diff --git a/.gitignore b/.gitignore
new file mode 100644
index 00000000..9d9583fd
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,3 @@
+
+~$G2M insight for Cab Investment firm.pptx
+~$Presentation case 2.pptx
diff --git a/City.csv b/City.csv
index eaa98323..265d603b 100644
--- a/City.csv
+++ b/City.csv
@@ -1,21 +1,21 @@
City,Population,Users
-NEW YORK NY," 8,405,837 "," 302,149 "
-CHICAGO IL," 1,955,130 "," 164,468 "
-LOS ANGELES CA," 1,595,037 "," 144,132 "
-MIAMI FL," 1,339,155 "," 17,675 "
-SILICON VALLEY," 1,177,609 "," 27,247 "
-ORANGE COUNTY," 1,030,185 "," 12,994 "
-SAN DIEGO CA," 959,307 "," 69,995 "
-PHOENIX AZ," 943,999 "," 6,133 "
-DALLAS TX," 942,908 "," 22,157 "
-ATLANTA GA," 814,885 "," 24,701 "
-DENVER CO," 754,233 "," 12,421 "
-AUSTIN TX," 698,371 "," 14,978 "
-SEATTLE WA," 671,238 "," 25,063 "
-TUCSON AZ," 631,442 "," 5,712 "
-SAN FRANCISCO CA," 629,591 "," 213,609 "
-SACRAMENTO CA," 545,776 "," 7,044 "
-PITTSBURGH PA," 542,085 "," 3,643 "
-WASHINGTON DC," 418,859 "," 127,001 "
-NASHVILLE TN," 327,225 "," 9,270 "
-BOSTON MA," 248,968 "," 80,021 "
+NEW YORK NY,"8,405,837","302,149"
+CHICAGO IL,"1,955,130","164,468"
+LOS ANGELES CA,"1,595,037","144,132"
+MIAMI FL,"1,339,155","17,675"
+SILICON VALLEY,"1,177,609","27,247"
+ORANGE COUNTY,"1,030,185","12,994"
+SAN DIEGO CA,"959,307","69,995"
+PHOENIX AZ,"943,999","6,133"
+DALLAS TX,"942,908","22,157"
+ATLANTA GA,"814,885","24,701"
+DENVER CO,"754,233","12,421"
+AUSTIN TX,"698,371","14,978"
+SEATTLE WA,"671,238","25,063"
+TUCSON AZ,"631,442","5,712"
+SAN FRANCISCO CA,"629,591","213,609"
+SACRAMENTO CA,"545,776","7,044"
+PITTSBURGH PA,"542,085","3,643"
+WASHINGTON DC,"418,859","127,001"
+NASHVILLE TN,"327,225","9,270"
+BOSTON MA,"248,968","80,021"
diff --git a/G2M insight for Cab Investment firm.pptx b/G2M insight for Cab Investment firm.pptx
new file mode 100644
index 00000000..0e40b597
Binary files /dev/null and b/G2M insight for Cab Investment firm.pptx differ
diff --git a/Machine Learning on ESP8266 with Scikit.docx b/Machine Learning on ESP8266 with Scikit.docx
new file mode 100644
index 00000000..5062d3d1
Binary files /dev/null and b/Machine Learning on ESP8266 with Scikit.docx differ
diff --git a/Presentation case 2.pptx b/Presentation case 2.pptx
new file mode 100644
index 00000000..160bba43
Binary files /dev/null and b/Presentation case 2.pptx differ
diff --git a/review.ipynb b/review.ipynb
new file mode 100644
index 00000000..844aeced
--- /dev/null
+++ b/review.ipynb
@@ -0,0 +1,2157 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import seaborn as sn\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import pandas as pd\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " City | \n",
+ " Population | \n",
+ " Users | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " NEW YORK NY | \n",
+ " 8,405,837 | \n",
+ " 302,149 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " CHICAGO IL | \n",
+ " 1,955,130 | \n",
+ " 164,468 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " LOS ANGELES CA | \n",
+ " 1,595,037 | \n",
+ " 144,132 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " MIAMI FL | \n",
+ " 1,339,155 | \n",
+ " 17,675 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " SILICON VALLEY | \n",
+ " 1,177,609 | \n",
+ " 27,247 | \n",
+ "
\n",
+ " \n",
+ " | 5 | \n",
+ " ORANGE COUNTY | \n",
+ " 1,030,185 | \n",
+ " 12,994 | \n",
+ "
\n",
+ " \n",
+ " | 6 | \n",
+ " SAN DIEGO CA | \n",
+ " 959,307 | \n",
+ " 69,995 | \n",
+ "
\n",
+ " \n",
+ " | 7 | \n",
+ " PHOENIX AZ | \n",
+ " 943,999 | \n",
+ " 6,133 | \n",
+ "
\n",
+ " \n",
+ " | 8 | \n",
+ " DALLAS TX | \n",
+ " 942,908 | \n",
+ " 22,157 | \n",
+ "
\n",
+ " \n",
+ " | 9 | \n",
+ " ATLANTA GA | \n",
+ " 814,885 | \n",
