diff --git a/.ipynb_checkpoints/Data_Visualization_W2-checkpoint.ipynb b/.ipynb_checkpoints/Data_Visualization_W2-checkpoint.ipynb
new file mode 100644
index 0000000..494416b
--- /dev/null
+++ b/.ipynb_checkpoints/Data_Visualization_W2-checkpoint.ipynb
@@ -0,0 +1,31060 @@
+{
+ "cells": [
+ {
+ "cell_type": "raw",
+ "id": "02817c81-bfac-4631-961a-36de5ddc0dc7",
+ "metadata": {},
+ "source": [
+ "1. What is the general outlook and statistics of the data?\n",
+ "* a. Data types\n",
+ "* b. Number of rows and columns\n",
+ "* c. Description of attributes\n",
+ "* d. Statistical outlook\n",
+ "* e. NaN values\n",
+ "\n",
+ "Tip: You do not need to use graphs to answer this question. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "0bc8ac6d-4a61-42f6-97e4-5494e8b577f3",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np # linear algebra\n",
+ "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
+ "\n",
+ "import plotly.express as px\n",
+ "import plotly.io as pio\n",
+ "import plotly.graph_objects as go\n",
+ "from plotly.subplots import make_subplots\n",
+ "\n",
+ "import seaborn as sns\n",
+ "import matplotlib\n",
+ "from matplotlib import pyplot as plt\n",
+ "%matplotlib inline\n",
+ "\n",
+ "pd.pandas.set_option('display.max_columns',None)\n",
+ "pd.pandas.set_option('display.max_rows',None)\n",
+ "import warnings\n",
+ "warnings.filterwarnings('ignore')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "f24553c1-6ef0-4a60-9883-2444d317b07f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pd.read_csv('insurance.csv')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "b87d3186-cb78-41cd-99fb-7d5d4cda49b0",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
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+ "\n",
+ "
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+ " \n",
+ " \n",
+ " | \n",
+ " age | \n",
+ " sex | \n",
+ " bmi | \n",
+ " children | \n",
+ " smoker | \n",
+ " region | \n",
+ " charges | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 19 | \n",
+ " female | \n",
+ " 27.900 | \n",
+ " 0 | \n",
+ " yes | \n",
+ " southwest | \n",
+ " 16884.92400 | \n",
+ "
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+ " \n",
+ " | 1 | \n",
+ " 18 | \n",
+ " male | \n",
+ " 33.770 | \n",
+ " 1 | \n",
+ " no | \n",
+ " southeast | \n",
+ " 1725.55230 | \n",
+ "
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+ " \n",
+ " | 2 | \n",
+ " 28 | \n",
+ " male | \n",
+ " 33.000 | \n",
+ " 3 | \n",
+ " no | \n",
+ " southeast | \n",
+ " 4449.46200 | \n",
+ "
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+ " \n",
+ " | 3 | \n",
+ " 33 | \n",
+ " male | \n",
+ " 22.705 | \n",
+ " 0 | \n",
+ " no | \n",
+ " northwest | \n",
+ " 21984.47061 | \n",
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+ " \n",
+ " | 4 | \n",
+ " 32 | \n",
+ " male | \n",
+ " 28.880 | \n",
+ " 0 | \n",
+ " no | \n",
+ " northwest | \n",
+ " 3866.85520 | \n",
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+ "text/plain": [
+ " age sex bmi children smoker region charges\n",
+ "0 19 female 27.900 0 yes southwest 16884.92400\n",
+ "1 18 male 33.770 1 no southeast 1725.55230\n",
+ "2 28 male 33.000 3 no southeast 4449.46200\n",
+ "3 33 male 22.705 0 no northwest 21984.47061\n",
+ "4 32 male 28.880 0 no northwest 3866.85520"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.head()"
+ ]
+ },
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+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "6842a1a3-924a-4d5c-883b-586500a9e498",
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+ "outputs": [
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+ "data": {
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+ "\n",
+ "\n",
+ "
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+ " \n",
+ " \n",
+ " | \n",
+ " count | \n",
+ " mean | \n",
+ " std | \n",
+ " min | \n",
+ " 25% | \n",
+ " 50% | \n",
+ " 75% | \n",
+ " max | \n",
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+ " \n",
+ " \n",
+ " \n",
+ " | age | \n",
+ " 1338.0 | \n",
+ " 39.207025 | \n",
+ " 14.049960 | \n",
+ " 18.0000 | \n",
+ " 27.00000 | \n",
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+ " \n",
+ " | bmi | \n",
+ " 1338.0 | \n",
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+ " | charges | \n",
+ " 1338.0 | \n",
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+ " 1121.8739 | \n",
+ " 4740.28715 | \n",
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+ " count mean std min 25% 50% \\\n",
+ "age 1338.0 39.207025 14.049960 18.0000 27.00000 39.000 \n",
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+ "source": [
+ "df.describe().T"
+ ]
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+ "id": "4e6f0f4d-0f68-430c-879b-ff5480c39c4e",
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+ "Data columns (total 7 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
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+ " 5 region 1338 non-null object \n",
+ " 6 charges 1338 non-null float64\n",
+ "dtypes: float64(2), int64(2), object(3)\n",
+ "memory usage: 73.3+ KB\n"
+ ]
+ }
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+ "source": [
+ "df.info()"
+ ]
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+ "execution_count": 7,
+ "id": "e6b07fc2-2f53-4b3d-92e7-85c8d82d7c07",
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+ "fig.show()"
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+ "execution_count": 9,
+ "id": "da83711d-715b-4b0f-af9a-52b693bc2a66",
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = px.histogram(df, x=\"children\")\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "25d55009-3d75-4dfa-8875-08ff01693d86",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "alignmentgroup": "True",
+ "bingroup": "x",
+ "hovertemplate": "smoker=%{x}
count=%{y}",
+ "legendgroup": "",
+ "marker": {
+ "color": "#636efa",
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "",
+ "offsetgroup": "",
+ "orientation": "v",
+ "showlegend": false,
+ "type": "histogram",
+ "x": [
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = px.histogram(df, x=\"smoker\")\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "d877a839-028f-40b3-9bfb-438b5429c0ac",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "alignmentgroup": "True",
+ "bingroup": "x",
+ "hovertemplate": "region=%{x}
count=%{y}",
+ "legendgroup": "",
+ "marker": {
+ "color": "#636efa",
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "",
+ "offsetgroup": "",
+ "orientation": "v",
+ "showlegend": false,
+ "type": "histogram",
+ "x": [
+ "southwest",
+ "southeast",
+ "southeast",
+ "northwest",
+ "northwest",
+ "southeast",
+ "southeast",
+ "northwest",
+ "northeast",
+ "northwest",
+ "northeast",
+ "southeast",
+ "southwest",
+ "southeast",
+ "southeast",
+ "southwest",
+ "northeast",
+ "northeast",
+ "southwest",
+ "southwest",
+ "northeast",
+ "southwest",
+ "southeast",
+ "northeast",
+ "northwest",
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = px.histogram(df, x=\"region\")\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "5cb5eb47-ee96-435c-a177-53627e6cbdf4",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = px.bar(y=df.region.value_counts(),x=df.region.value_counts().index)\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "37a224b9-e9aa-469f-ae26-2de8fb26e740",
