diff --git a/module-3/unsupervised-learning/your-code/main.ipynb b/module-3/unsupervised-learning/your-code/main.ipynb
index 908ebc0c..85dc9826 100644
--- a/module-3/unsupervised-learning/your-code/main.ipynb
+++ b/module-3/unsupervised-learning/your-code/main.ipynb
@@ -12,7 +12,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
@@ -22,7 +22,8 @@
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
- "import pandas as pd"
+ "import pandas as pd\n",
+ "import seaborn as sns"
]
},
{
@@ -38,11 +39,206 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 2,
"metadata": {},
- "outputs": [],
+ "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",
+ " | 0 | \n",
+ " 2 | \n",
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+ " \n",
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+ " \n",
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+ " \n",
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+ " 1777 | \n",
+ " 5185 | \n",
+ "
\n",
+ " \n",
+ " | ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " | 435 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 29703 | \n",
+ " 12051 | \n",
+ " 16027 | \n",
+ " 13135 | \n",
+ " 182 | \n",
+ " 2204 | \n",
+ "
\n",
+ " \n",
+ " | 436 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 39228 | \n",
+ " 1431 | \n",
+ " 764 | \n",
+ " 4510 | \n",
+ " 93 | \n",
+ " 2346 | \n",
+ "
\n",
+ " \n",
+ " | 437 | \n",
+ " 2 | \n",
+ " 3 | \n",
+ " 14531 | \n",
+ " 15488 | \n",
+ " 30243 | \n",
+ " 437 | \n",
+ " 14841 | \n",
+ " 1867 | \n",
+ "
\n",
+ " \n",
+ " | 438 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 10290 | \n",
+ " 1981 | \n",
+ " 2232 | \n",
+ " 1038 | \n",
+ " 168 | \n",
+ " 2125 | \n",
+ "
\n",
+ " \n",
+ " | 439 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 2787 | \n",
+ " 1698 | \n",
+ " 2510 | \n",
+ " 65 | \n",
+ " 477 | \n",
+ " 52 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
440 rows × 8 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Channel Region Fresh Milk Grocery Frozen Detergents_Paper \\\n",
+ "0 2 3 12669 9656 7561 214 2674 \n",
+ "1 2 3 7057 9810 9568 1762 3293 \n",
+ "2 2 3 6353 8808 7684 2405 3516 \n",
+ "3 1 3 13265 1196 4221 6404 507 \n",
+ "4 2 3 22615 5410 7198 3915 1777 \n",
+ ".. ... ... ... ... ... ... ... \n",
+ "435 1 3 29703 12051 16027 13135 182 \n",
+ "436 1 3 39228 1431 764 4510 93 \n",
+ "437 2 3 14531 15488 30243 437 14841 \n",
+ "438 1 3 10290 1981 2232 1038 168 \n",
+ "439 1 3 2787 1698 2510 65 477 \n",
+ "\n",
+ " Delicassen \n",
+ "0 1338 \n",
+ "1 1776 \n",
+ "2 7844 \n",
+ "3 1788 \n",
+ "4 5185 \n",
+ ".. ... \n",
+ "435 2204 \n",
+ "436 2346 \n",
+ "437 1867 \n",
+ "438 2125 \n",
+ "439 52 \n",
+ "\n",
+ "[440 rows x 8 columns]"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# loading the data:\n"
+ "# loading the data:\n",
+ "df = pd.read_csv('../data/Wholesale customers data.csv')\n",
+ "df"
]
},
{
@@ -66,20 +262,389 @@
},
{
"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",
+ " 440.000000 | \n",
+ " 440.000000 | \n",
+ " 440.000000 | \n",
+ " 440.000000 | \n",
+ " 440.000000 | \n",
+ " 440.000000 | \n",
+ " 440.000000 | \n",
+ " 440.000000 | \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",
+ " 1.000000 | \n",
+ " 1.000000 | \n",
+ " 3.000000 | \n",
+ " 55.000000 | \n",
+ " 3.000000 | \n",
+ " 25.000000 | \n",
+ " 3.000000 | \n",
+ " 3.000000 | \n",
+ "
\n",
+ " \n",
+ " | 25% | \n",
+ " 1.000000 | \n",
+ " 2.000000 | \n",
+ " 3127.750000 | \n",
