97e3ggODkadOnVQtWpVzJ07VyfJFcMwYlFUJNUi+PJL6dPYm19Fl8ecOejKxMGDgLHbuUoltbM1ovlQiDTloS55XxpylbwHyjDl8dZbb+HTTz/FwoUL0alTJxARDhw4gNmzZyMvLw/z5s2zhZwMw1iIvoqagYFSXhN7RAeJII9oc9Bq7F2oTCSrgGjJ/ERTcNTTcSV9gJRKO/gAkZn4+/vTd999p7N+27ZtFBAQYO7ubE5mZiYBoMzMTHuLwjB2Y8sWIoWCSLolP1wUCmnZsqVyyrN8ua4M+pbly+WRh0j63wMDtY8fGCjvOUpMNK1fEhPlkcfQeFGPGTn7prCQyMen9H7x8ZHayUl+vjROJ06UPvPzrbNfc56hZpcvd3FxwalTp9CwYUOt9WfPnkXLli2Rm5trRXXHcipa+XKGMRfRyj+LJE9BAeDmZjyCICdHHrOxofoZ9ioZbswqINeYAfRH4tjjLbyoCKhaFcjONtzGwwO4e7diZCy2afnyFi1aYOXKlTrrV65ciRYtWpi7O4ZhbIxo5Z9FkkekOWhT62fI4WeiTvEP6FYbtUeK//h4YMkS/dkglyyRtstFUlLpygQgbU9KkkMasTDbh2LRokXo168f9uzZgw4dOkChUODgwYNIT0/Hzp07bSEjwzAWINJ8uDnHkUseUeagzVG05AiPVKf41+fnsmKFfH4upSlagLRerkJlgOmKQlISEBlpS0nEw2yFIjw8HOfOncOqVatw5swZEBGio6Mxfvx4BAQE2EJGhmEsQDQnMtHkASSl4d137ZspUzRFC5CUhqgo+zqIcqGy8oPZCgUABAQEcDQHw5iIvVM6i+YlL5o8apyc5ElPbAgRFS3A/in+RSpUBgBdu1q3nbXIzQWmTQPOnwcaNJCSsrm6yiuDSQrFqVOnTN5h8+bNyywMw1Q0REjpLFrJe7U8Tz2lfzuRvPKIgqiKlr1DWEUrF25qGIN54Q6WMXAg8N13D7/v3g2sWiVZl7Ztk08OkxSKli1bQqFQwFhAiEKhQJG9M+UwjCCIlNJZlPlwxjCiKX6A5Oz46qvab/+1awMffCDfmPHxsW47SzHVWXj/fqBXL9vKAugqE8X57jtpu1xKhUkKRWpqqq3lYJgKhakpnd99V77pDxHmw4GHTnaGUCjkdbITCZEUv/h4/Vakq1el9Vu2yCOPSJkpRSM317Ayoea776R2ckx/mKRQBAcH21oOhqlQiFZWWI2958MB8aIZ1NjbtK8mOhro39++fjdFRcBLL5Xe5qWX5FH6RCqlDohVOG3aNNPb6cn2YHVMUii2b99u8g6feOKJMgvDMBUFUVM6i4CI0QwipAEvTZalS+WVJSkJuH279Da3b8sTGilSKXVAUhQ8PIwntpJDoTh/3rrtLMUkhWLgwIEm7Yx9KBhGQrSywiIhWjSDoeyUV69K6+XKTimSLCLlWhDJIqDG2bl0hcLZWR45GjSQHDBNaScHJul0KpXKpIWVCYaREK2ssEiooxlKZmBUo1AAQUHyRDOIlJ1SJFlEols34w6XPj7yKRT795tmvZEj06s+p29L2lmKTEYixhbYu/QzYxiRUjqLhkhpnUVKAy6SLKY+nOV4iCuVwOjRpbcZPVo+fxeRpuxcXSU/ltKIipIvH0WZElvdv38f+/btw5UrV1BQUKC17dVXX7WKYEzpiDTny+hn0SLpPOnzkwgNlbmssGCIEs0g0sNBJFnUVoHS3sTlsgoUFUkvTaURFwcsWCCPUiHalN22bYCfH3Djhu42X19581CYXb782LFj5OfnR15eXqRUKqlmzZqkUCjI3d2d6tata3ZpVFtTEcuXi1L6mSmdqKjSSxxHRdlbQvtTWCiVwN68WfqUu+SzSGW6RZKFSLqPlCaHXPcZ0fqlsFAqJ19aOfWgIPnGsq3vM+Y8Q81WKMLDw2nMmDFUWFhIHh4edPHiRbpy5Qp17dqVtgj4JKtoCoV6MBsaPHIPZkY/OTmm3QRzcuwtaeVGpIdDfj6RUln6eFEqpXZysWWL7v0mMFDel5bNm027ljZvlk8mUZQtOe4z5jxDzfahOHHiBF5//XUolUoolUrk5+cjKCgIixYtwptvvmltAwpTApHmWRnDmBMfztgPtT+HoSTARPL5cxw8aFrukoMHbS+LmuhoIC0NSEwENm+WPtPS5J1WFW2KQSRK3j+CcAWd8KvRdrbCbIXC0dERiv88p3x9fXHlyhUAgLe3t+ZvxnaINM/KGEa0+HDGML/9Ztl2ayHqta1OhjZ4sPQpd7IvkaKCANMzvcrhJH/zz1t4Fl9hDcbiPOrjCoLxBYbptJPrPmO2QtGqVSscOXIEANC9e3e8/fbb2LRpEyZPnoxmzZpZXUBGG9bWywemxn3LFR/O6MfUFOklfM9tAl/b+hEpKgiws5U4Kwv44QfgtdeAFi3wdVItfIXnMBbrUB8XUQglMuAHT2Rp/Uy2+4y58ynJycmUkJBAREQ3b96kvn37kqenJ7Vq1YpOnDhh/gSNjamoPhQizPkyhmEfivLB8uWmnafly20vC1/bpbNlC1Ht2vb15yCS2acjN5do716iN98kat9er5PNCTSnpXiN+uF78kRm+fKhaNOmDbp37w4AqFmzJnbu3ImsrCwcO3YMLVq0MGtfH330EZo3bw4vLy94eXmhQ4cO+PHHH4srO5g9ezYCAgLg6uqKbt264c8//zRX5AqFSHO+jGFEiw9n9CNSinS+to1jaNpDTmxqSSoslObY5s+XUpBWrSp9zp8vrS8qAurXlwqpfPUVcOMGZkWdxOtYhh3oj3vw0tmlnPcZuya2CgwMxMKFC3HkyBEcOXIEERERiIqK0igNixYtwrJly7By5UokJyfDz88PPXv2xL179+wptt0RZc6XKZ1t2wwrFVFRMseHM3rhFOnlA3VK8pJTDX//La2Pj5dPli5dTMvcaZJPh0oFpKRImuKAAUD16kCHDsBbbwEJCUB+vqSZPP88EBsLXL4sOUSsXQs8+yxQq5ZY9xlTzR4XLlygUaNGab4HBQVRtWrVNEuNGjXozJkzZTKpFKdatWr0ySefkEqlIj8/P1q4cKFmW15eHnl7e9OaNWtM3l9Fm/IQMbSMKZ2cHKIJE4h69ZI+eZpDHO7dM818fe+e7WXhkHD9GOsXQN5+KSwk8vAoXR4PDwPyqFREFy4QrV1LNGgQUc2auj+uVo0oOppo1Sqiv/6SfmMCtrrPmPMMNTlT5ocffgg/Pz/N9zt37uDtt99GrVq1AABfffUVli9fjjVr1pRJsSkqKsI333yD+/fvo0OHDkhNTUVGRgZ69eqlaePs7Izw8HAcPHgQY8eO1buf/Px85Ofna75nZWXpbVdeEbUsNmMYV1d5SgeXR+xdMvyTT0xvZ+vrSdSy7vbGWL8A8vZLUlLphcEAabumcNq1a5K1ISEB2LsXKBkN6eYGdO0KRERIP2jRokwXgQj3GZMVij179uDDDz/UWvfUU0+hXr16AICQkBC8+OKLZguQkpKCDh06IC8vDx4eHti6dSseeeQRHPwv2NrX11erva+vLy5fvmxwfwsWLMA777xjthzlBZHmfBnGEkRIHy/S9SRq2Ki9SU+3bjtLMVaJtRr+RTj2wf2NvcD9BOCvv7QbODoC7dtLykNkJPDYYxWmqI/JCsXly5dRt25dzfcXX3wR3t7emu8hISH425gaqYdGjRrhxIkTuHv3LrZs2YIRI0Zg3759mu2KEl44RKSzrjgzZszAlGJVmbKyshAUFGS2XKLCc75MRUCUMt0iXU8cNqqf3383vd0w3RQMNscN99EZvyISexGBBLTGMTiAgCP/NVAogNatJeUhIgLo3Blwd5dfUBkwWaFwcHDAzZs3ERISAgBYvny51vYbN27A0dHRbAGcnJxQv359AFIESXJyMt5//31Mnz4dAJCRkQH/YlfQzZs3dawWxXF2doazXMXo7cD48cDUqaVPe1TWsthM+cBYmW51YqCoKNtPf4h0PXXsKB3LmCwdO9peFpEwFPVS1naW0r1TAZLwOyKQgEjsRXv8Bic80GpzGk3gGRWBoBGR0jxMtWryCGdnTFYomjZtij179uCxxx7Tu/2nn35CWFiYxQIREfLz81G3bl34+fnh559/RqtWrQAABQUF2LdvH9577z2Lj1NeUZfFLq2+fWUti10ce8/NiypLQYHkX3PxovTWPX68/GNFJF8Bka4nc1JvVyYfCrsniSsqAk6elPwf9u5F9/37EYEcrSaXUQd7EYm9iEQiuqPAJwA3tgCQ8ToX4j5jqqfnunXryM3NjX744Qedbdu3byc3Nzdat26dOc6jNGPGDPrll18oNTWVTp06RW+++SY5ODjQ7t27iYho