+ "metadata": {},
+ "source": [
+ "The significant difference is in smoker and children data, as it is clear that most people in this data don't smoke and rarly will have children more than 3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2b9091ee-79b7-4091-89a4-c7ce79c407cd",
+ "metadata": {},
+ "source": [
+ "3. What is the dispersion of medical costs regarding the categorical variables? Is there any observation that stands out? Do you see any significant change if you add a third categorical variable?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "3ac88c83-fe7b-4824-9a5c-7ecdd3e51c35",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "alignmentgroup": "True",
+ "bingroup": "x",
+ "hovertemplate": "smoker=yes
charges=%{x}
count=%{y}",
+ "legendgroup": "yes",
+ "marker": {
+ "color": "#636efa",
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "yes",
+ "offsetgroup": "yes",
+ "orientation": "v",
+ "showlegend": true,
+ "type": "histogram",
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+ "bgcolor": "#E5ECF6",
+ "caxis": {
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+ "title": {
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+ },
+ "xaxis": {
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+ "gridcolor": "white",
+ "linecolor": "white",
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+ "zerolinecolor": "white",
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+ "domain": [
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+ "range": [
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+ "title": {
+ "text": "charges"
+ },
+ "type": "linear"
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+ "yaxis": {
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+ "domain": [
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+ "range": [
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+ "title": {
+ "text": "count"
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+ }
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = px.histogram(df, x=\"charges\", color='smoker')\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "f9dc640e-d79f-4082-9579-ed003f4349d3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "alignmentgroup": "True",
+ "bingroup": "x",
+ "hovertemplate": "children=0
charges=%{x}
count=%{y}",
+ "legendgroup": "0",
+ "marker": {
+ "color": "#636efa",
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "0",
+ "offsetgroup": "0",
+ "orientation": "v",
+ "showlegend": true,
+ "type": "histogram",
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = px.histogram(df, x=\"charges\", color='children')\n",
+ "fig.show()"
+ ]
+ },
+ {
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+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = px.histogram(df, x=\"charges\", color='sex')\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "9948c35b-6576-4d94-a22d-6709e1fdaeb2",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "alignmentgroup": "True",
+ "bingroup": "x",
+ "hovertemplate": "age=19
charges=%{x}
count=%{y}",
+ "legendgroup": "19",
+ "marker": {
+ "color": "#636efa",
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "19",
+ "offsetgroup": "19",
+ "orientation": "v",
+ "showlegend": true,
+ "type": "histogram",
+ "x": [
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+ }
+ ],
+ "source": [
+ "fig = px.histogram(df, x=\"charges\", color='age')\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "cf4ff91d-3aec-4915-aa69-9da267602e48",
+ "metadata": {},
+ "source": [
+ "It is clear that smokers pay more charges than non-smokers"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5c7ecf0e-6efb-406b-bbbc-c9b01ded0852",
+ "metadata": {},
+ "source": [
+ "4. How is the distribution of numerical variables? "
+ ]
+ },
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+ "execution_count": 17,
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+ },
+ "metadata": {},
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+ }
+ ],
+ "source": [
+ "fig = px.violin(df, y=\"age\",)\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "ea85da46-8da8-4e2a-916a-372ed1d67a7a",
+ "metadata": {},
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+ },
+ "data": [
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+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = px.violin(df, y=\"bmi\",)\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "f32c43ff-460c-4791-8d82-f3f1f14a23d5",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
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+ "alignmentgroup": "True",
+ "box": {
+ "visible": false
+ },
+ "hovertemplate": "charges=%{y}",
+ "legendgroup": "",
+ "marker": {
+ "color": "#636efa"
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+ "name": "",
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+ "orientation": "v",
+ "scalegroup": "True",
+ "showlegend": false,
+ "type": "violin",
+ "x0": " ",
+ "xaxis": "x",
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = px.violin(df, y=\"charges\",)\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "2738186b-b6c3-4840-964b-a23afc7a09d1",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "alignmentgroup": "True",
+ "bingroup": "x",
+ "histfunc": "sum",
+ "hovertemplate": "age=%{x}
sum of charges=%{y}",
+ "legendgroup": "",
+ "marker": {
+ "color": "#636efa",
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "",
+ "nbinsx": 10,
+ "offsetgroup": "",
+ "orientation": "v",
+ "showlegend": false,
+ "type": "histogram",
+ "x": [
+ 19,
+ 18,
+ 28,
+ 33,
+ 32,
+ 31,
+ 46,
+ 37,
+ 37,
+ 60,
+ 25,
+ 62,
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = px.histogram(df, x=\"age\", y=\"charges\", nbins=10)\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0c76fd5f-bb92-4e0b-b10a-a81511be5c1b",
+ "metadata": {},
+ "source": [
+ "the above chart shows that older people pay more charges"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.10.6"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/.ipynb_checkpoints/README-checkpoint.md b/.ipynb_checkpoints/README-checkpoint.md
new file mode 100644
index 0000000..4200979
--- /dev/null
+++ b/.ipynb_checkpoints/README-checkpoint.md
@@ -0,0 +1,30 @@
+# Class7-Data_Visualization-Week21
+
+
+Data Set
+
+https://www.kaggle.com/datasets/mirichoi0218/insurance
+
+Please use the necessary graphs to answer the following questions by using the Plotly library and state your observations in a couple of sentences for each question.
+
+1. What is the general outlook and statistics of the data?
+* a. Data types
+* b. Number of rows and columns
+* c. Description of attributes
+* d. Statistical outlook
+* e. NaN values
+
+Tip: You do not need to use graphs to answer this question.
+
+
+2. What is the frequency of categorical variables? Is there any significant difference in frequencies?
+
+Tip: You can use bar chart and pie chart with subplots.
+
+
+3. What is the dispersion of medical costs regarding the categorical variables? Is there any observation that stands out? Do you see any significant change if you add a third categorical variable?
+
+Tip: You can use bar chart and compare the total and average values of numerical variables across the categorical variables.
+
+
+4. How is the distribution of numerical variables?