+ " 1533.000000 | \n",
+ " 2153.000000 | \n",
+ " 742.250000 | \n",
+ " 256.750000 | \n",
+ " 408.250000 | \n",
+ "
\n",
+ " \n",
+ " | 50% | \n",
+ " 1.000000 | \n",
+ " 3.000000 | \n",
+ " 8504.000000 | \n",
+ " 3627.000000 | \n",
+ " 4755.500000 | \n",
+ " 1526.000000 | \n",
+ " 816.500000 | \n",
+ " 965.500000 | \n",
+ "
\n",
+ " \n",
+ " | 75% | \n",
+ " 2.000000 | \n",
+ " 3.000000 | \n",
+ " 16933.750000 | \n",
+ " 7190.250000 | \n",
+ " 10655.750000 | \n",
+ " 3554.250000 | \n",
+ " 3922.000000 | \n",
+ " 1820.250000 | \n",
+ "
\n",
+ " \n",
+ " | max | \n",
+ " 2.000000 | \n",
+ " 3.000000 | \n",
+ " 112151.000000 | \n",
+ " 73498.000000 | \n",
+ " 92780.000000 | \n",
+ " 60869.000000 | \n",
+ " 40827.000000 | \n",
+ " 47943.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Channel Region Fresh Milk Grocery \\\n",
+ "count 440.000000 440.000000 440.000000 440.000000 440.000000 \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 1.000000 1.000000 3.000000 55.000000 3.000000 \n",
+ "25% 1.000000 2.000000 3127.750000 1533.000000 2153.000000 \n",
+ "50% 1.000000 3.000000 8504.000000 3627.000000 4755.500000 \n",
+ "75% 2.000000 3.000000 16933.750000 7190.250000 10655.750000 \n",
+ "max 2.000000 3.000000 112151.000000 73498.000000 92780.000000 \n",
+ "\n",
+ " Frozen Detergents_Paper Delicassen \n",
+ "count 440.000000 440.000000 440.000000 \n",
+ "mean 3071.931818 2881.493182 1524.870455 \n",
+ "std 4854.673333 4767.854448 2820.105937 \n",
+ "min 25.000000 3.000000 3.000000 \n",
+ "25% 742.250000 256.750000 408.250000 \n",
+ "50% 1526.000000 816.500000 965.500000 \n",
+ "75% 3554.250000 3922.000000 1820.250000 \n",
+ "max 60869.000000 40827.000000 47943.000000 "
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Your code here:\n",
+ "df.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here:\n"
+ "cols_lst = df.columns.tolist()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "df.boxplot(column=cols_lst, figsize=(10,8))"
]
},
+ {
+ "cell_type": "code",
+ "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",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | Channel | \n",
+ " 1.000000 | \n",
+ " 0.062028 | \n",
+ " -0.169172 | \n",
+ " 0.460720 | \n",
+ " 0.608792 | \n",
+ " -0.202046 | \n",
+ " 0.636026 | \n",
+ " 0.056011 | \n",
+ "
\n",
+ " \n",
+ " | Region | \n",
+ " 0.062028 | \n",
+ " 1.000000 | \n",
+ " 0.055287 | \n",
+ " 0.032288 | \n",
+ " 0.007696 | \n",
+ " -0.021044 | \n",
+ " -0.001483 | \n",
+ " 0.045212 | \n",
+ "
\n",
+ " \n",
+ " | Fresh | \n",
+ " -0.169172 | \n",
+ " 0.055287 | \n",
+ " 1.000000 | \n",
+ " 0.100510 | \n",
+ " -0.011854 | \n",
+ " 0.345881 | \n",
+ " -0.101953 | \n",
+ " 0.244690 | \n",
+ "
\n",
+ " \n",
+ " | Milk | \n",
+ " 0.460720 | \n",
+ " 0.032288 | \n",
+ " 0.100510 | \n",
+ " 1.000000 | \n",
+ " 0.728335 | \n",
+ " 0.123994 | \n",
+ " 0.661816 | \n",
+ " 0.406368 | \n",
+ "
\n",
+ " \n",
+ " | Grocery | \n",
+ " 0.608792 | \n",
+ " 0.007696 | \n",
+ " -0.011854 | \n",
+ " 0.728335 | \n",
+ " 1.000000 | \n",
+ " -0.040193 | \n",
+ " 0.924641 | \n",
+ " 0.205497 | \n",
+ "
\n",
+ " \n",
+ " | Frozen | \n",
+ " -0.202046 | \n",
+ " -0.021044 | \n",
+ " 0.345881 | \n",
+ " 0.123994 | \n",
+ " -0.040193 | \n",
+ " 1.000000 | \n",
+ " -0.131525 | \n",
+ " 0.390947 | \n",
+ "
\n",
+ " \n",
+ " | Detergents_Paper | \n",
+ " 0.636026 | \n",
+ " -0.001483 | \n",
+ " -0.101953 | \n",
+ " 0.661816 | \n",
+ " 0.924641 | \n",
+ " -0.131525 | \n",
+ " 1.000000 | \n",