+ " 24,701 | \n",
+ "
\n",
+ " \n",
+ " | 10 | \n",
+ " DENVER CO | \n",
+ " 754,233 | \n",
+ " 12,421 | \n",
+ "
\n",
+ " \n",
+ " | 11 | \n",
+ " AUSTIN TX | \n",
+ " 698,371 | \n",
+ " 14,978 | \n",
+ "
\n",
+ " \n",
+ " | 12 | \n",
+ " SEATTLE WA | \n",
+ " 671,238 | \n",
+ " 25,063 | \n",
+ "
\n",
+ " \n",
+ " | 13 | \n",
+ " TUCSON AZ | \n",
+ " 631,442 | \n",
+ " 5,712 | \n",
+ "
\n",
+ " \n",
+ " | 14 | \n",
+ " SAN FRANCISCO CA | \n",
+ " 629,591 | \n",
+ " 213,609 | \n",
+ "
\n",
+ " \n",
+ " | 15 | \n",
+ " SACRAMENTO CA | \n",
+ " 545,776 | \n",
+ " 7,044 | \n",
+ "
\n",
+ " \n",
+ " | 16 | \n",
+ " PITTSBURGH PA | \n",
+ " 542,085 | \n",
+ " 3,643 | \n",
+ "
\n",
+ " \n",
+ " | 17 | \n",
+ " WASHINGTON DC | \n",
+ " 418,859 | \n",
+ " 127,001 | \n",
+ "
\n",
+ " \n",
+ " | 18 | \n",
+ " NASHVILLE TN | \n",
+ " 327,225 | \n",
+ " 9,270 | \n",
+ "
\n",
+ " \n",
+ " | 19 | \n",
+ " BOSTON MA | \n",
+ " 248,968 | \n",
+ " 80,021 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " City Population Users\n",
+ "0 NEW YORK NY 8,405,837 302,149\n",
+ "1 CHICAGO IL 1,955,130 164,468\n",
+ "2 LOS ANGELES CA 1,595,037 144,132\n",
+ "3 MIAMI FL 1,339,155 17,675\n",
+ "4 SILICON VALLEY 1,177,609 27,247\n",
+ "5 ORANGE COUNTY 1,030,185 12,994\n",
+ "6 SAN DIEGO CA 959,307 69,995\n",
+ "7 PHOENIX AZ 943,999 6,133\n",
+ "8 DALLAS TX 942,908 22,157\n",
+ "9 ATLANTA GA 814,885 24,701\n",
+ "10 DENVER CO 754,233 12,421\n",
+ "11 AUSTIN TX 698,371 14,978\n",
+ "12 SEATTLE WA 671,238 25,063\n",
+ "13 TUCSON AZ 631,442 5,712\n",
+ "14 SAN FRANCISCO CA 629,591 213,609\n",
+ "15 SACRAMENTO CA 545,776 7,044\n",
+ "16 PITTSBURGH PA 542,085 3,643\n",
+ "17 WASHINGTON DC 418,859 127,001\n",
+ "18 NASHVILLE TN 327,225 9,270\n",
+ "19 BOSTON MA 248,968 80,021"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "city = pd.read_csv(r'E:\\dataglacier\\DataSets\\City.csv')\n",
+ "city"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "city['Population'] = pd.to_numeric(city['Population'].str.replace(',', ''))\n",
+ "city['Users'] = pd.to_numeric(city['Users'].str.replace(',',''))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.bar(city['City'], sorted(city['Users']))\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "city.plot.bar()\n",
+ "plt.xlabel('City')\n",
+ "plt.ylabel('Population and Number of users ')\n",
+ "plt.title('Population and Number of users against Cities of USA')\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\birge\\AppData\\Local\\Temp\\ipykernel_31940\\3703490810.py:1: FutureWarning: \n",
+ "\n",
+ "Setting a gradient palette using color= is deprecated and will be removed in v0.14.0. Set `palette='dark:palegreen'` for the same effect.\n",
+ "\n",
+ " sn.barplot(x=city['City'], y=city['Population'], hue=city['Users'],color='palegreen')\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Relationship between Population and Users')"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sn.barplot(x=city['City'], y=city['Population'], hue=city['Users'],color='palegreen')\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.title(\"Relationship between Population and Users\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19],\n",
+ " [Text(0, 0, 'NEW YORK NY'),\n",
+ " Text(1, 0, 'CHICAGO IL'),\n",
+ " Text(2, 0, 'LOS ANGELES CA'),\n",
+ " Text(3, 0, 'MIAMI FL'),\n",
+ " Text(4, 0, 'SILICON VALLEY'),\n",
+ " Text(5, 0, 'ORANGE COUNTY'),\n",
+ " Text(6, 0, 'SAN DIEGO CA'),\n",
+ " Text(7, 0, 'PHOENIX AZ'),\n",
+ " Text(8, 0, 'DALLAS TX'),\n",
+ " Text(9, 0, 'ATLANTA GA'),\n",
+ " Text(10, 0, 'DENVER CO'),\n",
+ " Text(11, 0, 'AUSTIN TX'),\n",
+ " Text(12, 0, 'SEATTLE WA'),\n",
+ " Text(13, 0, 'TUCSON AZ'),\n",
+ " Text(14, 0, 'SAN FRANCISCO CA'),\n",