4cKF5O3tTfHx8ZSSkkKDBw8mf39/ysrKMvkYFS3KQ820abrRHkqltL6yI0JBIxFlEWXMiFjsyVDFRjkrworYL0T2rwgre2SbSiVFV6xcKUVbVKumc8Bcr5r0JQbRGKylerhAgEqridzXty3vMzarNvrcc8+RQqGgJk2a0MCBA+nJJ5+kJk2akIODAz3zzDNmCzp69GgKDg4mJycnqlmzJkVGRmqUCSIilUpFs2bNIj8/P3J2dqauXbtSSkqKWceoqAoFkXQBLV9ONHGi9MmhomKVdhdJlmnTSr8hy6lUiFaO2tB5Up+rylqmm0gchdjm4/fyZaL164mef54oIED3AJ6eRAMGSDfaU6eIioqE6Rtb32fMeYYqiMybeYqLi0NcXBzOnTsHAGjQoAEGDx6M5557zurWE2uQlZUFb29vZGZmwstLN4sYU3EoKgJCQgyb0xUKKYogNdX2pkCRZCkokCLTjM3N5+TIY9rPzZXkMUZOju0z/Il0ntSyXL2q3x9ATlkAw46zap94uRxn1cTESHVVio9jpVKaklq0yMyd3bollU7du1cK57xwQXu7szPQqdPDSIxHHwWq6HoI2HuaQY7xa9Yz1DLdRXwqsoWC0UakNzyRZBGpXoVo8oh0nogevm2WfOOU26olapKtMltlMzOJvv+eaPJkoubNdf8hpVKqlfHWW1LtjNxcG/4X1kOO8WuTxFYMIzoixfGLJItIuRbMOU5lzP0QHS29+evLz7FihXwWAZEcZ4vj5GRigrG8PMl7VZ1MKjlZ10TXvPnDZFJduwLl0IIt2vhlhYKpMIgUxy+SLCLlWjDnOJU190N0tBQya09TumgPKqMUFgJHj2oiMXDggFQHozj16z9UILp1A/7L8mwJ9p7yEG38mu1DUd6oyD4UIoQAiiSPSHPQIskimg+FSPKIdJ5EYu9eoEcP4+327PkvvbRMaB7gV1Won/8nHr27Fw5JCcC+fUDJMgv+/g99ILp3B4KDrSqLCJle5Ri/7ENRjIrqQyFKCKBo8ogyB62WpbR5zcoa5SGaPCKNGVHYs8e0ufk9e2QSSKWiXasuUEzVtfQlBtENlFJUa+VKs4pqlQWRIrhsfZ+xWdjogwcPSKlUmh26aU8qokIh0s1YRHn0hXMFBdknnEsUhYJIHKVPLQuPGXERIifGtWtEGzcSjRpF92vU0Tl4NtzoR/SmqVhEexcflc1DVDSHVVtfSzYNGw0NDUV8fDxatGhRNvuJzFS0KQ+RzMUiyqPG3nObIoUjFsfe01JqGXjMiE1SkjRLYIzERCs6Zd65Ix1YHcpZoqhWARzxG9pjLyKRgAj8jnZ4AGmA+PgAN27Ic77s0jcGkONasumUx/r166lv3750+/btMug68lPRLBQihdyJKI8oiBaOKBI8Zoxj7+yU6rfw0hJ+WfwWnp1NtGsXUUwM0aOP6p9zevRRSnt2GvXCLnJDdqnjRa7pFyGsN/8hx7Vk07DRDz74ABcuXEBAQACCg4PhXqJq2rFjx8zdJWMGIoXcmXOcylZOvdx5ycsIj5nSEcHZT6mUjvf005I1rbgdW53YasUKMy0CBQVSSVB1KOdvvwEPtItqoUmTh5EY4eFA9er45H/AbhN2n5Qkj4OoSJEVol1LZisUAwcOtIEYjKmIFHJnznEqWzl1kW46osFjxjCGslP+/be8Zd0B6ThTpwJLl2rL4+AgZac0KkfxoloJCdJ80v372m3q1HlY1jsiAggIsPr/YW26dJEUPGORFV262F4W0a4lDhstZ4g2/yyaPKLA4YiG4TGjH2N+NwAQFCRv6u2nnjK8fcuWEkoFEXD27EMFIjFR8osoTs2aD5WHyEigXr2HJg8DiBjCanbf2AjRfCgcynKAu3fv4pNPPsGMGTPw77//ApCmOq5evVqW3ZUriook09qXX0qfxsoNWxt1ueXSkLN8uWjyiILaZAzo3i/LbDKuIPCY0Y+x7JTAw+yUtqaoCHjppdLbvPQSUJR6BdiwARg2TNKQmzQBJk6Unrh37gCenkD//sDy5ZK1IiMDiIuTfhwaalSZACTHRh+f0tv4+FSuku5qhLuWzHXQOHnyJNWsWZPq169PVapUoYsXLxIR0cyZM2nYsGHm7s7mWNMpU5TqckREbdvqd75p21Z+WYjEKP8sIhyOaBgeM9ps3Giag93GjbaXxVAeihq4Sc/gK1qDl+gc6us2cHYmioggmjeP6NAhogcPrCKPSCHYooWNEhH5+uqXxdfX8n3bLA8FEVFkZCRN+y+w1cPDQ6NQHDhwgIKDg83dnc2xlkIhUiITEWP4RekbEbG3x76IiFIyXCREin6ZOVM6licyqR++p6V4jU5At6hWoeK/olpvvikV1crJsZlMorzQiRbBZejl0lovmTbNQ+Ht7Y1jx44hNDQUnp6eOHnyJOrVq4fLly+jUaNGyMvLs4UhpcxYw4dCpJwCos0/i9Q3TPmAx4x+Nm0Cnn/eeLuNG4GhQ20kRF4ecOgQkv63F84H9qItklEF2jebk2iOBERgLyLRflpXzFwkn2+aCLlCvvwSGDLEeLvNm4HBg20rS3a2NKtkjHv3AA+Psh3DnGeo2VEeLi4uyCqZMx3A2bNnUbNmTXN3Vy4QqfLe6tXG/TaKiqR2JlXlsxCR+oYpH/CY0U/t2tZtZxLFi2olJEhFtfLy0K1YkwsIxV5EYi8ikYRuuIWHRbVeNcFZsqIhUgTXsGGmt9u61bayAGVQKKKiojBnzhx8/fXXAACFQoErV67gjTfewFOlub2WY0TKKSBa3LFIfcOUD3jM6EcdjmgsysOicEQi4I8/HioQBopqXW8aiTf3RCABEbiCYIO7k9M6IEJ+DkDqfw8PyTpgCA8PecJGRXsemK1QLFmyBI8//jhq1aqF3NxchIeHIyMjAx06dMC8efNsIaPdEUkjFS3uWKS+YcoHplaNtkJ16XJF8WRSgJWSSREBly49TCaVkADcuqXdpmpVKZe0ujJno0ZIilNgwx7ju7950wxZLMBQfo6rV+XPz1FUJE0pl0ZOjtTO1gpXaCiQkmJaOzkocx6KxMREHD16FCqVCq1bt0YPUwKF7YA1fShEyCkgqg+FCH1THBFqVqjJzAT69QOuXJHy+OzYAXh720cWERAxrwAgxvw8oP9NPChIUiZMemhev66tQFy+rL3dzU3659QJpVq21PlHRapXIZrPzYoVwGuvGW+3fLntp51F86EwK8rj66+/piFDhtAzzzxDa9euLZPHqNxYM8pDlLAlEaM8ROkbIrGqaoaG6u+T0FD5ZREFkWohqBElgkCNWZFB//5LFB9PNHEiUZMmuh3p6EjUpQvRrFlEv/xClJ9v0vFtXsvDRESLqpg40TR5Jk6URx6RojxMnvJYt24dXn75ZTRo0AAuLi7YsmULUlNTsWDBgrKpPeWM334zvl0uk1v79pZtr8jExACLF+uuLyp6uH7RInlkqV/f8NzlxYvS9gsX5JFFJESbJhPJnK5GqSzlzf/+feDXXx9aIY4d050fad36YTbKzp2BEjWXTDm+1Wt5lBHRfG5Em3Z+443Ss3a+8YY8cgAw3UIRFhZGM2fO1HyPjY0lDw+Psqk8MmINC0V+vu4bb8lFqTRJ8bcY0ZKqiCSPSOfp7l3T3mLu3rW9LKIh0nkSafwaJD+faP9+otmzibp2lSwOJQVt3JhowgTJUmHFStAiJGYTzUKRn0/k4FC6LA4OFWf82iSxlZubmyaJFRFRYWEhOTo60vXr18smpUxYQ6EQKeGMaBeXSPKIdJ46dTJNlk6dbC+LaIg0ZkSSRUNREdHRo0SLFhH16UPk7q4rUJ06RKNGEX3xBdHVqzYVJz9fumYmTpQ+5XhQFkek6Re1PB4epY8XD4+KMx1kkymP3NxceBTz6lAqlXB2dkaOMXfXCoBIoTmimf9Ekkek83TlinXbVSREGjNCyEIkFdVST2EkJQH/1UjSUKPGwykME4tqWQN9DqJLl1aAUuoWsH9/6SGjgLRdjjwqQozfYpgVNvrJJ59oKRWFhYXYsGEDatSooVn36quvWk86QRBpzky0+WeR5BHpPNWpIyVnMqVdZUOkMWM3WdLTJeVBHYlx7Zr2dk9PIDz8YSRGWJhUN1xGRPItiY6WjqcvD4XJ0S9WQqSHuEjXEmBG2GhISAgURjRihUKBS5cuWUUwa2GNsFGRQjVFC9MUSR6RzlNmphTeb4y7d+UNIRUhnFakMZObK40ZY+TkAK6uFhzo1i0pxlJthSjpjevsDHTqpLFCFLVqg/2HqtgthFW0UM3ictk7tFeksGc5riWbhY2WR6wVNipSqKZoYZoiySPSeTIUMqpe5A4dFSmcVpQxYzO/m8xMoh9+IHrtNaLmukW1SGm4qJYIIaxC+pYIgqFKrCWXPXvkkcfW15I5z1B5bWglWLBgAdq2bQtPT0/UqlULAwcOxNmzZ7XajBw5EgqFQmtpX5njIplSWbQImDZNVxtXKqX1coWMqmWxZLs1UYfTlrTeqMNpY2LkkwUwLQxbDqzmd5OXJ1kgZs4EOnYEqlcH+veXshudOiW1adZMynT0/ffA7dvAoUPAvHmSVeI/84d6mqGkZUA9zRAfb9a/V2ZEMuuLhqnZQeXKIioUlukultG7d2+KjY2lP/74g06cOEH9+vWjOnXqUHZ2tqbNiBEjqE+fPnT9+nXNctuMsCgOG61c8qgRxTNdhH4RafyKJk+ZLRQPHhD99hvRvHlEkZFELi76TVAvvUQUF0d044ZRWUQaM2yhMIxIfVNuw0bl4ObNmwSA9u3bp1k3YsQIioqKMnkfeXl5lJmZqVnS09MtVihECkcUaTCLKI8oiNQvIo1f0eQxWbnJUxGdOkW0YgXRgAFEXl66Df39iYYOJVq/nigtzWxZRBozooVqioRIfVNuw0blIDMzEwBQvXp1rfVJSUmoVasWqlativDwcMybNw+1DFQOWrBgAd555x2ryiVSOKJopkjR5BEFkfpFpPFrznHkkMfJCZgyRV92VUI9XEIEEjChwV441UnUtWEXL6oVEQE0bmxRKKdIY0a0UE2REKlvRBozQBmqjdoKIsKUKVPQuXNnhIWFadb37dsXzzzzDIKDg5Gamor//e9/iIiIwNGjR+Hs7KyznxkzZmDKlCma71lZWQgKCrJINpHCEUULExJNHlEQqV9EGr/mHEcuedQuWX64DqlgdwIisRch+K+o1pn/GqqLaqnzQegpqmUJIo0ZQKxQTTUiRHkAD/vm1Vcl/xY1tWvLm6NDtDFj9pTH0aNH6dSpU5rv27Zto6ioKJoxYwblWzDpOX78eAoODqb09PRS2127do0cHR1pi4muqxXVh0IEc5uI8oiCSP0i0vglkgIaTDHTFgt8sA3//kuF38bTeveJ9Cd0i2rlw5H2oQst85pFhYmmFdWyBJHGTEm5TC5UZkNEiH4RTR45xoxNfSjatGlD3377LRERXbx4kVxcXGjw4MFUv359mjRpktnCEhFNnDiRAgMD6dKlSya1r1+/Pi1cuNCkthU1bFSh0B1E6nX2CBsVSR4i+ztlEj3sF0MXemUNp7Wbr0B2NtFPPxHFxBC1aaNTkKEICjqC1vQeplEv7CI3ZMvqt0Ak5rUkAoauJXvf80SQx9ZjxqYKhZeXF124cIGIiBYuXEi9evUiIqJff/2VAgMDzdqXSqWiCRMmUEBAAJ07d86k3/zzzz/k7OxMn332mUntraVQEBkuE2tpediyIELRnuKIlONAJFmiovSPGTP8jK2GKONXtvLlJhTVuhvQmD7EBHoSW6gabttOFjPYsoUoIED7+LVrl5NS6jY6vijRLyLKQ2Tbe55NFQpPT0/Nw79Hjx60YsUKIiK6fPkyubi4mLWvcePGkbe3NyUlJWmFheb8Z+u8d+8evf7663Tw4EFKTU2lxMRE6tChA9WuXZuysrJMOkZFtFCosfeFrobfxFkWc7CZhUJdVGvxYsNFtYKCiEaO1BTVEimyQo1ICrEIZn3RzpFo8tj6/mtThaJ79+40fPhw+vzzz8nR0ZHOnz9PRERJSUkUHBxs1r4A6F1iY2OJiCgnJ4d69epFNWvWJEdHR6pTpw6NGDGCrly5YvIxKpoPhWiIpK2LdJ5YFhnkUamIzpwhWrWKKDqaqHp13R3VqEH07LNEa9cSnT8v/aYYovktiKT4iWLWl82iVQ7lKfd5KE6ePElhYWHk5eVFs2fP1qyfOHEiDR482Nzd2ZyKVr5cNETS1kU6TyyLYSwaM1euEMXGEg0bpjsvABB5ehL170+0bBnRyZOS1cIIovgtiKT4ifSiINI9RjR5yn0eiubNmyMlJUVn/eLFi6GsoEHJIsXNi4ZIcdAinSeWxTBmjZlbt6Ry3urKnEaKaqFNG6CKebc1UcIjV68uvbAdIG1fvVrK4G1L9u83XBgMkB5T6enylOju2FEKDTVW9K9jR9vKoaZLF2lslNY/QUFSO1sj0v0XKGMeirt37+Lbb7/FxYsXMW3aNFSvXh2nT5+Gr68vateubW0Z7Y5ocfMiIVIctEjniWUxTGljwQP30BW/IBJ7MeB/CcCQk9oNHByAtm0fJpPq2NHCMqAS0dFAVJR9cxyIpPiJ9KA6eNA0RevgQdsrN4A0JgYP1pcM7SHPPSfP2BHp/gsAZZryqFGjBtWvX5+qVKlCFy9eJCKimTNn0rBhw8y3p9iYiuxDIYJTpkhz0CKdJ5bFMMXHjDNyqRsSaA5m0gF0oAfQI2izZkSTJxNt30509648QtoBkaamRDLri+SzQGR8OgiQ755X7vNQREZG0rT/PIM8PDw0CsWBAwfMdsqUg4oa5SGC93VxWUrrG47yYFk0/FdUK2XofPoZkZQD3aJa5xFKl3qMMbmoVkUhP18nNYbO4uAghg+FnA9NkZQbEeWpMHkoiisUaWlp5OzsbO7ubI4181CIEs4live1GmEeViSWckMkzpgxlINCvdgsF4XKeFGtq/CnLzCURmI9tfdPq7TJmwoLiTw8Sj9PHh6VL+JEJCsokXgWEyLb5iUy5xmqICIyZ4rE19cXu3btQqtWreDp6YmTJ0+iXr162L17N1544QWkp6dbf17GArKysuDt7Y3MzEx4eXlZvL+CAskp6uJFac55/HipwJBcFBUBISGGHYIUCslhKDVVnjm8ggKpxIExh6mcHNv3k2h9o8beYyY7G/D0NN7u3j3Aw8PCgxFJHbx3L5CQIC2GimpFRKCoWyT232qM6xkKu9ZmEIGkJKlbjJGYaHtfAWPXEiA5Hsp1LcXHS8W4AGmIqVEX4/r2W/mcZ0U6T8WxVZ0Ts56h5morY8aMoYEDB1JBQQF5eHjQpUuX6PLly9SqVasyp962Jda0UIiAaOY2nvcVn4EDTeuXgQPLeIBr14g2biQaPZooOFh3x25uRL17E733HtGRI1qvkiL4AYmCSG++Il5LomQHFs1iYmtsGja6ZMkSPP7446hVqxZyc3MRHh6OjIwMdOjQAfPmzSubCsSYjEje1wB7ppcHrH6O7twB9u17aIU4fVp7e5UqUgnPyEhpaddOr0kmPl5/qKac1RpFQiSPfRGvJREicQDt8uWGqKyl3c1WKLy8vPDrr78iISEBx44dg0qlQuvWrdGjRw9byMeUQKSbDiBWSKJofSMKoaGAntQxetvpJScH+PXXhwrEsWOASvVwu0IBtGr1MJSzc2ejcydqE3bJCderV6X1cpqwRUGd3+DqVd1+AR5O2cmR30DUa0mplHcawRDR0cDUqcCyZdrTvUolMGVK5Ru7asz2oShvWNuHwt6o5zaN3XQqsw+FKH0jCmb7UBQUAIcPS8rD3r3AoUPAgwfajRs3fphMqls3oHp1k+UR1ddFBETxFRDNh0I0DCnE9vDpsDXmPENNslB88MEHJh/81VdfNbltecRWji+mUtzcplDov+nIaW5zcpI08tKSvEyZIo8TIpsi9ePhIeWCSk7Wv10BFYY8chIea/7LRrl/P3D/vnajoKCHUxjduwMWJLATKQtjcex9bQPiZO0UKXmTaBQVSedH30sLkXQfnjxZmp6Rs39EGL8mOWWGhISYtNStW9dC9w/rY02nTJFyP4gSjqhGlNLYROL1jSiEhqr7Q0UNcYbGYRV9g6foX4dSimqtWaO3qJYliOR8qEaka5vI/s6qIuWhEI3y4rBqrfFr0zwU5Q1rKRQi5X4QqVw4kTjx6kRinSeR2Ln2Co3ABvoMwygdtXU6qMDV/KJaZUW0GzKPGV1EO0ciIZpCbOvxa9M8FOUNa/hQiDTnK5IsgJg+FKL0jV0pVlSLEhKgOH9ea3MenHEAnZCACCQgEjcCH8X5NEdZ+iU3VxozxsjJsUqZjlIRdczY23z95ZfAkCHG223eLE2NVCZEykMhx/i1ug/FlClTMHfuXLi7u2PKlCmltl22bJnpkpYTRJrzFUkWgCskCsO9e8AvvzyMxDj5sKiWAkARHJCMttiLSCQgAgfREXko9rT+W75+WbvW9HaVccyIEE4rapSHCIgUjSPa+DVJoTh+/Dge/Oflffz4cYPtFGqvwAqGSDHZIskCcB4Ku5GXJ0VfqCMxDh/W1eyaNQMiI7FPGYEnlnZFFrxL3SWPGcvbWYoo4bRdugA+PsDt24bb+PjI89AUDZEc40UbvyYpFImJiXr/riyIpK2LJAvAeShko7AQOHr0oQJx4ICkVBQnNPRhKGf37kCtWgAASgKylho/RGUcMz4+1m1nCaJGDzC6iBKNI9o9j30oTECk/AYiyQKI6UMhSt9YBBHw558PpzCSkoCsLO02fn4PQzkjIoDgYL27Eq1fRBozS5dKCYqMsWQJ8PrrtpVFpLl5kWQRGXv7ushxbVvdhwIARo8ebVK79evXm7rLcoPaxPXUU/q3E8ln4hLJ3AaImYdChPNUJi5dMrmoFiIjpeRSJkwzitYvIo2ZtDTrtrMEkczXIskiMvbO3Cna88BkhWLDhg0IDg5Gq1atUMGNGnr57Tfj2+Uyc4libhMRkc6TUa5fl17x1EpEyaeWq6v0yqO2QrRsKbA2ZB6LFkmfhlIXq7fbGpGmX/6bobJaO0sQzZTOGEak54HJUx7jx49HXFwc6tSpg9GjR+P5559HdTPS7doLa0x5iGSiLY69zW2AWH0jkix6MaeoVkSEVFTL2dniw4oaGgnYv7S7SGNm717AlJJIe/ZIQ8SWiDZNxhin3JUvz8vLo82bN1OPHj3Izc2NnnnmGdq1axeprJhFz9pYI7GVSCW6RUOkvhFJFiIiun+f6KefiKZPJ2rThsjBQTfzTOvWRFOnEv34I9G9ezYRg5MUlY4oidlETJhUmhyVMeFXZcRm5cudnZ0xePBgDB48GJcvX8aGDRswfvx4PHjwAKdPn4aHkQqD5RWRwtxEQ6S+sbssDx4Av/9uelGt8HBZwgd4Prx0Fi0Czp0DvvtOd1tUlHzTLyJNeTBMWTC7fLkahUIBhUIBIoKqeCnjCohI86yiIVLfyC6LSiUlkFJPYfzyi+GiWhER0mJBUa2ywvPhpRMfD2zfrn/b9u3SdrkqfFqznSWoQ1gNwSGsEiJMOwuFOaaP4lMeLi4u9PTTT9OOHTuoyIZ5/y3FGlMe+fm6xaZKLkql1K6yIVLf2FwWlYrozBmiVauInnqKqLq8RbXKirrQU2n1XyproSdjRbDk7JsZM0yb8pgxw/ay8DSZcUQrKGcrbDLlUdwpc9SoUYiLi4OPHNleBECkMDfREKlvbCJLevrDKYyEBMlLrTgeHtLUhdoK0awZ4OCg1cTebzEil3W3t1OmSKmLDZWXL2s7S+BpstIRJaOpcJiqpSgUCgoODqaBAwfSk08+aXAxh/nz51ObNm3Iw8ODatasSVFRUXTmzBmtNiqVimbNmkX+/v7k4uJC4eHh9Mcff5h8DGuWL+ey2IaJitL/BhMVJb8sD8t0ay+hoSb8+NYtoq+/Jho7lqhBA92dODsTde9O9O67RAcPEhUUlLo7kd5iRDpHRGJcTyI5QnboYJosHTrYXpY9e0yTZc8e28siGiJZteTAJhaK4cOHW71Wx759+zBhwgS0bdsWhYWFeOutt9CrVy+cPn0a7u7uAIBFixZh2bJl2LBhAxo2bIh3330XPXv2xNmzZ+Hp6WlVeYyxaBHw7rv2faMSEVHmoAFg4EDDTpcXL0rbt20rtlJdVEtthShWVAuAZG1o2/ahI2XHjiaXwBTpLSYmRr/TISCtj4mRz/lQLY8+S1JR0cP1csgjkn9JQYF12zG2QSSrlnDIoOCYzM2bNwkA7du3j4gk64Sfnx8tXLhQ0yYvL4+8vb1pzZo1Ju3TmhYKRheRtPWcHONvVM7IpbwfE4hmzpRe9fQ5XTRrRjRpEtH27UR375ZJFpH6RSQ/F9HkEcm/ZMAA06wCAwbYXhaRLDeiUdn6xpxnqIMRfUNWMjMzAUCTMCs1NRUZGRno1auXpo2zszPCw8Nx8OBBvfvIz89HVlaW1sLYDnO0dVszbZruOiUK0RaH8QYWYDd64g6qwblvhGRqOnRIeiWuVw8YMwaIiwMyMoBTpySnggEDAG/vMskiUr+YU2JeDkSSR+1fAuhmMZc7dXFgoHXbWQKHsBpGJKuWaJQ5bNTaEBGmTJmCzp07IywsDACQkZEBAPD19dVq6+vri8uXL+vdz4IFC/DOO+/YVlhGg0jOW+fPAwChKf5EJPYiAgnohiR4Q1upvO3kB59nioVyhoRYXRaR+sXu+TnKeBy55BEldXGHDsBHH5nWjrEfXbpIY8NYFtHKWNpdGIVi4sSJOHXqFH799VedbSV9N4jIoD/HjBkzMGXKFM33rKwsBAUFWVdYRoMQ2vqlS0BCAual7sXnSIAvtItq3UFVJKEb9iISexGJyBcbY+Uq6/oDlUSIfvkPkXKFmHMcOfO6REdLORXsGY1j6m1KjttZybp0lrazFvaOmALEK8glFDafgDGBiRMnUmBgIF26dElr/cWLFwkAHTt2TGv9E088QcOHDzdp3xXZhyInh2jCBKJevaTPnBz5ZbDLHPT160SbNhGNHk0UEqJz0PtwpV3oRdPwHj2KZHJAoVYTOfpJpLl5kXwWRJRHTWGhlFdh82bpU24vfVN8gOQavyLmoRApYsqQPEFBlTsPhV0VCpVKRRMmTKCAgAA6d+6c3u1+fn703nvvadbl5+ezUyaJFQJo85z/d+4Qbd1K9MorRI88onuAKlWIOncmevttmtFpHzkhz6AscvaPSLUQRKlXIao8IjysRKpFU1hI5ONTuhw+PvIpXVu26FfOFQppsddD3N5KqBzYrJaHtZkwYQI2b96M7777Dp6enhqfCW9vb7i6ukKhUGDy5MmYP38+GjRogAYNGmD+/Plwc3PDkCFD7Cm6XRk4sPQQQJ3QyPJGTg5w4IAUxrl3L3DsmJTmWo1CAbRq9TCUs3NnKcEUgMJcoOCA4V03bGhj2ZlyhyjhvWfPWrddRUGdBlyfvwKRfdOAK5WVMDS0NGRQcAwCQO8SGxuraaNObOXn50fOzs7UtWtXSklJMfkYFc1CIZJZlMhK4ZEFBUS//kr0zjtE4eFETk66O2rUiGj8eKJvvyX65x+9uxHJlM5ho+VDHpHO08CBpl3bAwfaXhaRpjxEkqUyUm4sFKRP5SyBQqHA7NmzMXv2bNsLVA7QFxppqN3KlbaVBShjkhcbFdUyJxxx8mSju7MIkZLfiNQvoskj0nkSyZFXpCglkWRhSkeYKA/GNKTQSOu1sxTTLmJC9tFzwF//ZaNMTAT+/Ve7SY0aQPfukhIRGSm5+JuZmVWkcESRboIi9Ys5x6ls58nU6Tg5pu1EUm5EkoUpHVYoyhkNGgC7d5vWTg4MXcS18fd/QZpSPojAqeYX1TIXkcIRRboJitQv5hynsp2nsWOB114zrZ2t6dIF8PEBbt823MbHR55cC5z3ofygIFPmHcoxWVlZ8Pb2RmZmJry8vOwtjsXk5gJubsbb5eSYXHLCIoqKpLxQeX//g25IRAQSEIm9aAhtEwk5O0PRseNDBaJNG8DR0aqyFBRIfVOaOV2plPrG1vVX1P1i7CaYmmp7RzKR+gUQawyL1DdJSZKRzhiJibaffikqAnx9jSsUN27I4wipdpwFtK8ntRGz0lb3lAFznqFCpd4uD+TmAhMnAr17S5+5ufIe39VV8mYujagoGZSJe/eAHTugjHkdKVVa4hZq4hs8i3FYg4Y4jyI44De0wwLMwP5Ze6C4c0fyl3jrLSnVn5WVCeBh+fLSkKuUevGUzoaQK/mNSP0CAL//bt12lnDwoGn+HAYy/VsVkaZf9u8vXZkApO1ypI4HHmYzLelKFRjIyoRQ2NpD1N5YM8pDpNwPvr76ZfH1tdEBc3MlN+qZM4k6dpRyP5Q4+CmE0XJMov7YTl64a7fS7t7e+vvG21t+WUQo0a3GorLuVkSk4koiySJSNMPGjabJsnGj7WUpTmXI+yAa5SbKozwhUu6HgQMlU6M+btywkiyFhVL+B3Ukxq+/Anl52m3q1QMiI3HYIwJPLO+OG9CuuaJQAUuWAO3by/cGUb8+8F+NOR0yM6XtFy7II0t8vPT/l5zyUNmhX8wu625DRPJbEEmWdu2s284Sbt2ybjtrwXkfxIZ9KExApDlfm8lCBPz5p6Q87N0L7Nun+2T283uYTOq/olpqXwFDoXdy+gpkZgJVqxpvd/dumYuImoxI/SLS+AXE8lsQyddlxQrTnDKXL7d9OO2mTcDzzxtvt3EjMHSobWURGRFqi9ga9qGwMubkfrA1VpXl0iXgk0+AwYMlZaFZMykl3fbtD5/OAwcCH34oKRvXrkl3mtGjNRU6RSrT3a+fddtZgkj9ItL4BcTyW1D7uhh6rSKSz9dFpHBaE9K+mNWuIhIfL90Gu3cHhgyRPkNCpPWVFZ7yMAGRcj9YJEtGhmSBUFsh0tK0t7u6Siq22grRqpXRO6lIjmRXrli3nSWI1C8ijV9ArL4BgN9+M75djqmp/3R0q7WzBJHCRkVElHTtosEKhQmIlPvBLFnu3pVi0dQKxOnT2o2qVJEm8tUKRLt2gLOzWfKINAddp4701m9KO1sjUr+INH4B6UFkzXaWUFAALFtWeptly4B337X99Msjj1i3HWMbRK4tYnds7iJqZ6wR5SFS/YzSZHHFfeqB3bQA06no0bZEDg66hQlatSKaOpVo506ie/cslkekMt1375p2nu7etb0sIvWLSOOXiGjJEtPkWbLE9rKIVOFz5kzTZJk50/ayiBRxIhqVrW84ysPKqHM/GIryAGTK/VBClip4gMdwWJONsgMOwRkFUsOj//2gUaOHTpTduln9tU89B/3UU/q3yzkH7e0tZVcsbY45NNT2DpnAw355+mnpjaX424w6GY9c/SLS+AV0Z9osbWcJIvktiIRo01IiwX1jGHbKNJHhwy3bbhVUKuD4ccypuhQ78DjuoBoOoDPmYBa6YR+cUYB0BOJytxHA559L9v8zZ4BVq6Qnvhw2ZDtz4YLhlM2hofKFjAJiJeMRYvz+h0ipt0WSxdRwSDnCJkWashMN7hvDcNioCdgtBJBI8pTbu9dgUa1/4IMERGAvIpGACFxEfQQGKWQJcwPECo8sTmamFM1x5YrkM7FjhzyWCX3YO7RMtHMkUtioSCG1BQXSMVQqw20cHCSZbd0vIskiGiKFGsuBOc9QnvIwAVlLHP/998NkUnv3SqO2GIWuHtiVG65RIlLQDFTC0CRXuWVArPLPxfH2lnJxiYC9k/GIdo7UqcAXLzbcRq5U4OakAbd13xw8WPoDHJC2Hzxoe1n27zdNlv37pRnVyoRI05miwQqFCdh0zuyff6RIDLUVomTsnpMT0KmTJhLj2wttMHi48ToYcs3f8Xyi+Ih4jhYtkoZ9crLutrZtpe1yIFLfiCRLUpLp7SqbQgE8nM6cNElbWQ8MlJSJyhgyCrBCYRJWnTO7d09S69VWiBMntLc7OEiVOCMjpaVjRy1bq1++dWW2FJ5PFB8Rz1FMjH5lApDWx8TIo1SI1DciycIYJzpacmau6JkyzYF9KEzAojmz/Hzg0KGHCsThw1KdjOKEhT2MxAgPL3WyX7T5O9HkUVNQAKxeLXnnh4YC48fbb643N1fKQnn+vJTrYfFi+SIqAPHOkUg+FCL1jTFfFwAICpJHlp9/Bnr1Mt5u926gZ0/bysLYF7OeoTYOYbU71qo2umVL6THHW7b817CwkOj334kWLCDq0YPIxUW3cb16RC++SPTll0QZGbaTRSa2bJHyKpTMuaBeJ7c8IlX4FKVCrUhjRqTcD0Ri9c20aaXLItcY3rPHtHO0Z4888jD2w5xnKIeNWgzhEfyJ0B0fSPYvHx8p4+SMGcCePVKFTj8/Kdn7p59KrxcXLwIffww89xzg62v8EIIjUnhkTIxkASj59ltUJK2PiZFPFlMq1MrF559btt2aiJb7wZTU23JQVAR8+WXpbeLijNdBsQY3b1q3HVM54CkPEyhpigxBqiaZVAQS4IcStcSrVpXcsNUprZs0eej+ayGihQAWx97hkSKZ0kUKRxRJFgBYuhSYOtV4uyVLgNdft60sIo2ZpCSpwJQxEhNtH+UhkiyMfeGwUStTPOzOEQX4E03hhlzN9hy4Yj+6oP5LEQgdY1pRLWvIog97hWkC9g+PXL3atCqWq1fbvvyzORU+V66sPLIAUlFba7azBJHGjEhRHl26SC8mxnxLKmtxMEY/rFCYQPEL+AGckIju8EamJpnUb2iPAjhjczcgtI18slijXUVCJFO6SBU+RZIFKL2CZVnaWYJIY0akKA+RUuoz5QdWKEyg5AU8AN/rJJPS104OWSxtV5EQKY2ySBU+RZIFEGsMizRm2CrAlHfYh8IERAwtE0EW0RBpPlwkvwWRZAHEOk+ZmZLLkzHu3pUndXt8vJSBEdCfgVEuJ2eRfbUYeTHnGcpRHiagNv+Vhlzmv+KylPTztHfa14IC6divvCJ9FhTIe3x1SufSkCuls7rCZ2nIXaFWBFkAKXW0KX4LBw/aXpa33rJuO0sRJWLKHF8thtFg4xDWUtm3bx/179+f/P39CQBt3bpVa/uIESMIgNbSrl07s45hrTwURES+vvpjsX19Ld612WzZQhQYqC1HUJD8OR/UiJT7ITRU/3kKDZVflrZt9cvStq38snh765fF21teOTZvNi3HwebNtpelVy/TZOnVy/ayFKewkCgxUeqDxETpu5yIdI4Y+1Ju8lDcv38fLVq0wMpSXMv79OmD69eva5adO3fKKOFD6tcHbtzQv+3GDWm7nERHA2lpUtjW5s3SZ2qqfXLIi5b7wZAD3cWL8uZ+iI8HjhzRv+3IEWm7XDz2mGTe10dmprRdLkTyoTDVb0Qu/xI16oipwYOlT7ktjiKdI6b8IIwPhUKhwNatWzGw2B1/5MiRuHv3LrZt21bm/VrDh0K0eVaREGk+XCRfAZHmoLOzAU9P4+3u3QM8PGwrCyCWH5BofSMKIp0jxr5UKB+KpKQk1KpVCw0bNsSYMWNw00hqtvz8fGRlZWktltKvn3XbVSTMieO3NebkW7A1Is1BDxtm3XaWIpJPkiELUlnbVRRE9tVixEVohaJv377YtGkTEhISsHTpUiQnJyMiIgL5+YZLbi5YsADe3t6aJSgoyGI5rlyxbruKhEhx/CLlWxApX4hI50hNdLSULbPkA0mplNbLNXUn0nkSDVEcRJnyg9AKxaBBg9CvXz+EhYVhwIAB+PHHH3Hu3Dns2LHD4G9mzJiBzMxMzZKenm6xHHXqWLddRUKkOH6R5sNFmoMW6RypiY+XUmuXtG6pVNJ6ufxLRDpPIiKSrxYjPkL7UOijQYMGePHFFzF9+nST9luRfSiysyUztbpE9xdfyD/Pyz4U+hFpDlo0PwGR/EtEOk8MIyIVyoeiOLdv30Z6ejr8ZX5d8PY2/vYWGiqvMvHYY9JDYts2ICVF+vT0lNdbH+DcD4ZQz0EbUtflTF3s4QG0bVt6m7Zt5VNGRfIvYV8BhrEedlUosrOzceLECZw4cQIAkJqaihMnTuDKlSvIzs7G1KlTcejQIaSlpSEpKQkDBgxAjRo18OSTT9pTbLvz2GNAcrL+bcnJ8isV585Ztr2iIlLJ8DfesGy7NRHNb4F9BRjGOth1yiMpKQnd9dTIHTFiBD766CMMHDgQx48fx927d+Hv74/u3btj7ty5ZjlaVrQpD9HM1yJNM7As+hFpigEQtzR2UZFkFbl+XfKZ6NKFLRMMY9Yz1KYptgTAGpkyO3UyLWtcp05WFNwAAweaJsvAgbaXhYhowgTT5JkwgWWxlyyJiabJkphoe1mIpKyPgYFECoV+ORQKKeur3NkhGYbRpdxkyiwviBQ2KloIoEihmiyLfkSbYmC/BYapmLBCYQIihY2KFgIoUqgmy6IfEUMj2W+BYSoewoSN2gr2obAtIvkKsCz6ETk0kv0WGEZsKmzYqL0QKWxUtBBAkUI1WRb9iJTquiS5uZJsCxZIn7m58svAMIx1YAuFGdSvr983ITQUuHDBol2bjZ+f/uqnvr5ARoa8sgCAu7v0tl0SNzfg/n15ZXF0BAoLdddXqQI8eCCvLIZCfNu2BQ4flleWmBhg2TLtJGRKpZQnZNEieWUBxOobhmH0wxYKG3HhgjSt0akTEBQkfd69K78yERNTeil1OcuFA5KipU+ZAKT1cpZ2r1pVvzIBSOtNmbqyFiKVLxcl1bUa0XKpMAxjOWyhKGeIlOoaEMu/5NYtoFYt4+1u3gRq1rStLCLlfhBJFkA8PyCGYQzDFooKjEjlwgGxSrub+lYrx9uvSOmlRZIFEK+cOsMw1oEVinKGaHkoRMrRceuWddtZgki5H0SSBRBvDDMMYx1YoShniJaHQqQcHaZOY9h6ugMQK/eDSLIA4o1hhmGsA/tQlDPYh8IwIvpQiJD7QSRZAPahYJjyBPtQVGBEKhcOiJWjo2ZN48fx9pbHQiFSemmRZAHEy6XCMIx1YIWiHNK+vWXbrY2xHAZy5jho2NCy7dZEpPTSIskCSHkmDCkVnIeCYconPOVRzhAtBFAkeUQ1pYuUXlokWQDpnA0bJjlghoYCX3zBlgmGEQlznqFVZJKJsRLmhAB261a55DEnHHHrVtvKUhylUp5zYQoiyQJIyoOc54JhGNvBUx7lDNFCAEWSh8MRGYZh7AcrFOUM0UIARZKHwxEZhmHsB/tQlDNECwEUSR5RfSgYhmHKKxw2akOKioCkJODLL6VPY2mwrY1oIYAiycPhiAzDMPaDFQoziI+X3sa7dweGDJE+Q0Lkr9QoWghgdDQwdSrgUGI0OThI6+WU5/BhqYS7Pnx9ORyRYRjGVvCUh4nExwNPP61r1le/hdvjQS5KCKChvgGk/pGzb2JigMWLDW+fNk3evBgMwzDlGXOeoaxQmIBIuRZEQ6S+ES0tOcMwTHmHfSisjGjln0VCpL4RrbQ7wzBMZYIVChMQKdeCaIjUN5yHgmEYxn6wQmECIuVaEA2R+obzUDAMw9gP9qEwAZFyLYiGSH3DPhQMwzDWpdz4UPzyyy8YMGAAAgICoFAosG3bNq3tRITZs2cjICAArq6u6NatG/7880/Z5VTnWjCkehHJm/tBJETKQyFaaXeGYZjKhF0Vivv376NFixZYuXKl3u2LFi3CsmXLsHLlSiQnJ8PPzw89e/bEvXv3ZJYU+O03y7ZXZETKi7FokRQaWlKBUSo5ZJRhGMaWCDPloVAosHXrVgwcOBCAZJ0ICAjA5MmTMX36dABAfn4+fH198d5772Hs2LEm7dcaUx5sSjcNUfJiANI5W736YVns8eMr97lhGIYpCxWifHlqaioyMjLQq1cvzTpnZ2eEh4fj4MGDBhWK/Px85Ofna75nZWVZLIs54YiTJ1t8uHKLSKWxnZwq97lgGIaRG2GjPDIyMgAAviXyKPv6+mq26WPBggXw9vbWLEFBQRbLwuGIDMMwDFM6wioUahQlPP2ISGddcWbMmIHMzEzNkp6ebrEMHI7IMAzDMKUjrELh5+cHADrWiJs3b+pYLYrj7OwMLy8vrcVSxo837gugVErtGIZhGKYyIqxCUbduXfj5+eHnn3/WrCsoKMC+ffvQsWNHWWXhcESGYRiGKR27OmVmZ2fjwoULmu+pqak4ceIEqlevjjp16mDy5MmYP38+GjRogAYNGmD+/Plwc3PDkCFDZJd10SLg3Dngu+90t0VFcTgiwzAMU7mxq0Jx5MgRdO/eXfN9yn9mgBEjRmDDhg2IiYlBbm4uxo8fjzt37qBdu3bYvXs3PD09ZZc1Ph7Yvl13vUIhrY+Pl798OcMwDMOIgjB5KGwFly9nGIZhmLJRblJvlxdEKtHNMAzDMCLCCoUJiFSim2EYhmFEhBUKExCpRDfDMAzDiAgrFCbQpYvkI2Eon5ZCAQQFSe0YhmEYpjLCCoUJiFSim2EYhmFEhBUKExGpRDfDMAzDiIaw1UZFJDpaSmIlSoluhmEYhhEFVijMRKQS3QzDMAwjCjzlwTAMwzCMxbBCwTAMwzCMxbBCwTAMwzCMxbBCwTAMwzCMxbBCwTAMwzCMxbBCwTAMwzCMxVT4sFF1dfasrCw7S8IwDMMw5Qv1s1P9LC2NCq9Q3Lt3DwAQFBRkZ0kYhmEYpnxy7949eHt7l9pGQaaoHeUYlUqFa9euwdPTEwpD1b3MJCsrC0FBQUhPT4eXl5dV9llR4L7RD/eLYbhv9MP9oh/uF8PYom+ICPfu3UNAQAAcHEr3kqjwFgoHBwcEBgbaZN9eXl48oA3AfaMf7hfDcN/oh/tFP9wvhrF23xizTKhhp0yGYRiGYSyGFQqGYRiGYSyGFYoy4OzsjFmzZsHZ2dneoggH941+uF8Mw32jH+4X/XC/GMbefVPhnTIZhmEYhrE9bKFgGIZhGMZiWKFgGIZhGMZiWKFgGIZhGMZiWKFgGIZhGMZiWKEwQEhICBQKhc4yYcIEAFL2sNmzZyMgIACurq7o1q0b/vzzTztLLQ+l9c2DBw8wffp0NGvWDO7u7ggICMDw4cNx7do1e4ttc4yNmeKMHTsWCoUCK1askF9QO2BK3/z111944okn4O3tDU9PT7Rv3x5Xrlyxo9S2x1i/ZGdnY+LEiQgMDISrqyuaNGmCjz76yM5Sy0NhYSFmzpyJunXrwtXVFfXq1cOcOXOgUqk0bSrjfdhYv9j1HkyMXm7evEnXr1/XLD///DMBoMTERCIiWrhwIXl6etKWLVsoJSWFBg0aRP7+/pSVlWVfwWWgtL65e/cu9ejRg7766is6c+YMHTp0iNq1a0ePPvqovcW2OcbGjJqtW7dSixYtKCAggJYvX24XWeXGWN9cuHCBqlevTtOmTaNjx47RxYsX6YcffqAbN27YV3AbY6xfXnzxRQoNDaXExERKTU2ltWvXklKppG3bttlXcBl49913ycfHh3744QdKTU2lb775hjw8PGjFihWaNpXxPmysX+x5D2aFwkQmTZpEoaGhpFKpSKVSkZ+fHy1cuFCzPS8vj7y9vWnNmjV2lNI+FO8bfRw+fJgA0OXLl2WWzL7o65e///6bateuTX/88QcFBwdXGoWiJCX7ZtCgQfT888/bWSr7U7JfmjZtSnPmzNFq07p1a5o5c6Y9xJOVfv360ejRo7XWRUdHa8ZJZb0PG+sXfch1D+YpDxMoKCjAxo0bMXr0aCgUCqSmpiIjIwO9evXStHF2dkZ4eDgOHjxoR0nlp2Tf6CMzMxMKhQJVq1aVVzg7oq9fVCoVhg0bhmnTpqFp06Z2ltB+lOwblUqFHTt2oGHDhujduzdq1aqFdu3aYdu2bfYWVVb0jZnOnTtj+/btuHr1KogIiYmJOHfuHHr37m1naW1P586dsXfvXpw7dw4AcPLkSfz66694/PHHAaDS3oeN9Ys+ZLsH21RdqSB89dVXpFQq6erVq0REdODAAQKg+a5mzJgx1KtXL3uIaDdK9k1JcnNz6dFHH6WhQ4fKLJl90dcv8+fPp549e2rePiurhaJk31y/fp0AkJubGy1btoyOHz9OCxYsIIVCQUlJSXaWVj70jZn8/HwaPnw4AaAqVaqQk5MTff7553aUUj5UKhW98cYbpFAoqEqVKqRQKGj+/Pma7ZX1PmysX0oi5z24wlcbtQaffvop+vbti4CAAK31Jd/IichqJdLLC4b6BpCcg5577jmoVCqsXr3aDtLZj5L9cvToUbz//vs4duxYpRsjJSnZN2pnsqioKLz22msAgJYtW+LgwYNYs2YNwsPD7SarnOi7lj744AP89ttv2L59O4KDg/HLL79g/Pjx8Pf3R48ePewore356quvsHHjRmzevBlNmzbFiRMnMHnyZAQEBGDEiBGadpXtPmxqvwB2uAfbXGUp56SlpZGDg4OWE9TFixcJAB07dkyr7RNPPEHDhw+XW0S7oa9v1BQUFNDAgQOpefPm9M8//9hBOvuhr1+WL19OCoWClEqlZgFADg4OFBwcbD9hZUZf3+Tn51OVKlVo7ty5Wm1jYmKoY8eOcotoF/T1S05ODjk6OtIPP/yg1faFF16g3r17yy2i7AQGBtLKlSu11s2dO5caNWpERJX3PmysX9TY4x7MPhRGiI2NRa1atdCvXz/Nurp168LPzw8///yzZl1BQQH27duHjh072kNMu6CvbwBJK3722Wdx/vx57NmzBz4+PnaS0D7o65dhw4bh1KlTOHHihGYJCAjAtGnT8NNPP9lRWnnR1zdOTk5o27Ytzp49q9X23LlzCA4OlltEu6CvXx48eIAHDx7AwUH7Nq1UKrVCJysqOTk5pf7vlfU+bKxfADveg2VRW8opRUVFVKdOHZo+fbrOtoULF5K3tzfFx8dTSkoKDR48uMKHKxXHUN88ePCAnnjiCQoMDKQTJ05ohcTl5+fbSVr5KG3MlKSy+VCU1jfx8fHk6OhI69ato/Pnz9OHH35ISqWS9u/fbwdJ5aW0fgkPD6emTZtSYmIiXbp0iWJjY8nFxYVWr15tB0nlZcSIEVS7dm1NeGR8fDzVqFGDYmJiNG0q433YWL/Y8x7MCkUp/PTTTwSAzp49q7NNpVLRrFmzyM/Pj5ydnalr166UkpJiByntg6G+SU1NJQB6l5L5GCoipY2ZklQ2hcJY33z66adUv359cnFxoRYtWlSKXAtEpffL9evXaeTIkRQQEEAuLi7UqFEjWrp0qcEQ7YpEVlYWTZo0ierUqUMuLi5Ur149euutt7QeipXxPmysX+x5D+by5QzDMAzDWAz7UDAMwzAMYzGsUDAMwzAMYzGsUDAMwzAMYzGsUDAMwzAMYzGsUDAMwzAMYzGsUDAMwzAMYzGsUDAMwzAMYzGsUDAMwzAMYzGsUDAMYzW6deuGyZMnm9x+w4YNqFq1qs3kYRhGPlihYBiGYRjGYlihYBiGKYUHDx7YWwSGKRewQsEwlYBu3brhlVdeweTJk1GtWjX4+vpi3bp1uH//PkaNGgVPT0+Ehobixx9/1Pxm3759eOyxx+Ds7Ax/f3+88cYbKCws1Gy/f/8+hg8fDg8PD/j7+2Pp0qU6xy0oKEBMTAxq164Nd3d3tGvXDklJSWbLn5aWBgcHBxw5ckRr/Ycffojg4GCoSxKdPn0ajz/+ODw8PODr64thw4bhn3/+0bTftWsXOnfujKpVq8LHxwf9+/fHxYsXtY6jUCjw9ddfo1u3bnBxccHGjRvNlpdhKiOsUDBMJeGzzz5DjRo1cPjwYbzyyisYN24cnnnmGXTs2BHHjh1D7969MWzYMOTk5ODq1at4/PHH0bZtW5w8eRIfffQRPv30U7z77rua/U2bNg2JiYnYunUrdu/ejaSkJBw9elTrmKNGjcKBAwcQFxeHU6dO4ZlnnkGfPn1w/vx5s2QPCQlBjx49EBsbq7U+NjYWI0eOhEKhwPXr1xEeHo6WLVviyJEj2LVrF27cuIFnn31W0/7+/fuYMmUKkpOTsXfvXjg4OODJJ5+ESqXS2u/06dPx6quv4q+//kLv3r3NkpVhKi02rWXKMIwQhIeHU+fOnTXfCwsLyd3dnYYNG6ZZd/36dQJAhw4dojfffJMaNWqkVSZ71apV5OHhQUVFRXTv3j1ycnKiuLg4zfbbt2+Tq6srTZo0iYiILly4QAqFgq5evaolS2RkJM2YMYOIiGJjY8nb29uk/+Grr76iatWqUV5eHhERnThxghQKBaWmphIR0f/+9z/q1auX1m/S09NLLZl+8+ZNAqApea0u/bxixQqTZGIY5iFsoWCYSkLz5s01fyuVSvj4+KBZs2aadb6+vgCAmzdv4q+//kKHDh2gUCg02zt16oTs7Gz8/fffuHjxIgoKCtChQwfN9urVq6NRo0aa78eOHQMRoWHDhvDw8NAs+/bt05pmMJWBAweiSpUq2Lp1KwBg/fr16N69O0JCQgAAR48eRWJiotaxGjduDACa4128eBFDhgxBvXr14OXlhbp16wIArly5onWsNm3amC0fw1R2qthbAIZh5MHR0VHru0Kh0FqnVh5UKhWISEuZAKDxU1AoFJq/S0OlUkGpVOLo0aNQKpVa2zw8PMyW38nJCcOGDUNsbCyio6OxefNmrFixQut4AwYMwHvvvafzW39/fwDAgAEDEBQUhI8//hgBAQFQqVQICwtDQUGBVnt3d3ez5WOYyg4rFAzD6PDII49gy5YtWorFwYMH4enpidq1a6NatWpwdHTEb7/9hjp16gAA7ty5g3PnziE8PBwA0KpVKxQVFeHmzZvo0qWLVeR68cUXERYWhtWrV+PBgweIjo7WbGvdujW2bNmCkJAQVKmie2u7ffs2/vrrL6xdu1Yjz6+//moVuRiGYadMhmH0MH78eKSnp+OVV17BmTNn8N1332HWrFmYMmUKHBwc4OHhgRdeeAHTpk3D3r178ccff2DkyJFwcHh4S2nYsCGGDh2K4cOHIz4+HqmpqUhOTsZ7772HnTt3lkmuJk2aoH379pg+fToGDx4MV1dXzbYJEybg33//xeDBg3H48GFcunQJu3fvxujRo1FUVIRq1arBx8cH69atw4ULF5CQkIApU6ZY3FcMw0iwQsEwjA61a9fGzp07cfjwYbRo0QIvv/wyXnjhBcycOVPTZvHixejatSueeOIJ9OjRA507d8ajjz6qtZ/Y2FgMHz4cr7/+Oho1aoQnnngCv//+O4KCgsos2wsvvICCggKMHj1aa31AQAAOHDiAoqIi9O7dG2FhYZg0aRK8vb3h4OAABwcHxMXF4ejRowgLC8Nrr72GxYsXl1kOhmG0UZApk6EMwzCCMG/ePMTFxSElJcXeojAMUwy2UDAMUy7Izs5GcnIyPvzwQ7z66qv2FodhmBKwhYJhGCFo2rQpLl++rHfb2rVr8fPPP+PLL7/EwIEDsXnzZp3IEYZh7AsrFAzDCMHly5cN1s3w9fWFp6enzBIxDGMOrFAwDMMwDGMx7EPBMAzDMIzFsELBMAzDMIzFsELBMAzDMIzFsELBMAzDMIzFsELBMAzDMIzFsELBMAzDMIzFsELBMAzDMIzF/B/ZOHz6dcxLDQAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"# Exclude the 'mpg' (target variable) and non-numeric columns from the feature names\n",
"feature_names = mpg_data.select_dtypes(include=[float, int]).columns.difference(['mpg'])\n",
@@ -225,7 +564,13 @@
"id": "f67e57ab",
"metadata": {},
"source": [
- "> Your answer here..."
+ ">1. Positive association\n",
+ "2. neg association\n",
+ "3. neg association\n",
+ "4. neg association\n",
+ "5. positive association\n",
+ "6.neg association\n",
+ "\n"
]
},
{
@@ -241,7 +586,7 @@
"id": "843f9eef",
"metadata": {},
"source": [
- "> Your answer here..."
+ "The plotted line shows the association of miles per gallon against the different observations in our data."
]
},
{
@@ -257,7 +602,7 @@
"id": "2ea782fc",
"metadata": {},
"source": [
- "> Your answer here..."
+ "No, in linear regression, data points typically do not fall perfectly along the plotted line. Deviations occur because the line represents the best-fit approximation, capturing the overall trend rather than every individual variation. These deviations indicate that factors other than the independent variable may influence the dependent variable or that there is inherent variability or noise in the data. "
]
},
{
@@ -274,12 +619,15 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 30,
"id": "399225f4",
"metadata": {},
"outputs": [],
"source": [
- "# Your answer here..."
+ "# Your answer here...\n",
+ "mpg_train, mpg_test = train_test_split(\n",
+ " mpg_data, train_size=0.75, random_state=42\n",
+ ")"
]
},
{
@@ -292,15 +640,34 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 32,
"id": "ac1e1117",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " predictor slope intercept\n",
+ "0 horsepower -0.001899 -15.047371\n",
+ "1 weight -0.006457 -15.047371\n",
+ "2 displacement 0.000373 -15.047371\n",
+ "3 cylinders -0.160143 -15.047371\n",
+ "4 model_year 0.762270 -15.047371\n",
+ "5 acceleration 0.057588 -15.047371\n"
+ ]
+ }
+ ],
"source": [
"# Your code here ...\n",
"\n",
- "numeric_predictors = π€·ββοΈ\n",
+ "numeric_predictors = mpg_train[[\"horsepower\", \"weight\", \"displacement\", \"cylinders\", \"model_year\", \"acceleration\"]]\n",
"\n",
+ "lm = LinearRegression()\n",
+ "lm.fit(\n",
+ " numeric_predictors,\n",
+ " mpg_train[\"mpg\"]\n",
+ ")\n",
"\n",
"# Create a DataFrame containing the slope (coefficients) and intercept\n",
"coefficients_df = pd.DataFrame({\n",
@@ -330,12 +697,31 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 23,
"id": "ffefa9f2",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "3.185474951339154"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here ..."