+ " 0.069291 | \n",
+ "
\n",
+ " \n",
+ " | Delicassen | \n",
+ " 0.056011 | \n",
+ " 0.045212 | \n",
+ " 0.244690 | \n",
+ " 0.406368 | \n",
+ " 0.205497 | \n",
+ " 0.390947 | \n",
+ " 0.069291 | \n",
+ " 1.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Channel Region Fresh Milk Grocery Frozen \\\n",
+ "Channel 1.000000 0.062028 -0.169172 0.460720 0.608792 -0.202046 \n",
+ "Region 0.062028 1.000000 0.055287 0.032288 0.007696 -0.021044 \n",
+ "Fresh -0.169172 0.055287 1.000000 0.100510 -0.011854 0.345881 \n",
+ "Milk 0.460720 0.032288 0.100510 1.000000 0.728335 0.123994 \n",
+ "Grocery 0.608792 0.007696 -0.011854 0.728335 1.000000 -0.040193 \n",
+ "Frozen -0.202046 -0.021044 0.345881 0.123994 -0.040193 1.000000 \n",
+ "Detergents_Paper 0.636026 -0.001483 -0.101953 0.661816 0.924641 -0.131525 \n",
+ "Delicassen 0.056011 0.045212 0.244690 0.406368 0.205497 0.390947 \n",
+ "\n",
+ " Detergents_Paper Delicassen \n",
+ "Channel 0.636026 0.056011 \n",
+ "Region -0.001483 0.045212 \n",
+ "Fresh -0.101953 0.244690 \n",
+ "Milk 0.661816 0.406368 \n",
+ "Grocery 0.924641 0.205497 \n",
+ "Frozen -0.131525 0.390947 \n",
+ "Detergents_Paper 1.000000 0.069291 \n",
+ "Delicassen 0.069291 1.000000 "
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.corr()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
"source": [
- "# Your observations here"
+ "# Your observations here\n",
+ "#It looks like CHannel and Region are encoded columns while the rest are truly numerical.\n",
+ "#There are some outliers in those numerical columns"
]
},
{
@@ -93,11 +658,93 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Your code here\n",
+ "# Change first two columns to category\n",
+ "cols = ['Channel', 'Region']\n",
+ "df[cols] = df[cols].astype('category')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 440 entries, 0 to 439\n",
+ "Data columns (total 8 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Channel 440 non-null category\n",
+ " 1 Region 440 non-null category\n",
+ " 2 Fresh 440 non-null int64 \n",
+ " 3 Milk 440 non-null int64 \n",
+ " 4 Grocery 440 non-null int64 \n",
+ " 5 Frozen 440 non-null int64 \n",
+ " 6 Detergents_Paper 440 non-null int64 \n",
+ " 7 Delicassen 440 non-null int64 \n",
+ "dtypes: category(2), int64(6)\n",
+ "memory usage: 21.8 KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "df.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here"
+ "\n",
+ "df.drop(df[df.Fresh > 60000].index, inplace=True)\n",
+ "df.drop(df[df.Milk > 60000].index, inplace=True)\n",
+ "df.drop(df[df.Grocery > 60000].index, inplace=True)\n",
+ "df.drop(df[df.Frozen > 60000].index, inplace=True)\n",
+ "df.drop(df[df.Detergents_Paper > 20000].index, inplace=True)\n",
+ "df.drop(df[df.Delicassen > 40000].index, inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "num_cols = df._get_numeric_data().columns.tolist() \n",
+ "df.boxplot(column=num_cols, figsize=(10,8))"
]
},
{
@@ -105,8 +752,17 @@
"execution_count": null,
"metadata": {},
"outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [],
"source": [
- "# Your comment here"
+ "# Your comment here\n",
+ "# We just drop rows where the outliers goes from 60000 as max number.\n",
+ "# Don't want to drop so many rows by outliers method, since the df just has 440 rows"
]
},
{
@@ -126,15 +782,212 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 13,
"metadata": {},
- "outputs": [],
+ "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",
+ " | 0 | \n",
