diff --git a/your-code/main.ipynb b/your-code/main.ipynb
index 9a2d1ae..06f0c96 100755
--- a/your-code/main.ipynb
+++ b/your-code/main.ipynb
@@ -12,7 +12,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
@@ -38,12 +38,118 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Channel | \n",
+ " Region | \n",
+ " Fresh | \n",
+ " Milk | \n",
+ " Grocery | \n",
+ " Frozen | \n",
+ " Detergents_Paper | \n",
+ " Delicassen | \n",
+ "
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+ " \n",
+ " \n",
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+ " 5185 | \n",
+ "
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+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " Channel Region Fresh Milk Grocery Frozen Detergents_Paper Delicassen\n",
+ "0 2 3 12669 9656 7561 214 2674 1338\n",
+ "1 2 3 7057 9810 9568 1762 3293 1776\n",
+ "2 2 3 6353 8808 7684 2405 3516 7844\n",
+ "3 1 3 13265 1196 4221 6404 507 1788\n",
+ "4 2 3 22615 5410 7198 3915 1777 5185"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# loading the data:\n",
- "customers = pd.read_csv('../Wholesale customers data.csv')"
+ "customers = pd.read_csv('../Wholesale customers data.csv')\n",
+ "customers.head()"
]
},
{
@@ -67,20 +173,42 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Your code here:\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Your observations here"
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([2, 1])"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#1. channel: channel of order, can either be in store or online, for example.\n",
+ "# region: region where the store is located\n",
+ "# fresh, milk, grocery, frozen, detergents_paper, delicassen: the \"department\" \n",
+ "\n",
+ "#2. no categorical to be converted\n",
+ "customers.dtypes\n",
+ "\n",
+ "#3. no!\n",
+ "customers.isna().sum()\n",
+ "\n",
+ "#4. if we consider high collineatiry > 90% there's between detergents_paper and grocery. would probably drop 1 but\n",
+ "#. we'll them later\n",
+ "\n",
+ "\n",
+ "#5. wouldn't say so\n",
+ "customers.describe()\n",
+ "\n",
+ "####\n",
+ "\n",
+ "customers['Region'].unique() #1,2,3\n",
+ "customers['Channel'].unique()#1,2"
]
},
{
@@ -94,7 +222,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
@@ -103,11 +231,13 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
- "# Your comment here"
+ "# i believe there's not much cleaning, transforming of formating in this one. the df we have looks nice \n",
+ "# there are no columns with continuous variables to normalize, every columns is numerical\n",
+ "# every columns has data that I believe is relevant to predict our model"
]
},
{
@@ -127,35 +257,163 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Channel | \n",
+ " Region | \n",
+ " Fresh | \n",
+ " Milk | \n",
+ " Grocery | \n",
+ " Frozen | \n",
+ " Detergents_Paper | \n",
+ " Delicassen | \n",
+ "
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+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 1.448652 | \n",
+ " 0.590668 | \n",
+ " 0.052933 | \n",
+ " 0.523568 | \n",
+ " -0.041115 | \n",
+ " -0.589367 | \n",
+ " -0.043569 | \n",
+ " -0.066339 | \n",
+ "
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+ " \n",
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+ " 1.448652 | \n",
+ " 0.590668 | \n",
+ " -0.391302 | \n",
+ " 0.544458 | \n",
+ " 0.170318 | \n",
+ " -0.270136 | \n",
+ " 0.086407 | \n",
+ " 0.089151 | \n",
+ "
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+ " \n",
+ " | 2 | \n",
+ " 1.448652 | \n",
+ " 0.590668 | \n",
+ " -0.447029 | \n",
+ " 0.408538 | \n",
+ " -0.028157 | \n",
+ " -0.137536 | \n",
+ " 0.133232 | \n",
+ " 2.243293 | \n",
+ "
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+ " \n",
+ " | 3 | \n",
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+ " -0.624020 | \n",
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+ " | 4 | \n",
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+ " -0.052396 | \n",