+ " Text(15, 0, 'SACRAMENTO CA'),\n",
+ " Text(16, 0, 'PITTSBURGH PA'),\n",
+ " Text(17, 0, 'WASHINGTON DC'),\n",
+ " Text(18, 0, 'NASHVILLE TN'),\n",
+ " Text(19, 0, 'BOSTON MA')])"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "cc= sn.barplot(x=city['City'],y=city['Users'])\n",
+ "plt.xticks(rotation=90)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sn.displot(city['Users'],bins=10, color='g')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "City object\n",
+ "Population int64\n",
+ "Users int64\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "city.dtypes"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Customer ID"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 49171 entries, 0 to 49170\n",
+ "Data columns (total 4 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Customer ID 49171 non-null int64 \n",
+ " 1 Gender 49171 non-null object\n",
+ " 2 Age 49171 non-null int64 \n",
+ " 3 Income (USD/Month) 49171 non-null int64 \n",
+ "dtypes: int64(3), object(1)\n",
+ "memory usage: 1.5+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "cust= pd.read_csv(r'E:\\dataglacier\\DataSets\\Customer_ID.csv')\n",
+ "cust.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Customer ID 0\n",
+ "Gender 0\n",
+ "Age 0\n",
+ "Income (USD/Month) 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cust.isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Customer ID int64\n",
+ "Gender object\n",
+ "Age int64\n",
+ "Income (USD/Month) int64\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cust.dtypes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sn.pairplot(cust)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sn.pairplot(city)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# What age has been seen most"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "cust['Age'].hist()\n",
+ "plt.xlabel('Age')\n",
+ "plt.ylabel('Frequency')\n",
+ "plt.title('Age distribution')\n",
+ "plt.grid('off')\n",
+ "plt.tight_layout()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Customer ID | \n",
+ " Gender | \n",
+ " Age | \n",
+ " Income (USD/Month) | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 29290 | \n",
+ " Male | \n",
+ " 28 | \n",
+ " 10813 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 27703 | \n",
+ " Male | \n",
+ " 27 | \n",
+ " 9237 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 28712 | \n",
+ " Male | \n",
+ " 53 | \n",
+ " 11242 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 28020 | \n",
+ " Male | \n",
+ " 23 | \n",
+ " 23327 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 27182 | \n",
+ " Male | \n",
+ " 33 | \n",
+ " 8536 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Customer ID Gender Age Income (USD/Month)\n",
+ "0 29290 Male 28 10813\n",
+ "1 27703 Male 27 9237\n",
+ "2 28712 Male 53 11242\n",
+ "3 28020 Male 23 23327\n",
+ "4 27182 Male 33 8536"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cust.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\birge\\AppData\\Local\\Temp\\ipykernel_31940\\130935495.py:2: FutureWarning: \n",
+ "\n",
+ "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n",
+ "\n",
+ " usd= sn.barplot(x=usd['Age'], y=usd['Income (USD/Month)'], hue=usd['Gender'],ci=None)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "usd= cust[cust['Age']>50]\n",
+ "usd= sn.barplot(x=usd['Age'], y=usd['Income (USD/Month)'], hue=usd['Gender'],ci=None)\n",
+ "plt.title('Comparison of men and women monthly salary')\n",
+ "plt.legend(title='Gender', bbox_to_anchor=(1.05, 1), loc='upper left')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\birge\\AppData\\Local\\Temp\\ipykernel_31940\\827772067.py:2: FutureWarning: \n",
+ "\n",
+ "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n",