diff --git a/Data_Visualization_W2.ipynb b/Data_Visualization_W2.ipynb
new file mode 100644
index 0000000..494416b
--- /dev/null
+++ b/Data_Visualization_W2.ipynb
@@ -0,0 +1,31060 @@
+{
+ "cells": [
+ {
+ "cell_type": "raw",
+ "id": "02817c81-bfac-4631-961a-36de5ddc0dc7",
+ "metadata": {},
+ "source": [
+ "1. What is the general outlook and statistics of the data?\n",
+ "* a. Data types\n",
+ "* b. Number of rows and columns\n",
+ "* c. Description of attributes\n",
+ "* d. Statistical outlook\n",
+ "* e. NaN values\n",
+ "\n",
+ "Tip: You do not need to use graphs to answer this question. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "0bc8ac6d-4a61-42f6-97e4-5494e8b577f3",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np # linear algebra\n",
+ "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
+ "\n",
+ "import plotly.express as px\n",
+ "import plotly.io as pio\n",
+ "import plotly.graph_objects as go\n",
+ "from plotly.subplots import make_subplots\n",
+ "\n",
+ "import seaborn as sns\n",
+ "import matplotlib\n",
+ "from matplotlib import pyplot as plt\n",
+ "%matplotlib inline\n",
+ "\n",
+ "pd.pandas.set_option('display.max_columns',None)\n",
+ "pd.pandas.set_option('display.max_rows',None)\n",
+ "import warnings\n",
+ "warnings.filterwarnings('ignore')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "f24553c1-6ef0-4a60-9883-2444d317b07f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pd.read_csv('insurance.csv')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "b87d3186-cb78-41cd-99fb-7d5d4cda49b0",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " age | \n",
+ " sex | \n",
+ " bmi | \n",
+ " children | \n",
+ " smoker | \n",
+ " region | \n",
+ " charges | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 19 | \n",
+ " female | \n",
+ " 27.900 | \n",
+ " 0 | \n",
+ " yes | \n",
+ " southwest | \n",
+ " 16884.92400 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 18 | \n",
+ " male | \n",
+ " 33.770 | \n",
+ " 1 | \n",
+ " no | \n",
+ " southeast | \n",
+ " 1725.55230 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 28 | \n",
+ " male | \n",
+ " 33.000 | \n",
+ " 3 | \n",
+ " no | \n",
+ " southeast | \n",
+ " 4449.46200 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 33 | \n",
+ " male | \n",
+ " 22.705 | \n",
+ " 0 | \n",
+ " no | \n",
+ " northwest | \n",
+ " 21984.47061 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 32 | \n",
+ " male | \n",
+ " 28.880 | \n",
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+ "fig.show()"
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+ "execution_count": 9,
+ "id": "da83711d-715b-4b0f-af9a-52b693bc2a66",
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = px.histogram(df, x=\"children\")\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "25d55009-3d75-4dfa-8875-08ff01693d86",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "alignmentgroup": "True",
+ "bingroup": "x",
+ "hovertemplate": "smoker=%{x}
count=%{y}",
+ "legendgroup": "",
+ "marker": {
+ "color": "#636efa",
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "",
+ "offsetgroup": "",
+ "orientation": "v",
+ "showlegend": false,
+ "type": "histogram",
+ "x": [
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = px.histogram(df, x=\"smoker\")\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "d877a839-028f-40b3-9bfb-438b5429c0ac",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "alignmentgroup": "True",
+ "bingroup": "x",
+ "hovertemplate": "region=%{x}
count=%{y}",
+ "legendgroup": "",
+ "marker": {
+ "color": "#636efa",
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "",
+ "offsetgroup": "",
+ "orientation": "v",
+ "showlegend": false,
+ "type": "histogram",
+ "x": [
+ "southwest",
+ "southeast",
+ "southeast",
+ "northwest",
+ "northwest",
+ "southeast",
+ "southeast",
+ "northwest",
+ "northeast",
+ "northwest",
+ "northeast",
+ "southeast",
+ "southwest",
+ "southeast",
+ "southeast",
+ "southwest",
+ "northeast",
+ "northeast",
+ "southwest",
+ "southwest",
+ "northeast",
+ "southwest",
+ "southeast",
+ "northeast",
+ "northwest",
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = px.histogram(df, x=\"region\")\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "5cb5eb47-ee96-435c-a177-53627e6cbdf4",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = px.bar(y=df.region.value_counts(),x=df.region.value_counts().index)\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "37a224b9-e9aa-469f-ae26-2de8fb26e740",
+ "metadata": {},
+ "source": [