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+ " 0.173859 | \n",
+ " -0.231918 | \n",
+ " 1.299347 | \n",
+ "
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+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " Channel Region Fresh Milk Grocery Frozen \\\n",
+ "0 1.448652 0.590668 0.052933 0.523568 -0.041115 -0.589367 \n",
+ "1 1.448652 0.590668 -0.391302 0.544458 0.170318 -0.270136 \n",
+ "2 1.448652 0.590668 -0.447029 0.408538 -0.028157 -0.137536 \n",
+ "3 -0.690297 0.590668 0.100111 -0.624020 -0.392977 0.687144 \n",
+ "4 1.448652 0.590668 0.840239 -0.052396 -0.079356 0.173859 \n",
+ "\n",
+ " Detergents_Paper Delicassen \n",
+ "0 -0.043569 -0.066339 \n",
+ "1 0.086407 0.089151 \n",
+ "2 0.133232 2.243293 \n",
+ "3 -0.498588 0.093411 \n",
+ "4 -0.231918 1.299347 "
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your import here:\n",
- "\n",
"from sklearn.preprocessing import StandardScaler\n",
"\n",
- "# Your code here:\n"
+ "scaler = StandardScaler()\n",
+ "features_scaled = scaler.fit_transform(customers)\n",
+ "\n",
+ "customers_scale = pd.DataFrame(features_scaled, columns=customers.columns)\n",
+ "customers_scale.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "# Challenge 4 - Data Clustering with K-Means\n",
- "\n",
- "Now let's cluster the data with K-Means first. Initiate the K-Means model, then fit your scaled data. In the data returned from the `.fit` method, there is an attribute called `labels_` which is the cluster number assigned to each data record. What you can do is to assign these labels back to `customers` in a new column called `customers['labels']`. Then you'll see the cluster results of the original data."
+ "Now let's cluster the data with K-Means first. Initiate the K-Means model, then fit your scaled data. In the data returned from the .fit method, \n",
+ "there is an attribute called labels_ which is the cluster number assigned to each data record. What you can do is to assign these labels back to customers in a new column \n",
+ "called customers['labels']. Then you'll see the cluster results of the original data."
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 23,
"metadata": {
"scrolled": true
},
- "outputs": [],
- "source": [
- "# Your code here:\n"
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/Users/tiagopmateus/anaconda3/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
+ " warnings.warn(\n"
+ ]
+ }
+ ],
+ "source": [
+ "from sklearn import cluster\n",
+ "\n",
+ "kmeans = cluster.KMeans(n_clusters = 2)\n",
+ "kmeans.fit(customers_scale)\n",
+ "\n",
+ "customers['labels'] = kmeans.labels_"
]
},
{
@@ -167,11 +425,26 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 8,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "labels\n",
+ "1 297\n",
+ "0 130\n",
+ "2 13\n",
+ "Name: count, dtype: int64"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "customers['labels'].value_counts()"
]
},
{
@@ -185,13 +458,16 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 43,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
- "# Your code here\n"
+ "dbscan = cluster.DBSCAN(eps = 0.05, min_samples = 2)\n",
+ "dbscan.fit_predict(customers_scale)\n",
+ "\n",
+ "customers['labels_DBSCAN'] = dbscan.labels_"
]
},
{
@@ -203,11 +479,28 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Your code here\n"
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "labels_DBSCAN\n",
+ "-1 432\n",
+ " 0 2\n",
+ " 1 2\n",
+ " 2 2\n",
+ " 3 2\n",
+ "Name: count, dtype: int64"
+ ]
+ },
+ "execution_count": 39,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "customers['labels_DBSCAN'].value_counts()"
]
},
{
@@ -234,11 +527,38 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Your code here:\n"
+ "execution_count": 44,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(5,5))\n",
+ "plt.scatter(customers['Detergents_Paper'],customers['Milk'], c = customers['labels'], alpha = 0.5)\n",