+ " 1.467791 | \n",
+ " 0.595062 | \n",
+ " 0.132194 | \n",
+ " 0.859675 | \n",
+ " 0.056088 | \n",
+ " -0.727163 | \n",
+ " 0.040135 | \n",
+ " -0.022753 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 1.467791 | \n",
+ " 0.595062 | \n",
+ " -0.389658 | \n",
+ " 0.889125 | \n",
+ " 0.340243 | \n",
+ " -0.291035 | \n",
+ " 0.213775 | \n",
+ " 0.235609 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 1.467791 | \n",
+ " 0.595062 | \n",
+ " -0.455122 | \n",
+ " 0.697512 | \n",
+ " 0.073503 | \n",
+ " -0.109878 | \n",
+ " 0.276330 | \n",
+ " 3.814926 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " -0.681296 | \n",
+ " 0.595062 | \n",
+ " 0.187615 | \n",
+ " -0.758128 | \n",
+ " -0.416794 | \n",
+ " 1.016787 | \n",
+ " -0.567745 | \n",
+ " 0.242687 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 1.467791 | \n",
+ " 0.595062 | \n",
+ " 1.057059 | \n",
+ " 0.047714 | \n",
+ " 0.004694 | \n",
+ " 0.315544 | \n",
+ " -0.211489 | \n",
+ " 2.246468 | \n",
+ "
\n",
+ " \n",
+ " | ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " | 424 | \n",
+ " -0.681296 | \n",
+ " 0.595062 | \n",
+ " 1.716162 | \n",
+ " 1.317670 | \n",
+ " 1.254718 | \n",
+ " 2.913157 | \n",
+ " -0.658912 | \n",
+ " 0.488072 | \n",
+ "
\n",
+ " \n",
+ " | 425 | \n",
+ " -0.681296 | \n",
+ " 0.595062 | \n",
+ " 2.601878 | \n",
+ " -0.713189 | \n",
+ " -0.906242 | \n",
+ " 0.483178 | \n",
+ " -0.683878 | \n",
+ " 0.571833 | \n",
+ "
\n",
+ " \n",
+ " | 426 | \n",
+ " 1.467791 | \n",
+ " 0.595062 | \n",
+ " 0.305339 | \n",
+ " 1.974927 | \n",
+ " 3.267443 | \n",
+ " -0.664336 | \n",
+ " 3.453180 | \n",
+ " 0.289287 | \n",
+ "
\n",
+ " \n",
+ " | 427 | \n",
+ " -0.681296 | \n",
+ " 0.595062 | \n",
+ " -0.089026 | \n",
+ " -0.608013 | \n",
+ " -0.698400 | \n",
+ " -0.495012 | \n",
+ " -0.662840 | \n",
+ " 0.441473 | \n",
+ "
\n",
+ " \n",
+ " | 428 | \n",
+ " -0.681296 | \n",
+ " 0.595062 | \n",
+ " -0.786719 | \n",
+ " -0.662131 | \n",
+ " -0.659040 | \n",
+ " -0.769142 | \n",
+ " -0.576160 | \n",
+ " -0.781323 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
429 rows × 8 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Channel Region Fresh Milk Grocery Frozen \\\n",
+ "0 1.467791 0.595062 0.132194 0.859675 0.056088 -0.727163 \n",
+ "1 1.467791 0.595062 -0.389658 0.889125 0.340243 -0.291035 \n",
+ "2 1.467791 0.595062 -0.455122 0.697512 0.073503 -0.109878 \n",
+ "3 -0.681296 0.595062 0.187615 -0.758128 -0.416794 1.016787 \n",
+ "4 1.467791 0.595062 1.057059 0.047714 0.004694 0.315544 \n",
+ ".. ... ... ... ... ... ... \n",
+ "424 -0.681296 0.595062 1.716162 1.317670 1.254718 2.913157 \n",
+ "425 -0.681296 0.595062 2.601878 -0.713189 -0.906242 0.483178 \n",
+ "426 1.467791 0.595062 0.305339 1.974927 3.267443 -0.664336 \n",
+ "427 -0.681296 0.595062 -0.089026 -0.608013 -0.698400 -0.495012 \n",
+ "428 -0.681296 0.595062 -0.786719 -0.662131 -0.659040 -0.769142 \n",
+ "\n",
+ " Detergents_Paper Delicassen \n",
+ "0 0.040135 -0.022753 \n",
+ "1 0.213775 0.235609 \n",
+ "2 0.276330 3.814926 \n",
+ "3 -0.567745 0.242687 \n",
+ "4 -0.211489 2.246468 \n",
+ ".. ... ... \n",
+ "424 -0.658912 0.488072 \n",
+ "425 -0.683878 0.571833 \n",
+ "426 3.453180 0.289287 \n",
+ "427 -0.662840 0.441473 \n",
+ "428 -0.576160 -0.781323 \n",
+ "\n",
+ "[429 rows x 8 columns]"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# Your import here:\n",
"\n",
"from sklearn.preprocessing import StandardScaler\n",
"\n",
- "# Your code here:\n"