+ "The significant difference is in smoker and children data, as it is clear that most people in this data don't smoke and rarly will have children more than 3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2b9091ee-79b7-4091-89a4-c7ce79c407cd",
+ "metadata": {},
+ "source": [
+ "3. What is the dispersion of medical costs regarding the categorical variables? Is there any observation that stands out? Do you see any significant change if you add a third categorical variable?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "3ac88c83-fe7b-4824-9a5c-7ecdd3e51c35",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "alignmentgroup": "True",
+ "bingroup": "x",
+ "hovertemplate": "smoker=yes
charges=%{x}
count=%{y}",
+ "legendgroup": "yes",
+ "marker": {
+ "color": "#636efa",
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "yes",
+ "offsetgroup": "yes",
+ "orientation": "v",
+ "showlegend": true,
+ "type": "histogram",
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+ "bgcolor": "#E5ECF6",
+ "caxis": {
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+ "title": {
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+ },
+ "xaxis": {
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+ "gridcolor": "white",
+ "linecolor": "white",
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+ "zerolinecolor": "white",
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+ "domain": [
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+ "range": [
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+ "title": {
+ "text": "charges"
+ },
+ "type": "linear"
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+ "yaxis": {
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+ "domain": [
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+ "range": [
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+ "title": {
+ "text": "count"
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+ }
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = px.histogram(df, x=\"charges\", color='smoker')\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "f9dc640e-d79f-4082-9579-ed003f4349d3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "alignmentgroup": "True",
+ "bingroup": "x",
+ "hovertemplate": "children=0
charges=%{x}
count=%{y}",
+ "legendgroup": "0",
+ "marker": {
+ "color": "#636efa",
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "0",
+ "offsetgroup": "0",
+ "orientation": "v",
+ "showlegend": true,
+ "type": "histogram",
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = px.histogram(df, x=\"charges\", color='children')\n",
+ "fig.show()"
+ ]
+ },
+ {
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+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = px.histogram(df, x=\"charges\", color='sex')\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "9948c35b-6576-4d94-a22d-6709e1fdaeb2",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "alignmentgroup": "True",
+ "bingroup": "x",
+ "hovertemplate": "age=19
charges=%{x}
count=%{y}",
+ "legendgroup": "19",
+ "marker": {
+ "color": "#636efa",
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "19",
+ "offsetgroup": "19",
+ "orientation": "v",
+ "showlegend": true,
+ "type": "histogram",
+ "x": [
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+ }
+ ],
+ "source": [
+ "fig = px.histogram(df, x=\"charges\", color='age')\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "cf4ff91d-3aec-4915-aa69-9da267602e48",
+ "metadata": {},
+ "source": [
+ "It is clear that smokers pay more charges than non-smokers"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5c7ecf0e-6efb-406b-bbbc-c9b01ded0852",
+ "metadata": {},
+ "source": [
+ "4. How is the distribution of numerical variables? "
+ ]
+ },
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+ "execution_count": 17,
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+ },
+ "metadata": {},
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+ }
+ ],
+ "source": [
+ "fig = px.violin(df, y=\"age\",)\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "ea85da46-8da8-4e2a-916a-372ed1d67a7a",
+ "metadata": {},
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+ },
+ "data": [
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+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = px.violin(df, y=\"bmi\",)\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "f32c43ff-460c-4791-8d82-f3f1f14a23d5",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
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+ "alignmentgroup": "True",
+ "box": {
+ "visible": false
+ },
+ "hovertemplate": "charges=%{y}",
+ "legendgroup": "",