+ "plt.show()\n",
+ "\n",
+ "plt.figure(figsize=(5,5))\n",
+ "plt.scatter(customers['Detergents_Paper'],customers['Milk'], c = customers['labels_DBSCAN'], alpha = 0.5)\n",
+ "plt.show()"
]
},
{
@@ -250,11 +570,38 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Your code here:\n"
+ "execution_count": 45,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(5,5))\n",
+ "plt.scatter(customers['Grocery'],customers['Fresh'], c = customers['labels'], alpha = 0.5)\n",
+ "plt.show()\n",
+ "\n",
+ "plt.figure(figsize=(5,5))\n",
+ "plt.scatter(customers['Grocery'],customers['Fresh'], c = customers['labels_DBSCAN'], alpha = 0.5)\n",
+ "plt.show()"
]
},
{
@@ -266,11 +613,38 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Your code here:"
+ "execution_count": 42,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(5,5))\n",
+ "plt.scatter(customers['Frozen'],customers['Delicassen'], c = customers['labels'], alpha = 0.5)\n",
+ "plt.show()\n",
+ "\n",
+ "plt.figure(figsize=(5,5))\n",
+ "plt.scatter(customers['Frozen'],customers['Delicassen'], c = customers['labels_DBSCAN'], alpha = 0.5)\n",
+ "plt.show()"
]
},
{
@@ -282,11 +656,155 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Your code here:\n"
+ "execution_count": 54,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Fresh | \n",
+ " Milk | \n",
+ " Grocery | \n",
+ " Detergents_Paper | \n",
+ " Frozen | \n",
+ " Delicassen | \n",
+ "
\n",
+ " \n",
+ " | labels | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 13556.055556 | \n",
+ " 3313.748366 | \n",
+ " 3948.130719 | \n",
+ " 803.454248 | \n",
+ " 3656.408497 | \n",
+ " 1263.316993 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 8447.597015 | \n",
+ " 11465.298507 | \n",
+ " 17092.791045 | \n",
+ " 7626.865672 | \n",
+ " 1737.231343 | \n",
+ " 2122.149254 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Fresh Milk Grocery Detergents_Paper \\\n",
+ "labels \n",
+ "0 13556.055556 3313.748366 3948.130719 803.454248 \n",
+ "1 8447.597015 11465.298507 17092.791045 7626.865672 \n",
+ "\n",
+ " Frozen Delicassen \n",
+ "labels \n",
+ "0 3656.408497 1263.316993 \n",
+ "1 1737.231343 2122.149254 "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Fresh | \n",
+ " Milk | \n",
+ " Grocery | \n",
+ " Detergents_Paper | \n",
+ " Frozen | \n",
+ " Delicassen | \n",
+ "
\n",
+ " \n",
+ " | labels_DBSCAN | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | -1 | \n",
+ " 12000.297727 | \n",
+ " 5796.265909 | \n",
+ " 7951.277273 | \n",
+ " 2881.493182 | \n",
+ " 3071.931818 | \n",
+ " 1524.870455 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Fresh Milk Grocery Detergents_Paper \\\n",
+ "labels_DBSCAN \n",
+ "-1 12000.297727 5796.265909 7951.277273 2881.493182 \n",
+ "\n",
+ " Frozen Delicassen \n",
+ "labels_DBSCAN \n",
+ "-1 3071.931818 1524.870455 "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "display(customers.groupby('labels').agg({'Fresh':'mean', 'Milk':'mean','Grocery':'mean','Detergents_Paper':'mean','Frozen':'mean','Delicassen':'mean'}))\n",
+ "\n",
+ "display(customers.groupby('labels_DBSCAN').agg({'Fresh':'mean', 'Milk':'mean','Grocery':'mean','Detergents_Paper':'mean','Frozen':'mean','Delicassen':'mean'}))"
]
},
{
@@ -298,11 +816,11 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
- "# Your observations here"
+ "# kmeans?"
]
},
{
@@ -318,7 +836,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
@@ -327,7 +845,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
@@ -345,7 +863,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
@@ -354,7 +872,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
@@ -364,7 +882,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3",
+ "display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
@@ -378,9 +896,9 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.8"
+ "version": "3.10.9"
}
},
"nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
}