+ "# Your code here:\n",
+ "scaler = StandardScaler()\n",
+ "ft = scaler.fit_transform(df)\n",
+ "customer_scale = pd.DataFrame(ft, columns=cols_lst)\n",
+ "customer_scale"
]
},
{
@@ -148,13 +1001,39 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#pip install umap-learn"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import umap\n",
+ "\n",
+ "reducer = umap.UMAP(random_state=42)\n",
+ "reducer.fit(customer_scale)\n",
+ "embedding = reducer.transform(customer_scale)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
- "# Your code here:\n"
+ "# Your code here:\n",
+ "from sklearn.cluster import KMeans\n",
+ "kmeans = KMeans(n_clusters=10, random_state=42).fit(embedding)\n",
+ "\n",
+ "df['labels'] = kmeans.labels_"
]
},
{
@@ -166,11 +1045,33 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 17,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1 70\n",
+ "5 67\n",
+ "2 56\n",
+ "6 41\n",
+ "3 41\n",
+ "4 39\n",
+ "7 38\n",
+ "0 32\n",
+ "9 23\n",
+ "8 22\n",
+ "Name: labels, dtype: int64"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "# Your code here:\n",
+ "df['labels'].value_counts()"
]
},
{
@@ -184,13 +1085,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 18,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
- "# Your code here\n"
+ "# Your code here\n",
+ "from sklearn.cluster import DBSCAN\n",
+ "dbscan_cluster = DBSCAN(eps=0.5)\n",
+ "dbscan_cluster.fit(embedding)\n",
+ "df['labels_DBSCAN'] = dbscan_cluster.labels_"
]
},
{
@@ -202,11 +1107,28 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 19,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ " 1 213\n",
+ " 0 134\n",
+ " 2 56\n",
+ " 3 22\n",
+ "-1 4\n",
+ "Name: labels_DBSCAN, dtype: int64"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here\n"
+ "# Your code here\n",
+ "df['labels_DBSCAN'].value_counts()"
]
},
{
@@ -233,11 +1155,39 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 20,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'DBSCAN')"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "# Your code here:\n",
+ "fig, ax = plt.subplots(1,2, figsize=(15, 8))\n",
+ "sns.scatterplot(data=df, x='Detergents_Paper', y='Milk', ax=ax[0], hue='labels')\n",
+ "ax[0].set_title('KMEANS')\n",
+ "sns.scatterplot(data=df, x='Detergents_Paper', y='Milk', ax=ax[1], hue='labels_DBSCAN')\n",
+ "ax[1].set_title('DBSCAN')"
]
},
{
@@ -249,11 +1199,39 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 21,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'DBSCAN')"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "# Your code here:\n",
+ "fig, ax = plt.subplots(1,2, figsize=(15, 8))\n",
+ "sns.scatterplot(data=df, x='Grocery', y='Fresh', ax=ax[0], hue='labels')\n",
+ "ax[0].set_title('KMEANS')\n",
+ "sns.scatterplot(data=df, x='Grocery', y='Fresh', ax=ax[1], hue='labels_DBSCAN')\n",
+ "ax[1].set_title('DBSCAN')"
]
},
{
@@ -265,11 +1243,39 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 22,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'DBSCAN')"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your code here:"
+ "# Your code here:\n",
+ "fig, ax = plt.subplots(1,2, figsize=(15, 8))\n",
+ "sns.scatterplot(data=df, x='Frozen', y='Delicassen', ax=ax[0], hue='labels')\n",
+ "ax[0].set_title('KMEANS')\n",
+ "sns.scatterplot(data=df, x='Frozen', y='Delicassen', ax=ax[1], hue='labels_DBSCAN')\n",
+ "ax[1].set_title('DBSCAN')"
]
},
{
@@ -281,11 +1287,317 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 23,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