+ "\n",
+ " sn.barplot(x='Age', y='Income (USD/Month)', data=uu, hue='Gender',ci=None)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "uu = cust[cust['Age']<=30]\n",
+ "sn.barplot(x='Age', y='Income (USD/Month)', data=uu, hue='Gender',ci=None)\n",
+ "plt.legend(title='Gender', bbox_to_anchor=(1.05, 1), loc='upper left')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | Age | \n",
+ " 18 | \n",
+ " 19 | \n",
+ " 20 | \n",
+ " 21 | \n",
+ " 22 | \n",
+ " 23 | \n",
+ " 24 | \n",
+ " 25 | \n",
+ " 26 | \n",
+ " 27 | \n",
+ " ... | \n",
+ " 56 | \n",
+ " 57 | \n",
+ " 58 | \n",
+ " 59 | \n",
+ " 60 | \n",
+ " 61 | \n",
+ " 62 | \n",
+ " 63 | \n",
+ " 64 | \n",
+ " 65 | \n",
+ "
\n",
+ " \n",
+ " | Gender | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | Female | \n",
+ " 736 | \n",
+ " 692 | \n",
+ " 798 | \n",
+ " 682 | \n",
+ " 755 | \n",
+ " 724 | \n",
+ " 737 | \n",
+ " 685 | \n",
+ " 732 | \n",
+ " 740 | \n",
+ " ... | \n",
+ " 241 | \n",
+ " 219 | \n",
+ " 248 | \n",
+ " 248 | \n",
+ " 207 | \n",
+ " 272 | \n",
+ " 233 | \n",
+ " 228 | \n",
+ " 241 | \n",
+ " 236 | \n",
+ "
\n",
+ " \n",
+ " | Male | \n",
+ " 815 | \n",
+ " 869 | \n",
+ " 843 | \n",
+ " 872 | \n",
+ " 841 | \n",
+ " 891 | \n",
+ " 810 | \n",
+ " 912 | \n",
+ " 845 | \n",
+ " 831 | \n",
+ " ... | \n",
+ " 280 | \n",
+ " 279 | \n",
+ " 288 | \n",
+ " 304 | \n",
+ " 294 | \n",
+ " 308 | \n",
+ " 264 | \n",
+ " 284 | \n",
+ " 295 | \n",
+ " 256 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
2 rows × 48 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ "Age 18 19 20 21 22 23 24 25 26 27 ... 56 57 58 \\\n",
+ "Gender ... \n",
+ "Female 736 692 798 682 755 724 737 685 732 740 ... 241 219 248 \n",
+ "Male 815 869 843 872 841 891 810 912 845 831 ... 280 279 288 \n",
+ "\n",
+ "Age 59 60 61 62 63 64 65 \n",
+ "Gender \n",
+ "Female 248 207 272 233 228 241 236 \n",
+ "Male 304 294 308 264 284 295 256 \n",
+ "\n",
+ "[2 rows x 48 columns]"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pd.crosstab(cust['Gender'], cust['Age'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Customer ID | \n",
+ " Gender | \n",
+ " Age | \n",
+ " Income (USD/Month) | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 29290 | \n",
+ " Male | \n",
+ " 28 | \n",
+ " 10813 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 27703 | \n",
+ " Male | \n",
+ " 27 | \n",
+ " 9237 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 28712 | \n",
+ " Male | \n",
+ " 53 | \n",
+ " 11242 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 28020 | \n",
+ " Male | \n",
+ " 23 | \n",
+ " 23327 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 27182 | \n",
+ " Male | \n",
+ " 33 | \n",
+ " 8536 | \n",
+ "
\n",
+ " \n",
+ " | ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " | 49163 | \n",
+ " 46912 | \n",
+ " Male | \n",
+ " 51 | \n",
+ " 23225 | \n",
+ "
\n",
+ " \n",
+ " | 49166 | \n",
+ " 12490 | \n",
+ " Male | \n",
+ " 33 | \n",
+ " 18713 | \n",
+ "
\n",
+ " \n",
+ " | 49167 | \n",
+ " 14971 | \n",
+ " Male | \n",
+ " 30 | \n",
+ " 15346 | \n",
+ "
\n",
+ " \n",
+ " | 49168 | \n",
+ " 41414 | \n",
+ " Male | \n",
+ " 38 | \n",
+ " 3960 | \n",
+ "
\n",
+ " \n",
+ " | 49169 | \n",
+ " 41677 | \n",
+ " Male | \n",
+ " 23 | \n",
+ " 19454 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
26562 rows × 4 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Customer ID Gender Age Income (USD/Month)\n",
+ "0 29290 Male 28 10813\n",
+ "1 27703 Male 27 9237\n",
+ "2 28712 Male 53 11242\n",
+ "3 28020 Male 23 23327\n",
+ "4 27182 Male 33 8536\n",
+ "... ... ... ... ...\n",
+ "49163 46912 Male 51 23225\n",
+ "49166 12490 Male 33 18713\n",
+ "49167 14971 Male 30 15346\n",
+ "49168 41414 Male 38 3960\n",