+ "# Your code here ...\n",
+ "mpg_test[\"predicted\"] = lm.predict(mpg_test[[\"horsepower\", \"weight\", \"displacement\", \"cylinders\", \"model_year\", \"acceleration\"]])\n",
+ "# Calculate RMSPE for the multivariable model.\n",
+ "lm_mult_test_RMSPE = mean_squared_error(\n",
+ " y_true=mpg_test[\"mpg\"],\n",
+ " y_pred=mpg_test[\"predicted\"]\n",
+ ")**(1/2)\n",
+ "lm_mult_test_RMSPE\n",
+ "#The RMSPE is 3.1855"
]
},
{
@@ -394,7 +780,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3 (ipykernel)",
+ "display_name": "dsi_participant",
"language": "python",
"name": "python3"
},
@@ -408,12 +794,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.12.3"
- },
- "vscode": {
- "interpreter": {
- "hash": "497a84dc8fec8cf8d24e7e87b6d954c9a18a327edc66feb9b9ea7e9e72cc5c7e"
- }
+ "version": "3.9.15"
}
},
"nbformat": 4,
diff --git a/02_activities/assignments/assignment_3.ipynb b/02_activities/assignments/assignment_3.ipynb
index 6ccd7d188..5f3391731 100644
--- a/02_activities/assignments/assignment_3.ipynb
+++ b/02_activities/assignments/assignment_3.ipynb
@@ -38,7 +38,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 9,
"id": "4a3485d6-ba58-4660-a983-5680821c5719",
"metadata": {},
"outputs": [],
@@ -67,10 +67,41 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 10,
"id": "a431d282-f9ca-4d5d-8912-71ffc9d8ea19",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm)\n",
+ "0 5.1 3.5 1.4 0.2\n",
+ "1 4.9 3.0 1.4 0.2\n",
+ "2 4.7 3.2 1.3 0.2\n",
+ "3 4.6 3.1 1.5 0.2\n",
+ "4 5.0 3.6 1.4 0.2\n",
+ ".. ... ... ... ...\n",
+ "145 6.7 3.0 5.2 2.3\n",
+ "146 6.3 2.5 5.0 1.9\n",
+ "147 6.5 3.0 5.2 2.0\n",
+ "148 6.2 3.4 5.4 2.3\n",
+ "149 5.9 3.0 5.1 1.8\n",
+ "\n",
+ "[150 rows x 4 columns]\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "(150, 4)"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"from sklearn.datasets import load_iris\n",
"# Load the Iris dataset\n",
@@ -82,7 +113,9 @@
"# Display the DataFrame\n",
"print(iris_df)\n",
"\n",
- "# Your code here..."
+ "# Your code here...\n",
+ "iris_df.shape\n",
+ "#The shape is 150 rows x 4 columns"
]
},
{
@@ -98,10 +131,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 11,
"id": "efd6dc0c",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"def plot_feature_pairs(data, feature_names, color_labels=None, title_prefix=''):\n",
" \"\"\"\n",
@@ -165,7 +209,12 @@
"id": "35308e2c",
"metadata": {},
"source": [
- "> Your answer..."
+ "There is also clear clustering between petal dimensions,Petal length (cm) vs. Petal width (cm). The petal width and length are likely characteristic of distinct types of flowers. \n",
+ "\n",
+ "\n",
+ "The relationship between sepal length and petal length also shows clustering. Shorter sepal and petal lengths form one group, while longer lengths form another. These could be features used for classificiation.\n",
+ "\n",
+ "sepal length vs. sepal width presents a scattered distribution with no clear separation. This means these features alone may not effectively differentiate species."
]
},
{
@@ -179,10 +228,23 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 12,
"id": "b2cfec72",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm)\n",
+ "0 -0.900681 1.019004 -1.340227 -1.315444\n",
+ "1 -1.143017 -0.131979 -1.340227 -1.315444\n",
+ "2 -1.385353 0.328414 -1.397064 -1.315444\n",
+ "3 -1.506521 0.098217 -1.283389 -1.315444\n",
+ "4 -1.021849 1.249201 -1.340227 -1.315444\n"
+ ]
+ }
+ ],
"source": [
"# Initialize the StandardScaler\n",
"scaler = StandardScaler()\n",
@@ -210,7 +272,7 @@
"id": "53d77d5c",
"metadata": {},
"source": [
- "> Your answer here ... "
+ "Standardizing features ensures that all variables are on the same scale, preventing features with larger ranges from dominating the clustering process and biasing results. Using unstandardized data in algorithms like K-Means can lead to distorted cluster assignments, as the algorithm prioritizes features with higher magnitudes over others, regardless of their importance."
]
},
{
@@ -226,15 +288,35 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 30,
"id": "909df219",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "c:\\Users\\laure\\miniconda3\\envs\\dsi_participant\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1411: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
+ " warnings.warn(\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"# Your answer...\n",
- "\n",
- "clustered_iris_data = π€·ββοΈ\n",
- "\n",
+ "kmeans = KMeans(n_clusters=3, random_state=12345)\n",
+ "Cluster = kmeans.fit(scaled_iris_df)\n",
+ "clustered_iris_data = scaled_iris_df.copy()\n",
+ "clustered_iris_data['Cluster'] = kmeans.labels_ \n",
"\n",
"# Use the helper function to plot scatter plots, colored by cluster labels\n",
"plot_feature_pairs(clustered_iris_data, feature_names, color_labels=clustered_iris_data['Cluster'], title_prefix='Clustered Data: ')"
@@ -255,7 +337,7 @@
"id": "83349688",
"metadata": {},
"source": [
- "> Your answer here..."
+ "The Elbow Method involves plotting the sum of squared distances for various values of k and looking for the point where the line forms an \"elbow\" shape. This helps identify a balance between too few clusters, which can combine distinct groups, and too many clusters, which can unnecessarily split the data into smaller, less meaningful groups."
]
},
{
@@ -271,19 +353,44 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 36,
"id": "be4c4011",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Mean of Petal Width: 1.2001690666666667\n",
+ "90% Confidence Interval of Mean Petal Width: (1.0979666666666665, 1.302)\n"
+ ]
+ }
+ ],
"source": [
"# Your answer here...\n",
+ "petal_width = iris_df[['petal width (cm)']]\n",
+ "\n",
+ "#Initialize an empty list to store the bootstrap samples\n",
+ "bootstrap_samples =[]\n",
+ "\n",
+ "# Create 10,000 bootstrap samples\n",
+ "for i in range(10_000):\n",
+ " sample = iris_df.sample(frac=1, replace = True)\n",
+ " sample = sample.assign(replicate=i)\n",
+ " bootstrap_samples.append(sample)\n",
"\n",
- "mean_petal_width = π€·ββοΈ\n",
+ "# Combine all bootstrap samples into one DataFrame\n",
+ "boot10000=pd.concat(bootstrap_samples)\n",
+ "\n",
+ "boots_mean = boot10000.groupby('replicate')['petal width (cm)'].mean().reset_index(name='mean_petal_width')\n",
"\n",
"np.random.seed(123)\n",
"\n",
- "lower_bound = π€·ββοΈ\n",
- "upper_bound = π€·ββοΈ\n",
+ "#calc 90% confidence interval\n",
+ "\n",
+ "mean_petal_width = boots_mean['mean_petal_width'].mean()\n",
+ "lower_bound = boots_mean['mean_petal_width'].quantile(0.05)\n",
+ "upper_bound = boots_mean['mean_petal_width'].quantile(0.95)\n",
"\n",
"# Display the result\n",
"print(f\"Mean of Petal Width: {mean_petal_width}\")\n",
@@ -304,7 +411,7 @@
"id": "16a6e104",
"metadata": {},
"source": [
- "> Your answer..."
+ "We use bootstrapping to get a better idea of how the mean might vary if we took different samples from the same data. By repeatedly creating new samples (by picking data points randomly with replacement) and calculating the mean for each, we can see how much the mean changes and how confident we can be about its value"
]
},
{
@@ -321,7 +428,7 @@
"id": "e5be82ec",
"metadata": {},
"source": [
- "> Your answer..."
+ "The confidence interval from bootstrap samples helps us understand where the true mean is likely to be, based on how much the mean changes when we resample the data. It shows us how reliable our estimate isβif the interval is narrow, we can be more confident in the result, and if it's wide, there's more uncertainty."
]
},
{
@@ -339,7 +446,7 @@
"id": "0a7e6778",
"metadata": {},
"source": [
- "> Your answer here..."
+ "Given that the 90% confidence interval for the mean petal width is (1.0979666666666665, 1.302), and the mean is 1.20017, this indicates that the mean petal width is a stable and reliable estimate. The relatively narrow confidence interval suggests low variability, making the mean a good reflection of the true value for petal width."
]
},
{
@@ -391,7 +498,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3.10.4",
+ "display_name": "dsi_participant",
"language": "python",
"name": "python3"
},
@@ -405,12 +512,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.9.19"
- },
- "vscode": {
- "interpreter": {
- "hash": "497a84dc8fec8cf8d24e7e87b6d954c9a18a327edc66feb9b9ea7e9e72cc5c7e"
- }
+ "version": "3.9.15"
}
},
"nbformat": 4,