diff --git a/your-code/main.ipynb b/your-code/main.ipynb
index 9a2d1ae..2874488 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 +38,126 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 2,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(440, 8)\n"
+ ]
+ },
+ {
+ "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",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 2 | \n",
+ " 3 | \n",
+ " 12669 | \n",
+ " 9656 | \n",
+ " 7561 | \n",
+ " 214 | \n",
+ " 2674 | \n",
+ " 1338 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 2 | \n",
+ " 3 | \n",
+ " 7057 | \n",
+ " 9810 | \n",
+ " 9568 | \n",
+ " 1762 | \n",
+ " 3293 | \n",
+ " 1776 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 2 | \n",
+ " 3 | \n",
+ " 6353 | \n",
+ " 8808 | \n",
+ " 7684 | \n",
+ " 2405 | \n",
+ " 3516 | \n",
+ " 7844 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 13265 | \n",
+ " 1196 | \n",
+ " 4221 | \n",
+ " 6404 | \n",
+ " 507 | \n",
+ " 1788 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 2 | \n",
+ " 3 | \n",
+ " 22615 | \n",
+ " 5410 | \n",
+ " 7198 | \n",
+ " 3915 | \n",
+ " 1777 | \n",
+ " 5185 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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",
+ "print(customers.shape)\n",
+ "customers.head()"
]
},
{
@@ -67,20 +181,408 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 3,
+ "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",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | count | \n",
+ " 440.0 | \n",
+ " 440.0 | \n",
+ " 440.0 | \n",
+ " 440.0 | \n",
+ " 440.0 | \n",
+ " 440.0 | \n",
+ " 440.0 | \n",
+ " 440.0 | \n",
+ "
\n",
+ " \n",
+ " | mean | \n",
+ " 1.322727 | \n",
+ " 2.543182 | \n",
+ " 12000.297727 | \n",
+ " 5796.265909 | \n",
+ " 7951.277273 | \n",
+ " 3071.931818 | \n",
+ " 2881.493182 | \n",
+ " 1524.870455 | \n",
+ "
\n",
+ " \n",
+ " | std | \n",
+ " 0.468052 | \n",
+ " 0.774272 | \n",
+ " 12647.328865 | \n",
+ " 7380.377175 | \n",
+ " 9503.162829 | \n",
+ " 4854.673333 | \n",
+ " 4767.854448 | \n",
+ " 2820.105937 | \n",
+ "
\n",
+ " \n",
+ " | min | \n",
+ " 1.0 | \n",
+ " 1.0 | \n",
+ " 3.0 | \n",
+ " 55.0 | \n",
+ " 3.0 | \n",
+ " 25.0 | \n",
+ " 3.0 | \n",
+ " 3.0 | \n",
+ "
\n",
+ " \n",
+ " | 25% | \n",
+ " 1.0 | \n",
+ " 2.0 | \n",
+ " 3127.75 | \n",
+ " 1533.0 | \n",
+ " 2153.0 | \n",
+ " 742.25 | \n",
+ " 256.75 | \n",
+ " 408.25 | \n",
+ "
\n",
+ " \n",
+ " | 50% | \n",
+ " 1.0 | \n",
+ " 3.0 | \n",
+ " 8504.0 | \n",
+ " 3627.0 | \n",
+ " 4755.5 | \n",
+ " 1526.0 | \n",
+ " 816.5 | \n",
+ " 965.5 | \n",
+ "
\n",
+ " \n",
+ " | 75% | \n",
+ " 2.0 | \n",
+ " 3.0 | \n",
+ " 16933.75 | \n",
+ " 7190.25 | \n",
+ " 10655.75 | \n",
+ " 3554.25 | \n",
+ " 3922.0 | \n",
+ " 1820.25 | \n",
+ "
\n",
+ " \n",
+ " | max | \n",
+ " 2.0 | \n",
+ " 3.0 | \n",
+ " 112151.0 | \n",
+ " 73498.0 | \n",
+ " 92780.0 | \n",
+ " 60869.0 | \n",
+ " 40827.0 | \n",
+ " 47943.0 | \n",
+ "
\n",
+ " \n",
+ " | IQR | \n",
+ " 1.0 | \n",
+ " 1.0 | \n",
+ " 13806.0 | \n",
+ " 5657.25 | \n",
+ " 8502.75 | \n",
+ " 2812.0 | \n",
+ " 3665.25 | \n",
+ " 1412.0 | \n",
+ "
\n",
+ " \n",
+ " | outliers_low | \n",
+ " False | \n",
+ " False | \n",
+ " False | \n",
+ " False | \n",
+ " False | \n",
+ " False | \n",
+ " False | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " | outliers_up | \n",
+ " False | \n",
+ " False | \n",
+ " True | \n",