+ "49169 41677 Male 23 19454\n",
+ "\n",
+ "[26562 rows x 4 columns]"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "\n",
+ "male= cust[cust['Gender'] == 'Male']\n",
+ "male"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Distribution of men's spending"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(5,5))\n",
+ "plt.hist(male['Income (USD/Month)'],color='lightseagreen')\n",
+ "plt.title('Distribution of men monthly income ')\n",
+ "plt.ylabel('Frequency')\n",
+ "plt.xlabel('Monthly Income in (USD)')\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "female= cust[cust['Gender'] == 'Female']\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hist(female['Income (USD/Month)'],color='tan')\n",
+ "plt.title('Distribution of women monthly income ')\n",
+ "plt.ylabel('Frequency')\n",
+ "plt.xlabel('Monthly Income in (USD)')\n",
+ "plt.legend()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Gender\n",
+ "Male 26562\n",
+ "Female 22609\n",
+ "Name: count, dtype: int64"
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cust['Gender'].value_counts()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Who earns more between men and women"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Men earn 60693584 more the women\n"
+ ]
+ }
+ ],
+ "source": [
+ "sum_female=female['Income (USD/Month)'].sum()\n",
+ "sum_male =male['Income (USD/Month)'].sum()\n",
+ "ans= sum_male- sum_female\n",
+ "print(f'Men earn {ans} more the women')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Which age earns more money"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Age vs Income')"
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(cust['Age'][:2000],cust['Income (USD/Month)'][:2000],color= 'tomato')\n",
+ "plt.xlabel('Age')\n",
+ "\n",
+ "plt.ylabel('Income')\n",
+ "plt.title('Age vs Income')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# From the above graph we can conlude that most people between age 20-40 earn below $25000"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Transaction"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Transaction ID | \n",
+ " Customer ID | \n",
+ " Payment_Mode | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 10000011 | \n",
+ " 29290 | \n",
+ " Card | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 10000012 | \n",
+ " 27703 | \n",
+ " Card | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 10000013 | \n",
+ " 28712 | \n",
+ " Cash | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 10000014 | \n",
+ " 28020 | \n",
+ " Cash | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 10000015 | \n",
+ " 27182 | \n",
+ " Card | \n",
+ "
\n",
+ " \n",
+ " | ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " | 440093 | \n",
+ " 10440104 | \n",
+ " 53286 | \n",
+ " Cash | \n",
+ "
\n",
+ " \n",
+ " | 440094 | \n",
+ " 10440105 | \n",
+ " 52265 | \n",
+ " Cash | \n",
+ "
\n",
+ " \n",
+ " | 440095 | \n",
+ " 10440106 | \n",
+ " 52175 | \n",
+ " Card | \n",
+ "
\n",
+ " \n",
+ " | 440096 | \n",
+ " 10440107 | \n",
+ " 52917 | \n",
+ " Card | \n",
+ "
\n",
+ " \n",
+ " | 440097 | \n",
+ " 10440108 | \n",
+ " 51587 | \n",
+ " Card | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
440098 rows × 3 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Transaction ID Customer ID Payment_Mode\n",
+ "0 10000011 29290 Card\n",
+ "1 10000012 27703 Card\n",
+ "2 10000013 28712 Cash\n",
+ "3 10000014 28020 Cash\n",
+ "4 10000015 27182 Card\n",
+ "... ... ... ...\n",
+ "440093 10440104 53286 Cash\n",
+ "440094 10440105 52265 Cash\n",
+ "440095 10440106 52175 Card\n",
+ "440096 10440107 52917 Card\n",
+ "440097 10440108 51587 Card\n",
+ "\n",