+ "marker": {
+ "color": "#636efa"
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+ "name": "",
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+ "orientation": "v",
+ "scalegroup": "True",
+ "showlegend": false,
+ "type": "violin",
+ "x0": " ",
+ "xaxis": "x",
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = px.violin(df, y=\"charges\",)\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "2738186b-b6c3-4840-964b-a23afc7a09d1",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "alignmentgroup": "True",
+ "bingroup": "x",
+ "histfunc": "sum",
+ "hovertemplate": "age=%{x}
sum of charges=%{y}",
+ "legendgroup": "",
+ "marker": {
+ "color": "#636efa",
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "",
+ "nbinsx": 10,
+ "offsetgroup": "",
+ "orientation": "v",
+ "showlegend": false,
+ "type": "histogram",
+ "x": [
+ 19,
+ 18,
+ 28,
+ 33,
+ 32,
+ 31,
+ 46,
+ 37,
+ 37,
+ 60,
+ 25,
+ 62,
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nY/eVcBEeO8msJkCAAAECVRcQ4VWfkP0RIFAlAREem0bfRnj2EvMf/ewXQ/TO/9h5+cvSr7zs4vzu6Nl7wrOXo4vw2ElmNQECBAgQqLqACK/6hOyPAIEqCYjw2DT6NsJjbP++2nvCi5L0OAQIECBAYOIERPjE2TsyAQL1ExDhsZmJ8JhfEuFBQMsJECBAgEAFBER4BYZgCwQI1EZAhMdGJcJjfiI86Gc5AQIECBCogoAIr8IU7IEAgboIiPDYpER4zE+EB/0sJ0CAAAECVRAQ4VWYgj0QIFAXAREem5QIj/mJ8KCf5QQIECBAoAoCIrwKU7AHAgTqIiDCY5MqJMKzO42/ceLNNLh5IN9Ndmfxw08/n1p3G583Z1ZslxVe7T3hFR6OrREgQIAAgVEKiPBRQvk2AgQIpJREeOw0CEf4seMn0tI129LqZbfkH+eVff72I48ezIP850d+2f73KZMnxXZa0dUivKKDsS0CBAj0gYBw7IMhe4oECBCooIAIjw2lkAgf2LQzrVt1a8queGdXxbOv+zauSE89+0LaunNfGty8Ks2YNjW204quFuEVHYxtESBAoA8ERHgfDNlTJECAQAUFRHhsKOEIP3X6bP7y88WLFqZrrr7ifVfFd+zen/ZsXyvCY3OymgABAgQIvE9AhDspCBAgQGAiBER4TD0c4dnhsyvet23YkU6+dSbddMP1+VXw1svUPzP78vy/m/rlSnhTJ+t5ESBAoPoCIrz6M7JDAgQINFFAhMemWkiEx7ZQ79UivN7zs3sCBAjUWUCE13l69k6AAIH6Cojw2OxEeMzPR5QF/SwnQIAAgd4FRHjvdlYSIECAQO8CIrx3u2ylCI/5ifCgn+UECBAg0LuACO/dzkoCBAgQ6F1AhPduV1iEt27O1vnZ4FdednF+w7brrp2dVi65ObbLCq/2cvQKD8fWCBAg0HABEd7wAXt6BAgQqKiACI8NppAr4dnHkl16yfT057d8Ma3b8u209E//JP+4ss7PDPc54bFBWU2AAAECBLoFRLhzggABAgQmQkCEx9TDEZ7dBb31OeHZ1e/OCPc54bHhWE2AAAECBEYSEOHODwIECBCYCAERHlMf1wh3JTw2HKsJECBAgIAIdw4QIECAQNUERHhsIuEIzw6/a++BdOSZ59KWry9P9+746/zl6DMunJqWrtmWvvTHn/Oe8NiMrCZAgAABAsMKuBLuxCBAgACBiRAQ4TH1QiI820J21fv2u3YN2c39d65MNy6YH9thxVe7MVvFB2R7BAgQaLCACG/wcD01AgQIVFhAhMeGU1iEx7ZR39UivL6zs3MCBAjUXUCE132C9k+AAIF6Cojw2NxEeMzP54QH/SwnQIAAgd4FRHjvdlYSIECAQO8CIrx3u2xlOMKzu6Nn7/0++trxEXfyV3/x5Ua+N9yV8NgJaDUBAgQI9C4gwnu3s5IAAQIEehcQ4b3bFRLh2YO0Pid85ZKb27s5dfpsGtg0mBYvWpg+f92n83+/7trZjQtxER47Aa0mQIAAgd4FRHjvdlYSIECAQO8CIrx3u0IivPNzwufNmTVkN9ld01959fV038YV+Y3bHnn0YBrcPJCmTJ4U23WFVovwCg3DVggQINBnAiK8zwbu6RIgQKAiAiI8NohCXo4+sGlnWrfq1tQd4Z3h/ZuXf5u27tyXBjevSjOmTY3tukKrRXiFhmErBAgQ6DMBEd5nA/d0CRAgUBEBER4bRDjCO1923v1xZJ0R/vMjv0w7du9Pe7avFeGxmVlNgAABAgRyARHuRCBAgACBiRAQ4TH1cIRnh89i++4H9qYH713dvhreumHb6mW35J8Vnr00/cgzz3k5emxeVhMgQIAAgbaACHcyECBAgMBECIjwmHohEZ5t4alnX0i3bdiRTr51pr2j++9cmQd4k7+8HL3J0/XcCBAgUG0BEV7t+dgdAQIEmiogwmOTDUf4SDdmi22tHqtFeD3mZJcECBBoooAIb+JUPScCBAhUX0CEx2YkwmN+SYQHAS0nQIAAgZ4FRHjPdBYSIECAQEBAhAfwUkrhCM8On31O+ILPz238S8+HoxbhsRPQagIECBDoXUCE925nJQECBAj0LiDCe7fLVhYS4dn7wfc8/OO0df3yRn0G+GhoRfholHwPAQIECIyHgAgfD1WPSYAAAQLnEhDh5xIa+efDEd66C/rR144Pe6SZF01r3MeSdT5RER47Aa0mQIAAgd4FRHjvdlYSIECAQO8CIrx3u2xlOMJjh6//ahFe/xl6BgQIEKirgAiv6+TsmwABAvUWEOGx+TUuwrOXxm/duS8Nbl6VZkyb+oE6w32kWuuqfbZo6ZptafqFFwz5XPPWmk9dcUn7x0V47AS0mgABAgR6FxDhvdtZSYAAAQK9C4jw3u2ylY2J8M6XxY/mJfBZUK/fujttWbcszZsza4hi62PXTp0+m766/CvtG85lN6B78ZXfpSmTPyrCY+ed1QQIECBQgIAILwDRQxAgQIDAmAVE+JjJhiwoJMKHu6rcOspogjj2FIauHsuV8HNF+Je+eH06/PTz+Q3nfvPyb/Obz31y5vT0q1+/LMKLHJrHIkCgbwREY9+M2hMlQIAAgQYLiPDYcMMRnl0tHtg0mK67dnb67LzZQ+6SPhEfXTaWCL9tw4508q0zuWDnXxa0roSvW3VreuTAofzj1146eixdPnNG/s8jzzwnwmPnndUECPSpgAjv08F72gQIECDQKAERHhtnOMI7gzXbSuf7sR8/dDg98ujBIe+rjm333KtHG+Hdj5T9hcEbJ97M93r6zNtpYNPOlEV49rVl8Ptp+ic+nl8R/97+nw6J8Hfffe/cm/IdBAgQIJAL/I+v/Z4EAQIECBAgUHMBER4bYKERPuPCqWn9N7+dtnx9eX5TtF6DOPKUej1m57rs+K0Iv/Kyi/Mr/YsXLczfG75r74EhEX7sH9+ObNdaAgQI9JXAprs+0lfP15MlQIAAAQJNFBDhsamGI7zz5egrl9ycsivKl14yPWX/3h2ssa2ObnXREd5907bu5+Tu6KObi+8iUGcBL6Gu8/TsnQABAgQIEChaQITHRMMR3n34zruUn/+x89KD965+393HY1seefUHRXgWz4898WTas31tfpX+uz/4Sfr0VZe195b95UH2dd/GFanzJfYifDyn5bEJ1ENAhNdjTnZJgAABAgQIlCMgwmPOhUd4bDu9r+6M/9aj3HTD9XlUZ1/dEZ69X/32u3a1Dzh/7lXt966L8N7nYCWBJgqI8CZO1XMiQIAAAQIEehUQ4b3K/eu6xkR4jKH31V6O3rudlQTqIiDC6zIp+yRAgAABAgTKEBDhMeVCIny4q9CtbZX9OeExjrGvFuFjN7OCQN0ERHjdJma/BAgQIECAwHgKiPCYbiER3vl+6th26rdahNdvZnZMYKwCInysYr6fAAECBAgQaLKACI9NNxzhI71/Ora1eqwW4fWYk10SiAiI8IietQQIECBAgEDTBER4bKIiPOaXRHgQ0HICNRAQ4TUYki0SIECAAAECpQmI8Bh1OMKzw3d+NnhsO/VbLcLrNzM7JjBWARE+VjHfT4AAAQIECDRZQITHpltIhGefzb3n4R+nreuXpymTJ8V2VLPVIrxmA7NdAj0IiPAe0CwhQIAAAQIEGisgwmOj7SnCR7obevd23B09NiCrCRCYeAERPvEzsAMCBAgQIECgOgIiPDaLniI8dshmrXYlvLh5Cp3iLLNHuvsbvy/2Afv40ZybfTx8T50AAQIECBB4n4AIj50UhUR49p7wN068mQY3D7Rfjn7q9Nk0sGkwXXft7LRyyc2xXVZ4tQgvbjhCpzhLEV6spXOzWE+PRoAAAQIECNRbQITH5heO8FZsL160MN24YP6Q3Tx+6HB65NGDQ+I8tt3qrRbhxc1E6BRnKcKLtXRuFuvp0QgQIECAAIF6C4jw2PzCET7S54RnN2zbunNfGty8Ks2YNjW204quFuHFDUboFGfpkQgQIECAAAECBAiMl4AIj8mGI9yV8LdjE7C6LSDCnQwECBAgQIAAAQIEqi8gwmMzCkd4dvjsZed3P7A3PXjv6jRvzqx8R9lV8Ns27Eh/dssfe094bEZ9s1qE982oPVECBAgQIECAAIEaC4jw2PAKifDO6D751pn2ju6/c+X73ice2271Vns5enEzEeHFWXokAgQIECBAgAABAuMlIMJjsoVFeGwb9V0twoubnQgvztIjESBAgAABAgQIEBgvAREekxXhMb8kwoOAHctFeHGWHokAAQIECBAgQIDAeAmI8JisCI/5ifCgX+dyEV4gpociQIAAAQIECBAgME4CIjwGK8JjfiI86CfCCwT0UAQIECBAgAABAgRKEBDhMWQRHvMT4UE/EV4goIciQIAAAQIECBAgUIKACI8h9xThx46fSEvXbEurl92Srrn6ijSwaWdat+rW9seTxbZUr9XeE17cvLwcvThLj0SAAAECBAgQIEBgvAREeEy25whvhfeMC6eK8NgMrP43ARHuVCBAgAABAgQIECBQfQERHptRTxF+6vTZNLBpMF137ez05Ru/IMJjM7BahDsHCBAgQIAAAQIECNRGQITHRtVThGeHbL0k/ehrx0fcwcyLpqU929emGdOmxnZa0dVejl7cYFwJL87SIxEgQIAAAQIECBAYLwERHpPtOcJbh81i3HvCY0Ow+l8FRLgzgQABAgQIECBAgED1BUR4bEbhCI8dvv6rXQkvboYivDhLj0SAAAECBAgQIEBgvAREeEy2sAh//NDhdPtdu4bs5v47V6YbF8yP7bDiq5etfqfiO7Q9AgQIECBAgAABAgQIFCcgwmOWhUR4FuA7du8f8t7vp559Id22YUf6s1v+OK1ccnNslxVeLcIrPBxbI0CAAAECBAgQIECgcAERHiMNR3jrTumLFy1831XvLM4fefRgGtw8kKZMnhTbaUVXi/CKDsa2CBAgQIAAAQIECBAYFwERHmMNR/hIN2bLroZv3bkvDW5e1di7o4vw2AloNQECBAgQIECAAAEC9RIQ4bF5hSPclXDvCY+dglYTIECAAAECBAgQIFAnAREem1Y4wrPD79p7ID32xJPeEx6bhdUECBAgQIAAAQIECBCovIAIj42okAjPtuDu6LFBWE2AAAECBAgQIECAAIE6CIjw2JQKi/DYNuq72nvC6zs7OydAgAABAgQIECBAYOwCInzsZp0r+j7Ch7t5XOt97q+/8eaQl9hnN6FbumZb7rdn+9r8ZnMiPHYCWk2AAAECBAgQIECAQL0ERHhsXn0b4a2gPvra8TTzomlDYrsV4adOv50WfmFe+3POs/e+H/y7p9KZs/8kwmPnndUECBAgQIAAAQIECNRUQITHBte3Ed5iG+lK+ILPzU2Hnnw6bfn68vzb13/z2yn7sYf/5qAIj513VhMgQIAAAQIECBAgUFMBER4bnAgf5rPMOz927aWjx3Lhy2fOSNm/Z//csXu/CI+dd1YTIECAAAECBAgQIFBTAREeG5wIP0eEX3P1FWlg0840+bw/yq+I//0/vCjCY+ec1QQIECBAgAABAgQI1FhAhMeGJ8LPEeE3Lpif7rjnoXTpJdPz94ZnH8XmSnjspLOaAAECBAgQIECAAIH6Cojw2OxE+CgivJNYhMdOOKsJECBAgAABAgQIEKi3gAiPza+QCM9ubnbbhh3p5Ftn3reb7juPx7Zb/OqRbsy2eNHClF0JF+HFu3tEAgQIECBAgAABAgTqKSDCY3MLR3jrJmbXXTu7/VFesS2Vs7rzI8paR7zphuvTfRtXpM4bs4nwcubhKAQIECBAgAABAgQI1ENAhMfmFI7wLGazG5etW3VrmjdnVmw3NVy9bPU7Ndy1LRMgQIAAAQIECBAgQKA3ARHem1trVTjCR7pqHNtaPVaL8HrMyS4JECBAgAABAgQIEChGQITHHMMRnh1+194D6cgzz6XBzQNpyuRJsR3VbLUIr9nAbJcAAQIECBAgQIAAgZCACA/EX4GYAAAWwklEQVTxpUIivM43ZovxpSTCo4LWEyBAgAABAgQIECBQJwERHptWOMLremO2GNu/rxbhRUl6HAIECBAgQIAAAQIE6iAgwmNTCke4G7O5MVvsFLSaAAECBAgQIECAAIE6CYjw2LTCEe7GbCI8dgpaTYAAAQIECBAgQIBAnQREeGxa4QjPDu/GbLEhWE2AAAECBAgQIECAAIG6CIjw2KTCEZ69HH3pmm3p6GvHh93JzIumpT3b16YZ06bGdlrR1d4TXtHB2BYBAgQIECBAgAABAuMiIMJjrOEIjx2+/qtFeP1n6BkQIECAAAECBAgQIDB6ARE+eqvhvlOEx/x8RFnQz3ICBAgQIECAAAECBOolIMJj8wpHuJejuzFb7BS0mgABAgQIECBAgACBOgmI8Ni0whH+QYfP7pq+bsu309I//ZM0b86s2C4rvNrL0Ss8HFsjQIAAAQIECBAgQKBwAREeIx23CM+2ld01/ZVXX0/3bVwR22WFV4vwCg/H1ggQIECAAAECBAgQKFxAhMdIxzXCn3r2hbR15740uHmVu6PH5mQ1AQIECBAgQIAAAQIEKiEgwmNjEOExPzdmC/pZToAAAQIECBAgQIBAvQREeGxe4xrhd9zzUL47L0ePDclqAgQIECBAgAABAgQIVEVAhMcmEY7wke6OPn/uVWlw80CaMnlSbJcVXu094RUejq0RIECAAAECBAgQIFC4gAiPkYYjPHb4+q8W4fWfoWdAgAABAgQIECBAgMDoBUT46K2G+04RHvPznvCgn+UECBAgQIAAAQIECNRLQITH5lVIhGfv/X7jxJv5S8+zr4FNg+nw08+n8z92Xnrw3tU+Jzw2I6sJECBAgAABAgQIECBQGQERHhtFOMJb7wlfveyWdOOC+enxQ4fTI48ezIP850d+2f73pr4v3MvRYyeg1QQIECBAgAABAgQI1EtAhMfmVUiED2zamdatujW/4t15R3SfEx4bjtUECBAgQIAAAQIECBComoAIj00kHOGnTp/NX36+eNHCdM3VV6Sla7alzqviO3bvT3u2r00zpk2N7bSiq10Jr+hgbIsAAQIECBAgQIAAgXEREOEx1nCEZ4fPrnjftmFHOvnWmXTTDdfnnwveepn6Z2Zf7nPCYzOymgABAgQIECBAgAABApUREOGxURQS4bEt1Hu1K+H1np/dEyBAgAABAgQIECAwNgERPjav7u8W4TE/H1EW9LOcAAECBAgQIECAAIF6CYjw2LxEeMxPhAf9LCdAgAABAgQIECBAoF4CIjw2LxEe8xPhQT/LCRAgQIAAAQIECBCol4AIj81LhMf8RHjQz3ICBAgQIECAAAECBOolIMJj8xLhMT8RHvSznAABAgQIECBAgACBegmI8Ni8RHjMT4QH/SwnQIAAAQIECBAgQKBeAiI8Ni8RHvMT4UE/ywkQIECAAAECBAgQqJeACI/NS4TH/ER40M9yAgQIECBAgAABAgTqJSDCY/NqVITv2nsgfes7P8xF5s+9Kg1uHkhTJk8aVuipZ19It23YkU6+dab98zMvmpb2bF+b//fSNdvS9AsvGPIYrTWfuuKS9o8vW/1ObAJWEyBAgAABAgQIECBAoEYCIjw2rMZE+OOHDqcdu/fnET1j2tR0xz0P5TL3bVzxgRG+fuvutGXdsjRvzqwh33Ps+Ik0sGlnOnX6bPrq8q+kGxfMz38+e8wXX/ldmjL5oyI8dt5ZTYAAAQIECBAgQIBATQVEeGxwjYnwLJAvvWR6Wrnk5lykO8q7mbKr2ueK8C998fp0+Onn09b1y9NvXv5t2vPwj9MnZ05Pv/r1yyI8dt5ZTYAAAQIECBAgQIBATQVEeGxwjYjw7Ir1wKbBdN21s9sRPlJkZ2TdL0dvvRQ9u4reuhK+btWt6ZEDh9KCz89NLx09li6fOSP/55FnnhPhsfPOagIECBAgQIAAAQIEaiogwmODa1SEL160sP3S8XNFeDdbdiX9jRNv5nF9+szb+cvRswjPvrYMfj9N/8TH8yvi39v/UxEeO+esJkCAAAECBAgQIECgxgIiPDa8RkX4WK6Ed7Nl0b515740uHlV/lOtCL/ysovzq+ytwM9u/uZKeOyks5oAAQIECBAgQIAAgfoKiPDY7BoR4RnBWN8TPtoI775pmwiPnXBWEyBAgAABAgQIECBQbwERHptfYyL8XHdHz+L5sSeebN89/bs/+En69FWXte+M3nk39c73hIvw2AlmNQECBAgQIECAAAECzRIQ4bF5NibCM4aRPie8O8KzaL/9rl1tvc7PFRfhsZPKagIECBAgQIAAAQIEmisgwmOzbVSExyh6W71s9Tu9LbSKAAECBAgQIECAAAECNRQQ4bGhifCYXxLhQUDLCRAgQIAAAQIECBColYAIj41LhMf8RHjQz3ICBAgQIECAAAECBOolIMJj8xLhMT8RHvSznAABAgQIECBAgACBegmI8Ni8RHjMT4QH/SwnQIAAAQIECBAgQKBeAiI8Ni8RHvMT4UE/ywkQIECAAAECBAgQqJeACI/NS4TH/ER40M9yAgQIECBAgAABAgTqJSDCY/MS4TE/ER70s5wAAQIECBAgQIAAgXoJiPDYvER4zE+EB/0sJ0CAAAECBAgQIECgXgIiPDYvER7zE+FBP8sJECBAgAABAgQIEKiXgAiPzUuEx/xEeNDPcgIECBAgQIAAAQIE6iUgwmPzEuExPxEe9LOcAAECBAgQIECAAIF6CYjw2LxEeMxPhAf9LCdAgAABAgQIECBAoF4CIjw2LxEe8xPhQT/LCRAgQIAAAQIECBCol4AIj81LhMf8RHjQz3ICBAgQIECAAAECBOolIMJj8xLhMT8RHvSznAABAgQIECBAgACBegmI8Ni8RHjMT4QH/SwnQIAAAQIECBAgQKBeAiI8Ni8RHvMT4UE/ywkQIECAAAECBAgQqJeACI/NS4TH/ER40M9yAgQIECBAgAABAgTqJSDCY/MS4TE/ER70s5wAAQIECBAgQIAAgXoJiPDYvER4zE+EB/0sJ0CAAAECBAgQIECgXgIiPDYvER7zE+FBP8sJECBAgAABAgQIEKiXgAiPzUuEx/xEeNDPcgIECBAgQIAAAQIE6iUgwmPzEuExPxEe9LOcAAECBAgQIECAAIF6CYjw2LxEeMxPhAf9LCdAgAABAgQIECBAoF4CIjw2LxEe8xPhQT/LCRAgQIAAAQIECBCol4AIj81LhMf8RHjQz3ICBAgQIECAAAECBOolIMJj8xLhMT8RHvSznAABAgQIECBAgACBegmI8Ni8RHjMT4QH/SwnQIAAAQIECBAgQKBeAiI8Ni8RHvMT4UE/ywkQIECAAAECBAgQqJeACI/NS4TH/ER40M9yAgQIECBAgAABAgTqJSDCY/MS4TE/ER70s5wAAQIECBAgQIAAgXoJiPDYvER4zE+EB/0sJ0CAAAECBAgQIECgXgIiPDYvER7zE+FBP8sJECBAgAABAgQIEKiXgAiPzUuEj8Jv194D6Vvf+WH+nfPnXpUGNw+kKZMn5f+9bPU7o3gE30KAAAECBAgQIECAAIFmCIjw2BxF+Dn8Hj90OO3YvT/t2b42zZg2Nd1xz0P5ivs2rhDhsXPPagIECBAgQIAAAQIEaiggwmNDE+Hn8Mui+9JLpqeVS27Ov7M7yl0Jj52AVhMgQIAAAQIECBAgUC8BER6blwgfwe/U6bNpYNNguu7a2e0If+rZF9L6rbvTlnXL0rw5s7wcPXb+WU2AAAECBAgQIECAQM0ERHhsYCJ8FBG+eNHCdOOC+fl3ivDYCWc1AQIECBAgQIAAAQL1FhDhsfmJ8FFE+EhXwmP8VhMgQIAAAQIECBAgQIBAPwmI8HNM+1zvCe+nk8VzJUCAAAECBAgQIECAAIGYgAg/h9+57o4e47eaAAECBAgQIECAAAECBPpJQISPYtojfU74KJb7FgIECBAgQIAAAQIECBAgkAuIcCdC5QSytwD86Ge/aO/rr/7iy+2702c/eOz4ibR0zbZ09LXj+ffcf+fK9o3zKvdkbKgxAt3n3cyLpqU929emGdOmtp+jv7BrzLhr+0SyV2/dfteuIb8u+jWztuOs/ca7fz/PnlDn7+mt8zX78eF+Ta09gCdQaYHO8/OmG65P921cke+39elIh59+Pv/v7j+HVvpJ2VxtBER4bUbVHxvNfuG7539+L311+VfyuMnuRn/bhh3pG19bkod298fGdd+tvj+UPMuJEMj+sPjS0WPtvxDKgvvIM8+lwc0DacrkSclbVyZiKo7ZKdAZNK2/nPRrpnNkIgWyyMm+WnHTuZfu37+7f02dyH07dvMFRjo3O3+u9ZeYq5fd4oJP80+LUp+hCC+V28HGKjDcHyC37tyXBjevyiN9uM9yH+sxfD+BXgSGi+5LL5nejvTun+/lGNYQGK1AFjTZr43rVv33tOGbu1PrD4ytH/dr5mglfV+RAiOFThbdr7z6ejvQ/aV6kfIeaySB7PfnRx492P5L9M7vzaJ7YNPOtG7VrWnenFn5T410HpMm0KuACO9VzrpSBLr/BnK4sPGLYymjcJAugey8e+PEm/lv4tnXwKbB5OMMnSYTIdAZLzMunJq/XacV4X7NnIiJOGZLYKS3l3X/3u2Ko/OmLIHOt461jtl69dBwfxnkVRplTaa/jiPC+2vetXu23b9JD/e3lyK8dmOt9YZbv3l3vn+x9YqMxYsWtl+u5qpOrcdcm813X7UZ7i8uu6/4+DWzNuNt1Ea7317W/RGwIrxR4670kxnu44fvfmBvevDe1fm+O19xmf23CK/0OGu7ORFe29E1f+OdVxqz99xmX67qNH/udXmGnefi5PM+6kp4XQbXsH22wubkW2fe98yyKzvZ147d+4fcRFCEN+wkqNHT6YwfV8JrNLiGbbU7wjvf2vjZebPT+q2705Z1y9ovRxfhDTsBKvJ0RHhFBmEbQwWGC/DsO7y/0ZlSFYHuK5DD/c16d/xUZe/20VyB7quJfs1s7qzr+Mw6f530nvA6TrAZe+4+9zpfzXbN1Vd4T3gzxlz5ZyHCKz+i/tvgSFdp3Om3/86Hqjzj7Dfty2fOaL/cPPvvx554sn2F0d3RqzKp/t5Hd4T7NbO/z4eJfPbZubjvh3+bbv/L/5Zvo/stOu6OPpHT6e9jd781YqTfv71Nor/PlfF89iJ8PHU99pgFuj/PtvUA8+de1b6Lpc+8HTOrBQUIdL/s1+eEF4DqIQoXGO4PjH7NLJzZA45CoPuzlrMlrZtftZb7nPBRQPqWcRHoPPfO/9h5+fvBW3dD9znh40LuQbsERLhTggABAgQIECBAgAABAgQIlCQgwkuCdhgCBAgQIECAAAECBAgQICDCnQMECBAgQIAAAQIECBAgQKAkARFeErTDECBAgAABAgQIECBAgAABEe4cIECAAAECBAgQIECAAAECJQmI8JKgHYYAAQIECBAgQIAAAQIECIhw5wABAgQIECBAgAABAgQIEChJQISXBO0wBAgQIECAAAECBAgQIEBAhDsHCBAgQIAAAQIECBAgQIBASQIivCRohyFAgAABAgQIECBAgAABAiLcOUCAAAECBAgQIECAAAECBEoSEOElQTsMAQIECBAgQIAAAQIECBAQ4c4BAgQIECBAgAABAgQIECBQkoAILwnaYQgQIECAAAECBAgQIECAgAh3DhAgQIAAAQIECBAgQIAAgZIERHhJ0A5DgAABAgQIECBAgAABAgREuHOAAAECBAgQIECAAAECBAiUJCDCS4J2GAIECBAgQIAAAQIECBAgIMKdAwQIECBAgAABAgQIECBAoCQBEV4StMMQIECAAIFzCdxxz0PpRz/7RfvbZl40Le3ZvjbNmDa1/WNPPftCum3DjnTyrTPtH5s/96o0uHkgTZk8Kf+xXXsPpG9954ftn7//zpXpxgXzz3V4P0+AAAECBAiUICDCS0B2CAIECBAgMBqBu7bvTV/64vVp3pxZ+bdnUf7GiTfbgd0K8G98bUk7qrPgPvLMc+3v6f7v4daMZi++hwABAgQIEBgfARE+Pq4elQABAgQIhAWygN66c18a3LwqvxqeRXn2dd/GFe3H7ozu02feTgObdqZ1q25th3wr5rvXhTfnAQgQIECAAIGeBER4T2wWESBAgACB4gVOnT6bBjYNpsNPP99+8PM/dl568N7V6crLLs5/7rprZ6eVS24eNsJ/8/Jv3/dS9dY33nTD9UPivfjde0QCBAgQIEBgNAIifDRKvocAAQIECIyzQOtl4/91/mfasZz92Pqtu9OWdcvaEb540cIh7+/uvBKeRXjr+1svaR/nbXt4AgQIECBAYIwCInyMYL6dAAECBAiMh8Djhw6nRx49OOQGa8NF+EhXwrOXoy9dsy2tXnaLG7GNx5A8JgECBAgQKEBAhBeA6CEIECBAgEBUIIvwux/Ym7/0PLuK3Xpp+q9ffLX9Y9lV78eeeLJ9x/Rjx0/k0T39wgva8Z69b/x/Hf7f7TXZvrLHfunosSEvY4/u13oCBAgQIECgNwER3pubVQQIECBAoHCBzo8Wy94L/pd/vijt++Hf5i9Hb728vPN7so8w++x/uTr9n1ePjfgRZa33lXuJeuEj84AECBAgQGDMAiJ8zGQWECBAgACB6ghkUf7Kq6+76Vp1RmInBAgQIEBgRAER7gQhQIAAAQI1EcjeI/7YT3+R7lyzJN9x6+Xo3gNekwHaJgECBAgQSCmJcKcBAQIECBCoiUDrDuon3zrT3vH9d650E7aazM82CRAgQIBAJiDCnQcECBAgQIAAAQIECBAgQKAkARFeErTDECBAgAABAgQIECBAgAABEe4cIECAAAECBAgQIECAAAECJQmI8JKgHYYAAQIECBAgQIAAAQIECIhw5wABAgQIECBAgAABAgQIEChJQISXBO0wBAgQIECAAAECBAgQIEBAhDsHCBAgQIAAAQIECBAgQIBASQIivCRohyFAgAABAgQIECBAgAABAiLcOUCAAAECBAgQIECAAAECBEoSEOElQTsMAQIECBAgQIAAAQIECBAQ4c4BAgQIECBAgAABAgQIECBQkoAILwnaYQgQIECAAAECBAgQIECAgAh3DhAgQIAAAQIECBAgQIAAgZIERHhJ0A5DgAABAgQIECBAgAABAgREuHOAAAECBAgQIECAAAECBAiUJCDCS4J2GAIECBAgQIAAAQIECBAgIMKdAwQIECBAgAABAgQIECBAoCQBEV4StMMQIECAAAECBAgQIECAAAER7hwgQIAAAQIECBAgQIAAAQIlCYjwkqAdhgABAgQIECBAgAABAgQIiHDnAAECBAgQIECAAAECBAgQKElAhJcE7TAECBAgQIAAAQIECBAgQECEOwcIECBAgAABAgQIECBAgEBJAiK8JGiHIUCAAAECBAgQIECAAAECItw5QIAAAQIECBAgQIAAAQIEShIQ4SVBOwwBAgQIECBAgAABAgQIEBDhzgECBAgQIECAAAECBAgQIFCSgAgvCdphCBAgQIAAAQIECBAgQICACHcOECBAgAABAgQIECBAgACBkgREeEnQDkOAAAECBAgQIECAAAECBES4c4AAAQIECBAgQIAAAQIECJQkIMJLgnYYAgQIECBAgAABAgQIECAgwp0DBAgQIECAAAECBAgQIECgJAERXhK0wxAgQIAAAQIECBAgQIAAARHuHCBAgAABAgQIECBAgAABAiUJiPCSoB2GAAECBAgQIECAAAECBAiIcOcAAQIECBAgQIAAAQIECBAoSeD/AyNjKAQha5kLAAAAAElFTkSuQmCC",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = px.histogram(df, x=\"age\", y=\"charges\", nbins=10)\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0c76fd5f-bb92-4e0b-b10a-a81511be5c1b",
+ "metadata": {},
+ "source": [
+ "the above chart shows that older people pay more charges"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.10.6"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/insurance.csv b/insurance.csv
new file mode 100644
index 0000000..04bc36e
--- /dev/null
+++ b/insurance.csv
@@ -0,0 +1,1339 @@
+age,sex,bmi,children,smoker,region,charges
+19,female,27.9,0,yes,southwest,16884.924
+18,male,33.77,1,no,southeast,1725.5523
+28,male,33,3,no,southeast,4449.462
+33,male,22.705,0,no,northwest,21984.47061
+32,male,28.88,0,no,northwest,3866.8552
+31,female,25.74,0,no,southeast,3756.6216
+46,female,33.44,1,no,southeast,8240.5896
+37,female,27.74,3,no,northwest,7281.5056
+37,male,29.83,2,no,northeast,6406.4107
+60,female,25.84,0,no,northwest,28923.13692
+25,male,26.22,0,no,northeast,2721.3208
+62,female,26.29,0,yes,southeast,27808.7251
+23,male,34.4,0,no,southwest,1826.843
+56,female,39.82,0,no,southeast,11090.7178
+27,male,42.13,0,yes,southeast,39611.7577
+19,male,24.6,1,no,southwest,1837.237
+52,female,30.78,1,no,northeast,10797.3362
+23,male,23.845,0,no,northeast,2395.17155
+56,male,40.3,0,no,southwest,10602.385
+30,male,35.3,0,yes,southwest,36837.467
+60,female,36.005,0,no,northeast,13228.84695
+30,female,32.4,1,no,southwest,4149.736
+18,male,34.1,0,no,southeast,1137.011
+34,female,31.92,1,yes,northeast,37701.8768
+37,male,28.025,2,no,northwest,6203.90175
+59,female,27.72,3,no,southeast,14001.1338
+63,female,23.085,0,no,northeast,14451.83515
+55,female,32.775,2,no,northwest,12268.63225
+23,male,17.385,1,no,northwest,2775.19215
+31,male,36.3,2,yes,southwest,38711
+22,male,35.6,0,yes,southwest,35585.576
+18,female,26.315,0,no,northeast,2198.18985
+19,female,28.6,5,no,southwest,4687.797
+63,male,28.31,0,no,northwest,13770.0979
+28,male,36.4,1,yes,southwest,51194.55914
+19,male,20.425,0,no,northwest,1625.43375
+62,female,32.965,3,no,northwest,15612.19335
+26,male,20.8,0,no,southwest,2302.3
+35,male,36.67,1,yes,northeast,39774.2763
+60,male,39.9,0,yes,southwest,48173.361
+24,female,26.6,0,no,northeast,3046.062
+31,female,36.63,2,no,southeast,4949.7587
+41,male,21.78,1,no,southeast,6272.4772
+37,female,30.8,2,no,southeast,6313.759
+38,male,37.05,1,no,northeast,6079.6715
+55,male,37.3,0,no,southwest,20630.28351
+18,female,38.665,2,no,northeast,3393.35635
+28,female,34.77,0,no,northwest,3556.9223
+60,female,24.53,0,no,southeast,12629.8967
+36,male,35.2,1,yes,southeast,38709.176
+18,female,35.625,0,no,northeast,2211.13075
+21,female,33.63,2,no,northwest,3579.8287
+48,male,28,1,yes,southwest,23568.272
+36,male,34.43,0,yes,southeast,37742.5757
+40,female,28.69,3,no,northwest,8059.6791
+58,male,36.955,2,yes,northwest,47496.49445
+58,female,31.825,2,no,northeast,13607.36875
+18,male,31.68,2,yes,southeast,34303.1672
+53,female,22.88,1,yes,southeast,23244.7902
+34,female,37.335,2,no,northwest,5989.52365
+43,male,27.36,3,no,northeast,8606.2174
+25,male,33.66,4,no,southeast,4504.6624
+64,male,24.7,1,no,northwest,30166.61817
+28,female,25.935,1,no,northwest,4133.64165
+20,female,22.42,0,yes,northwest,14711.7438
+19,female,28.9,0,no,southwest,1743.214
+61,female,39.1,2,no,southwest,14235.072
+40,male,26.315,1,no,northwest,6389.37785
+40,female,36.19,0,no,southeast,5920.1041
+28,male,23.98,3,yes,southeast,17663.1442
+27,female,24.75,0,yes,southeast,16577.7795
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