+ " True | \n",
+ " True | \n",
+ " True | \n",
+ " True | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Channel Region Fresh Milk Grocery \\\n",
+ "count 440.0 440.0 440.0 440.0 440.0 \n",
+ "mean 1.322727 2.543182 12000.297727 5796.265909 7951.277273 \n",
+ "std 0.468052 0.774272 12647.328865 7380.377175 9503.162829 \n",
+ "min 1.0 1.0 3.0 55.0 3.0 \n",
+ "25% 1.0 2.0 3127.75 1533.0 2153.0 \n",
+ "50% 1.0 3.0 8504.0 3627.0 4755.5 \n",
+ "75% 2.0 3.0 16933.75 7190.25 10655.75 \n",
+ "max 2.0 3.0 112151.0 73498.0 92780.0 \n",
+ "IQR 1.0 1.0 13806.0 5657.25 8502.75 \n",
+ "outliers_low False False False False False \n",
+ "outliers_up False False True True True \n",
+ "\n",
+ " Frozen Detergents_Paper Delicassen \n",
+ "count 440.0 440.0 440.0 \n",
+ "mean 3071.931818 2881.493182 1524.870455 \n",
+ "std 4854.673333 4767.854448 2820.105937 \n",
+ "min 25.0 3.0 3.0 \n",
+ "25% 742.25 256.75 408.25 \n",
+ "50% 1526.0 816.5 965.5 \n",
+ "75% 3554.25 3922.0 1820.25 \n",
+ "max 60869.0 40827.0 47943.0 \n",
+ "IQR 2812.0 3665.25 1412.0 \n",
+ "outliers_low False False False \n",
+ "outliers_up True True True "
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Your code here:\n",
+ "customers.dtypes # only int\n",
+ "stats = customers.describe().transpose()\n",
+ "stats['IQR'] = stats['75%'] - stats['25%']\n",
+ "stats['outliers_low'] = (stats['25%'] - 1.5*stats['IQR'])>stats['min']\n",
+ "stats['outliers_up'] = (stats['75%'] + 1.5*stats['IQR'])15000]))\n",
+ "customers = customers[customers[\"Fresh\"] < 60000] #deleted 3 rows\n",
+ "customers = customers[customers[\"Milk\"] < 50000] #deleted 2 rows\n",
+ "customers = customers[customers[\"Frozen\"] < 20000] #deleted 3 rows\n",
+ "customers = customers[customers[\"Detergents_Paper\"] < 20000] #deleted 4 rows\n",
+ "customers = customers[customers[\"Delicassen\"] < 15000] #deleted 1 rows\n",
+ "print(len(customers))\n",
+ "#total rows deleted because of outliers: 13"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#looking at outliers closer\n",
+ "plot_options, (chart_1, chart_2, chart_3, chart_4, chart_5, chart_6) = plt.subplots(1,6, figsize=(12,6))\n",
+ "chart_1.boxplot(customers[\"Fresh\"])\n",
+ "chart_1.set_title(\"Fresh\")\n",
+ "chart_2.boxplot(customers[\"Milk\"])\n",
+ "chart_2.set_title(\"Milk\")\n",
+ "chart_3.boxplot(customers[\"Grocery\"])\n",
+ "chart_3.set_title(\"Grocery\")\n",
+ "chart_4.boxplot(customers[\"Frozen\"])\n",
+ "chart_4.set_title(\"Frozen\")\n",
+ "chart_5.boxplot(customers[\"Detergents_Paper\"])\n",
+ "chart_5.set_title(\"Detergents_Paper\")\n",
+ "chart_6.boxplot(customers[\"Delicassen\"])\n",
+ "chart_6.set_title(\"Delicassen\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import seaborn as sn\n",
+ "corr=np.abs(customers.corr())\n",
+ "\n",
+ "mask = np.zeros_like(corr, dtype=bool)\n",
+ "mask[np.triu_indices_from(mask)] = True\n",
+ "\n",
+ "f, ax = plt.subplots(figsize=(8, 8))\n",
+ "cmap = sn.diverging_palette(220, 10, as_cmap=True)\n",
+ "sn.heatmap(corr, mask=mask, vmax=1,square=True, linewidths=.5, cbar_kws={\"shrink\": .5},annot = corr)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here:\n"
+ "#high correlation btw detergents_paper and grocery. I should drop one of them. \n",
+ "## I would drop Grocery because it also shows the second highest corr with Milk.\n",
+ "# column region does not correlate to anything -> drop that in total."