+ "[440098 rows x 3 columns]"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "trans= pd.read_csv(r'E:\\dataglacier\\DataSets\\Transaction_ID.csv')\n",
+ "trans"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Payment Mode Distribution')"
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "colors =['forestgreen','palegreen']\n",
+ "trans['Payment_Mode'].value_counts().plot(kind='bar', color=colors)\n",
+ "plt.title('Payment Mode Distribution')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Transaction ID | \n",
+ " Customer ID | \n",
+ " Payment_Mode | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 10000011 | \n",
+ " 29290 | \n",
+ " Card | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 10000012 | \n",
+ " 27703 | \n",
+ " Card | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 10000013 | \n",
+ " 28712 | \n",
+ " Cash | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 10000014 | \n",
+ " 28020 | \n",
+ " Cash | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 10000015 | \n",
+ " 27182 | \n",
+ " Card | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Transaction ID Customer ID Payment_Mode\n",
+ "0 10000011 29290 Card\n",
+ "1 10000012 27703 Card\n",
+ "2 10000013 28712 Cash\n",
+ "3 10000014 28020 Cash\n",
+ "4 10000015 27182 Card"
+ ]
+ },
+ "execution_count": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "trans.head(5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Cab data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cab = pd.read_csv(r'E:\\dataglacier\\DataSets\\Cab_Data.csv')\n",
+ "cab=cab.sample(frac=1,ignore_index=True)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Since I have randomise the data I assume the data is equally randomisedistributred"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# View first twenty thousand\n",
+ "cab=cab.head(20000)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import datetime\n",
+ "ex_date= cab['Date of Travel']\n",
+ "year =[]\n",
+ "for i in range(len(ex_date)):\n",
+ " excel_based_date = datetime.datetime(1899,12,30)\n",
+ " date = excel_based_date + datetime.timedelta(days=int(ex_date[i]))\n",
+ " year.append(date.year)\n",
+ "cab['Year of Travel']= year"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\birge\\AppData\\Local\\Temp\\ipykernel_31940\\771131150.py:1: FutureWarning: \n",
+ "\n",
+ "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n",
+ "\n",
+ " sn.barplot(x='City',y='Cost of Trip', hue='Company',data=cab,ci=None)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 55,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sn.barplot(x='City',y='Cost of Trip', hue='Company',data=cab,ci=None)\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.title('Cost of travel against Cities in relation to Company')\n",
+ "plt.legend(title='Company', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\birge\\AppData\\Local\\Temp\\ipykernel_31940\\4061192504.py:1: FutureWarning: \n",
+ "\n",
+ "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n",
+ "\n",
+ " ax=sn.barplot(x='City', y='Price Charged',data=cab, ci=None,width=0.9)\n",
+ "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Price Chargered per city ')"
+ ]
+ },
+ "execution_count": 57,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ax=sn.barplot(x='City', y='Price Charged',data=cab, ci=None,width=0.9)\n",
+ "plt.xticks(rotation=90)\n",
+ "# for p in ax.patches:\n",
+ "# ax.annotate(f'{p.get_height():.1f}', (p.get_x() + p.get_width() / 2., p.get_height()- 1),rotation=90,\n",
+ "# ha='center', va='center', fontsize=10, color='black', xytext=(0, 5), \n",
+ "# textcoords='offset points')\n",
+ "plt.legend(title='Company', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
+ "plt.tight_layout(pad=0.2)\n",