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+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "# Your code here:\n",
+ "df.groupby('labels').mean()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ " | 2 | \n",
+ " 10437.696429 | \n",
+ " 4123.250000 | \n",
+ " 4192.964286 | \n",
+ " 2763.553571 | \n",
+ " 947.767857 | \n",
+ " 1187.214286 | \n",
+ " 2.000000 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 11707.272727 | \n",
+ " 1871.181818 | \n",
+ " 4031.363636 | \n",
+ " 2100.863636 | \n",
+ " 486.590909 | \n",
+ " 879.318182 | \n",
+ " 8.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Fresh Milk Grocery Frozen \\\n",
+ "labels_DBSCAN \n",
+ "-1 36002.750000 11554.500000 15021.000000 8716.750000 \n",
+ " 0 8157.597015 9299.477612 14476.820896 1527.925373 \n",
+ " 1 12891.680751 3048.985915 3522.272300 3560.887324 \n",
+ " 2 10437.696429 4123.250000 4192.964286 2763.553571 \n",
+ " 3 11707.272727 1871.181818 4031.363636 2100.863636 \n",
+ "\n",
+ " Detergents_Paper Delicassen labels \n",
+ "labels_DBSCAN \n",
+ "-1 2892.250000 11961.000000 3.000000 \n",
+ " 0 6369.395522 1597.104478 3.000000 \n",
+ " 1 736.708920 1140.211268 4.643192 \n",
+ " 2 947.767857 1187.214286 2.000000 \n",
+ " 3 486.590909 879.318182 8.000000 "
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.groupby('labels_DBSCAN').mean()"
]
},
{
@@ -297,11 +1609,12 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
- "# Your observations here"
+ "# Your observations here\n",
+ "# They look pretty similar, even K_means has more clusters (we have specified 10), so I`m not sure if one is better than the other, in this case "
]
},
{
@@ -320,8 +1633,41 @@
"execution_count": null,
"metadata": {},
"outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 31,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "kmeans = KMeans(n_clusters=4, random_state=42).fit(embedding)\n",
+ "df['labels'] = kmeans.labels_\n",
+ "sns.scatterplot(data=embedding, x=embedding[:,0], y=embedding[:,1], hue=kmeans.labels_)"
]
},
{
@@ -330,7 +1676,8 @@
"metadata": {},
"outputs": [],
"source": [
- "# Your comment here"
+ "# Your comment here\n",
+ "# Looks like there is a cluster (2) that supossed to be the same but are pretty far in the distribution. Looked without hue, it`s like cluster 1 and cluster 3 are the same."
]
},
{
@@ -344,11 +1691,38 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 32,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "dbscan_cluster = DBSCAN(eps=1, min_samples=30)\n",
+ "dbscan_cluster.fit(embedding)\n",
+ "df['labels_DBSCAN'] = dbscan_cluster.labels_\n",
+ "sns.scatterplot(data=embedding, x=embedding[:,0], y=embedding[:,1], hue=dbscan_cluster.labels_)"
]
},
{
@@ -357,15 +1731,16 @@
"metadata": {},
"outputs": [],
"source": [
- "# Your comment here"
+ "# Your comment here\n",
+ "# With the same amount of clusters, the info provided are different. The biggest cluster here is just one, while in K_means this cluster was divided by two differents classifications."
]
}
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3",
+ "display_name": "Python [conda env:ironhack_env]",
"language": "python",
- "name": "python3"
+ "name": "conda-env-ironhack_env-py"
},
"language_info": {
"codemirror_mode": {
@@ -377,9 +1752,9 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.2"
+ "version": "3.8.5"
}
},
"nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
}