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Channel 0\n",
+ "Region 0\n",
+ "Fresh 0\n",
+ "Milk 0\n",
+ "Grocery 0\n",
+ "Frozen 0\n",
+ "Detergents_Paper 0\n",
+ "Delicassen 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "customers.isna().sum() #no missing data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
- "# Your observations here"
+ "# Your observations here\n",
+ "# All colums are int values with no NULL values. \n",
+ "# Only region and channel hold discrete values, the other colums have spending values in them. Size of values varies a lot.\n",
+ "# all the columns on product groups are skewed because they have outliers on the far upper end, a few customers with high spendings.\n",
+ "\n",
+ "#Because of high correlation, I would drop the column Grocery.\n",
+ "#Because of missing correlation, I would drop the column Region."
]
},
{
@@ -94,20 +596,23 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "customers = customers.drop(columns=[\"Region\"])"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 114,
"metadata": {},
"outputs": [],
"source": [
- "# Your comment here"
+ "# Your comment here\n",
+ "# Not cleaning the outliers as they seem important, if we are researching pareto.\n",
+ "#But dropping 1 column because of no correlation."
]
},
{
@@ -127,7 +632,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
@@ -135,7 +640,10 @@
"\n",
"from sklearn.preprocessing import StandardScaler\n",
"\n",
- "# Your code here:\n"
+ "# Your code here:\n",
+ "scaler = StandardScaler()\n",
+ "scaler.fit(customers)\n",
+ "customers_scaled = scaler.transform(customers)"
]
},
{
@@ -149,13 +657,20 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 19,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
- "# Your code here:\n"
+ "# Your code here:\n",
+ "from sklearn import cluster\n",
+ "\n",
+ "kmeans = cluster.KMeans(n_clusters=3)\n",
+ "fitted = kmeans.fit(customers_scaled)\n",
+ "pred = kmeans.predict(customers_scaled)\n",
+ "\n",
+ "customers['labels'] = fitted.labels_"
]
},
{
@@ -167,11 +682,26 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 20,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1 237\n",
+ "2 130\n",
+ "0 60\n",
+ "Name: labels, dtype: int64"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "# Your code here:\n",
+ "customers['labels'].value_counts()"
]
},
{
@@ -185,13 +715,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 21,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
- "# Your code here\n"
+ "# Your code here\n",
+ "dbscan = cluster.DBSCAN(eps=0.5)\n",
+ "fitted = dbscan.fit(customers_scaled)\n",
+ "\n",
+ "customers['labels_DBSCAN'] = fitted.labels_"
]
},
{
@@ -203,11 +737,25 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 22,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "-1 290\n",
+ " 0 137\n",
+ "Name: labels_DBSCAN, dtype: int64"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here\n"
+ "# Your code here\n",
+ "customers['labels_DBSCAN'].value_counts()"
]
},
{
@@ -234,11 +782,30 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 23,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "# Your code here:\n",
+ "plot_options, (chart_1, chart_2) = plt.subplots(1,2, figsize=(6,3))\n",
+ "chart_1.scatter(customers[\"Detergents_Paper\"], customers[\"Milk\"], c=customers[\"labels\"])\n",
+ "chart_1.set_xlabel(\"Detergents_Paper\")\n",
+ "chart_1.set_ylabel(\"Milk\")\n",
+ "chart_2.scatter(customers[\"Detergents_Paper\"], customers[\"Milk\"], c=customers[\"labels_DBSCAN\"])\n",
+ "chart_2.set_xlabel(\"Detergents_Paper\")\n",
+ "chart_2.set_ylabel(\"Milk\")\n",
+ "plt.show()"
]
},
{
@@ -250,11 +817,30 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 24,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "# Your code here:\n",
+ "plot_options, (chart_1, chart_2) = plt.subplots(1,2, figsize=(6,3))\n",
+ "chart_1.scatter(customers[\"Grocery\"], customers[\"Fresh\"], c=customers[\"labels\"])\n",
+ "chart_1.set_xlabel(\"Grocery\")\n",
+ "chart_1.set_ylabel(\"Fresh\")\n",