+ "plt.title('Price Chargered per city ')\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Transaction ID | \n",
+ " Date of Travel | \n",
+ " Company | \n",
+ " City | \n",
+ " KM Travelled | \n",
+ " Price Charged | \n",
+ " Cost of Trip | \n",
+ " Year of Travel | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 10373333 | \n",
+ " 43348 | \n",
+ " Yellow Cab | \n",
+ " NEW YORK NY | \n",
+ " 12.21 | \n",
+ " 302.63 | \n",
+ " 158.2416 | \n",
+ " 2018 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 10243901 | \n",
+ " 43027 | \n",
+ " Yellow Cab | \n",
+ " NEW YORK NY | \n",
+ " 33.60 | \n",
+ " 717.93 | \n",
+ " 419.3280 | \n",
+ " 2017 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 10350623 | \n",
+ " 43301 | \n",
+ " Pink Cab | \n",
+ " LOS ANGELES CA | \n",
+ " 30.16 | \n",
+ " 371.90 | \n",
+ " 325.7280 | \n",
+ " 2018 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 10254691 | \n",
+ " 43048 | \n",
+ " Yellow Cab | \n",
+ " BOSTON MA | \n",
+ " 28.28 | \n",
+ " 414.52 | \n",
+ " 380.0832 | \n",
+ " 2017 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 10002693 | \n",
+ " 42382 | \n",
+ " Yellow Cab | \n",
+ " WASHINGTON DC | \n",
+ " 9.28 | \n",
+ " 151.39 | \n",
+ " 120.2688 | \n",
+ " 2016 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Transaction ID Date of Travel Company City KM Travelled \\\n",
+ "0 10373333 43348 Yellow Cab NEW YORK NY 12.21 \n",
+ "1 10243901 43027 Yellow Cab NEW YORK NY 33.60 \n",
+ "2 10350623 43301 Pink Cab LOS ANGELES CA 30.16 \n",
+ "3 10254691 43048 Yellow Cab BOSTON MA 28.28 \n",
+ "4 10002693 42382 Yellow Cab WASHINGTON DC 9.28 \n",
+ "\n",
+ " Price Charged Cost of Trip Year of Travel \n",
+ "0 302.63 158.2416 2018 \n",
+ "1 717.93 419.3280 2017 \n",
+ "2 371.90 325.7280 2018 \n",
+ "3 414.52 380.0832 2017 \n",
+ "4 151.39 120.2688 2016 "
+ ]
+ },
+ "execution_count": 49,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cab.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Cross tab"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Correlation heatmap')"
+ ]
+ },
+ "execution_count": 50,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "cross= cab.drop(['Transaction ID','Company','City'],axis=1)\n",
+ "sn.heatmap(cross.corr(),cbar=True,linewidths=0.5)\n",
+ "plt.title('Correlation heatmap')\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Date of Travel\n",
+ "43105 12\n",
+ "42995 10\n",
+ "43449 10\n",
+ "43407 9\n",
+ "43414 9\n",
+ " ..\n",
+ "42646 1\n",
+ "42579 1\n",
+ "43179 1\n",
+ "42929 1\n",
+ "42751 1\n",
+ "Name: count, Length: 812, dtype: int64"
+ ]
+ },
+ "execution_count": 51,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cab['Date of Travel'].value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Number of visits to company per year')"
+ ]
+ },
+ "execution_count": 52,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "pd.crosstab(cab['Year of Travel'], cab['Company']).plot(kind='bar')\n",
+ "plt.legend(title='Company', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
+ "plt.title('Number of visits to company per year')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\birge\\AppData\\Local\\Temp\\ipykernel_31940\\3399147119.py:1: FutureWarning: \n",
+ "\n",
+ "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n",
+ "\n",
+ " sn.barplot(x='Year of Travel',y='Price Charged', ci=None,data=cab, hue='Company')\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Price charged per year')"
+ ]
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sn.barplot(x='Year of Travel',y='Price Charged', ci=None,data=cab, hue='Company')\n",
+ "plt.legend(title='Company', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
+ "plt.title('Price charged per year')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Transaction ID | \n",
+ " Date of Travel | \n",
+ " Company | \n",
+ " City | \n",
+ " KM Travelled | \n",
+ " Price Charged | \n",
+ " Cost of Trip | \n",
+ " Year of Travel | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 10373333 | \n",
+ " 43348 | \n",
+ " Yellow Cab | \n",
+ " NEW YORK NY | \n",
+ " 12.21 | \n",
+ " 302.63 | \n",
+ " 158.2416 | \n",
+ " 2018 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 10243901 | \n",
+ " 43027 | \n",
+ " Yellow Cab | \n",
+ " NEW YORK NY | \n",
+ " 33.60 | \n",
+ " 717.93 | \n",
+ " 419.3280 | \n",
+ " 2017 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 10350623 | \n",
+ " 43301 | \n",
+ " Pink Cab | \n",
+ " LOS ANGELES CA | \n",
+ " 30.16 | \n",
+ " 371.90 | \n",
+ " 325.7280 | \n",
+ " 2018 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 10254691 | \n",
+ " 43048 | \n",
+ " Yellow Cab | \n",
+ " BOSTON MA | \n",
+ " 28.28 | \n",
+ " 414.52 | \n",
+ " 380.0832 | \n",
+ " 2017 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 10002693 | \n",
+ " 42382 | \n",
+ " Yellow Cab | \n",
+ " WASHINGTON DC | \n",
+ " 9.28 | \n",
+ " 151.39 | \n",
+ " 120.2688 | \n",
+ " 2016 | \n",
+ "
\n",
+ " \n",
+ " | ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " | 19995 | \n",
+ " 10242861 | \n",
+ " 43028 | \n",
+ " Yellow Cab | \n",
+ " LOS ANGELES CA | \n",
+ " 6.90 | \n",
+ " 130.05 | \n",
+ " 96.0480 | \n",
+ " 2017 | \n",
+ "
\n",
+ " \n",
+ " | 19996 | \n",
+ " 10037494 | \n",
+ " 42513 | \n",
+ " Yellow Cab | \n",
+ " NEW YORK NY | \n",
+ " 4.95 | \n",
+ " 154.71 | \n",
+ " 65.9340 | \n",
+ " 2016 | \n",
+ "
\n",
+ " \n",
+ " | 19997 | \n",
+ " 10411712 | \n",
+ " 43430 | \n",
+ " Pink Cab | \n",
+ " BOSTON MA | \n",
+ " 14.04 | \n",
+ " 185.18 | \n",
+ " 160.0560 | \n",
+ " 2018 | \n",
+ "
\n",
+ " \n",
+ " | 19998 | \n",
+ " 10212451 | \n",
+ " 42972 | \n",
+ " Pink Cab | \n",
+ " SAN DIEGO CA | \n",
+ " 15.52 | \n",
+ " 238.84 | \n",
+ " 170.7200 | \n",
+ " 2017 | \n",
+ "
\n",
+ " \n",
+ " | 19999 | \n",
+ " 10212010 | \n",
+ " 42973 | \n",
+ " Pink Cab | \n",
+ " DALLAS TX | \n",
+ " 6.06 | \n",
+ " 71.72 | \n",
+ " 67.2660 | \n",
+ " 2017 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
20000 rows × 8 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Transaction ID Date of Travel Company City \\\n",
+ "0 10373333 43348 Yellow Cab NEW YORK NY \n",
+ "1 10243901 43027 Yellow Cab NEW YORK NY \n",
+ "2 10350623 43301 Pink Cab LOS ANGELES CA \n",
+ "3 10254691 43048 Yellow Cab BOSTON MA \n",
+ "4 10002693 42382 Yellow Cab WASHINGTON DC \n",
+ "... ... ... ... ... \n",
+ "19995 10242861 43028 Yellow Cab LOS ANGELES CA \n",
+ "19996 10037494 42513 Yellow Cab NEW YORK NY \n",
+ "19997 10411712 43430 Pink Cab BOSTON MA \n",
+ "19998 10212451 42972 Pink Cab SAN DIEGO CA \n",
+ "19999 10212010 42973 Pink Cab DALLAS TX \n",
+ "\n",
+ " KM Travelled Price Charged Cost of Trip Year of Travel \n",
+ "0 12.21 302.63 158.2416 2018 \n",
+ "1 33.60 717.93 419.3280 2017 \n",
+ "2 30.16 371.90 325.7280 2018 \n",
+ "3 28.28 414.52 380.0832 2017 \n",
+ "4 9.28 151.39 120.2688 2016 \n",
+ "... ... ... ... ... \n",
+ "19995 6.90 130.05 96.0480 2017 \n",
+ "19996 4.95 154.71 65.9340 2016 \n",
+ "19997 14.04 185.18 160.0560 2018 \n",
+ "19998 15.52 238.84 170.7200 2017 \n",
+ "19999 6.06 71.72 67.2660 2017 \n",
+ "\n",
+ "[20000 rows x 8 columns]"
+ ]
+ },
+ "execution_count": 40,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cab"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
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+ "language": "python",
+ "name": "python3"
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+ "language_info": {
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