+ "chart_2.scatter(customers[\"Grocery\"], customers[\"Fresh\"], c=customers[\"labels_DBSCAN\"])\n",
+ "chart_2.set_xlabel(\"Grocery\")\n",
+ "chart_2.set_ylabel(\"Fresh\")\n",
+ "plt.show()"
]
},
{
@@ -266,11 +852,30 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 25,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your code here:"
+ "# Your code here:\n",
+ "plot_options, (chart_1, chart_2) = plt.subplots(1,2, figsize=(6,3))\n",
+ "chart_1.scatter(customers[\"Frozen\"], customers[\"Delicassen\"], c=customers[\"labels\"])\n",
+ "chart_1.set_xlabel(\"Frozen\")\n",
+ "chart_1.set_ylabel(\"Delicassen\")\n",
+ "chart_2.scatter(customers[\"Frozen\"], customers[\"Delicassen\"], c=customers[\"labels_DBSCAN\"])\n",
+ "chart_2.set_xlabel(\"Frozen\")\n",
+ "chart_2.set_ylabel(\"Delicassen\")\n",
+ "plt.show()"
]
},
{
@@ -282,11 +887,208 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 26,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Channel | \n",
+ " Fresh | \n",
+ " Milk | \n",
+ " Grocery | \n",
+ " Frozen | \n",
+ " Detergents_Paper | \n",
+ " Delicassen | \n",
+ " labels_DBSCAN | \n",
+ "
\n",
+ " \n",
+ " | labels | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 1.100000 | \n",
+ " 25987.100000 | \n",
+ " 4914.850000 | \n",
+ " 4981.150000 | \n",
+ " 8063.400000 | \n",
+ " 763.266667 | \n",
+ " 2500.483333 | \n",
+ " -1.000000 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 1.016878 | \n",
+ " 9613.497890 | \n",
+ " 2579.628692 | \n",
+ " 3349.835443 | \n",
+ " 2078.063291 | \n",
+ " 713.518987 | \n",
+ " 888.603376 | \n",
+ " -0.421941 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 1.961538 | \n",
+ " 7306.276923 | \n",
+ " 9754.415385 | \n",
+ " 15052.746154 | \n",
+ " 1404.523077 | \n",
+ " 6665.069231 | \n",
+ " 1620.776923 | \n",
+ " -1.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Channel Fresh Milk Grocery Frozen \\\n",
+ "labels \n",
+ "0 1.100000 25987.100000 4914.850000 4981.150000 8063.400000 \n",
+ "1 1.016878 9613.497890 2579.628692 3349.835443 2078.063291 \n",
+ "2 1.961538 7306.276923 9754.415385 15052.746154 1404.523077 \n",
+ "\n",
+ " Detergents_Paper Delicassen labels_DBSCAN \n",
+ "labels \n",
+ "0 763.266667 2500.483333 -1.000000 \n",
+ "1 713.518987 888.603376 -0.421941 \n",
+ "2 6665.069231 1620.776923 -1.000000 "
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Your code here:\n",
+ "customers.groupby(\"labels\").mean()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Channel | \n",
+ " Fresh | \n",
+ " Milk | \n",
+ " Grocery | \n",
+ " Frozen | \n",
+ " Detergents_Paper | \n",
+ " Delicassen | \n",
+ " labels | \n",
+ "
\n",
+ " \n",
+ " | labels_DBSCAN | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | -1 | \n",
+ " 1.465517 | \n",
+ " 12471.817241 | \n",
+ " 6678.700000 | \n",
+ " 9462.062069 | \n",
+ " 3163.344828 | \n",
+ " 3542.800000 | \n",
+ " 1669.710345 | \n",
+ " 1.241379 | \n",
+ "
\n",
+ " \n",
+ " | 0 | \n",
+ " 1.000000 | \n",
+ " 8544.627737 | \n",
+ " 1733.678832 | \n",
+ " 2230.941606 | \n",
+ " 1762.941606 | \n",
+ " 393.773723 | \n",
+ " 635.861314 | \n",
+ " 1.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Channel Fresh Milk Grocery Frozen \\\n",
+ "labels_DBSCAN \n",
+ "-1 1.465517 12471.817241 6678.700000 9462.062069 3163.344828 \n",
+ " 0 1.000000 8544.627737 1733.678832 2230.941606 1762.941606 \n",
+ "\n",
+ " Detergents_Paper Delicassen labels \n",
+ "labels_DBSCAN \n",
+ "-1 3542.800000 1669.710345 1.241379 \n",
+ " 0 393.773723 635.861314 1.000000 "
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "customers.groupby(\"labels_DBSCAN\").mean()"
]
},
{
@@ -298,11 +1100,14 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
- "# Your observations here"
+ "# Your observations here\n",
+ "# K-Means shows very differnent means for every column every label.\n",
+ "# In DBScan results there is sometimes a similar mean for two different labels in one feature column. But that is to be expected,\n",
+ "# as DBSCAN does not only check linear relationships."
]
},
{
@@ -318,11 +1123,103 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 133,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 133,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Your code here\n",
+ "# I don't want to experiment, the scatterplots looked not so great above. So I'll try this method instead.\n",
+ "from yellowbrick.cluster import KElbowVisualizer\n",
+ "\n",
+ "model = cluster.KMeans() \n",
+ "visualizer = KElbowVisualizer(model, k=(2,20)) \n",
+ "visualizer.fit(customers_scaled)\n",
+ "visualizer.poof()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "2 189\n",
+ "5 69\n",
+ "0 55\n",
+ "4 45\n",
+ "3 42\n",
+ "1 14\n",
+ "6 13\n",
+ "Name: labels_k7, dtype: int64"
+ ]
+ },
+ "execution_count": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here"
+ "from sklearn import cluster\n",
+ "\n",
+ "kmeans = cluster.KMeans(n_clusters=7)\n",
+ "fitted = kmeans.fit(customers_scaled)\n",
+ "pred = kmeans.predict(customers_scaled)\n",
+ "\n",
+ "customers['labels_k7'] = fitted.labels_\n",
+ "customers['labels_k7'].value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plot_options, (chart_1, chart_2, chart_3) = plt.subplots(1,3, figsize=(9,3))\n",
+ "chart_1.scatter(customers[\"Detergents_Paper\"], customers[\"Milk\"], c=customers[\"labels_k7\"])\n",
+ "chart_1.set_xlabel(\"Detergents_Paper\")\n",
+ "chart_1.set_ylabel(\"Milk\")\n",
+ "chart_2.scatter(customers[\"Grocery\"], customers[\"Fresh\"], c=customers[\"labels_k7\"])\n",
+ "chart_2.set_xlabel(\"Grocery\")\n",
+ "chart_2.set_ylabel(\"Fresh\")\n",
+ "chart_3.scatter(customers[\"Frozen\"], customers[\"Delicassen\"], c=customers[\"labels_k7\"])\n",
+ "chart_3.set_xlabel(\"Frozen\")\n",
+ "chart_3.set_ylabel(\"Delicassen\")\n",
+ "plt.show()"
]
},
{
@@ -331,7 +1228,9 @@
"metadata": {},
"outputs": [],
"source": [
- "# Your comment here"
+ "# Your comment here\n",
+ "#k=7 seems to be optimal, the spot in the elbow.\n",
+ "# visually, I cannot see the clusters very well. Outlier cleaning might help. Or looking at different axis."
]
},
{
@@ -345,11 +1244,49 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 31,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " 1 217\n",
+ "-1 165\n",
+ " 0 45\n",
+ "Name: labels_dbscan_opt, dtype: int64\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "dbscan = cluster.DBSCAN(eps=0.9, min_samples = 10)\n",
+ "fitted = dbscan.fit(customers_scaled)\n",
+ "\n",
+ "customers['labels_dbscan_opt'] = fitted.labels_\n",
+ "print(customers['labels_dbscan_opt'].value_counts())\n",
+ "\n",
+ "plot_options, (chart_1, chart_2, chart_3) = plt.subplots(1,3, figsize=(9,3))\n",
+ "chart_1.scatter(customers[\"Detergents_Paper\"], customers[\"Milk\"], c=customers[\"labels_dbscan_opt\"])\n",
+ "chart_1.set_xlabel(\"Detergents_Paper\")\n",
+ "chart_1.set_ylabel(\"Milk\")\n",
+ "chart_2.scatter(customers[\"Grocery\"], customers[\"Fresh\"], c=customers[\"labels_dbscan_opt\"])\n",
+ "chart_2.set_xlabel(\"Grocery\")\n",
+ "chart_2.set_ylabel(\"Fresh\")\n",
+ "chart_3.scatter(customers[\"Frozen\"], customers[\"Delicassen\"], c=customers[\"labels_dbscan_opt\"])\n",
+ "chart_3.set_xlabel(\"Frozen\")\n",
+ "chart_3.set_ylabel(\"Delicassen\")\n",
+ "plt.show()"
]
},
{
@@ -364,7 +1301,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3",
+ "display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
@@ -378,7 +1315,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.8"
+ "version": "3.9.13"
}
},
"nbformat": 4,