{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Modal Split in Transportation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load Data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"DATA_REMOTE = \"https://raw.githubusercontent.com/datumorphism/dataset-eurostats-freight-modal-split/master/dataset/eurostats_freight_modal_split.csv\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv(DATA_REMOTE)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" transport_mode | \n",
" country | \n",
" year | \n",
" value | \n",
" is_estimated | \n",
" not_applicable | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" inland_waterways | \n",
" AT | \n",
" 2005 | \n",
" 0.033 | \n",
" False | \n",
" False | \n",
"
\n",
" \n",
" 1 | \n",
" inland_waterways | \n",
" BE | \n",
" 2005 | \n",
" 0.135 | \n",
" False | \n",
" False | \n",
"
\n",
" \n",
" 2 | \n",
" inland_waterways | \n",
" BG | \n",
" 2005 | \n",
" 0.300 | \n",
" True | \n",
" False | \n",
"
\n",
" \n",
" 3 | \n",
" inland_waterways | \n",
" CH | \n",
" 2005 | \n",
" 0.001 | \n",
" True | \n",
" False | \n",
"
\n",
" \n",
" 4 | \n",
" inland_waterways | \n",
" CY | \n",
" 2005 | \n",
" NaN | \n",
" False | \n",
" True | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" transport_mode country year value is_estimated not_applicable\n",
"0 inland_waterways AT 2005 0.033 False False\n",
"1 inland_waterways BE 2005 0.135 False False\n",
"2 inland_waterways BG 2005 0.300 True False\n",
"3 inland_waterways CH 2005 0.001 True False\n",
"4 inland_waterways CY 2005 NaN False True"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['AT', 'BE', 'BG', 'CH', 'CY', 'CZ', 'DE', 'DK', 'EE', 'EL', 'ES',\n",
" 'EU27_2020', 'EU28', 'FI', 'FR', 'HR', 'HU', 'IE', 'IT', 'LT',\n",
" 'LU', 'LV', 'MT', 'NL', 'NO', 'PL', 'PT', 'RO', 'SE', 'SI', 'SK',\n",
" 'UK'], dtype=object)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.country.unique()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualizations"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns;sns.set()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualize Time Series"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/leima/anaconda3/envs/theflow-code/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" \n"
]
}
],
"source": [
"df_road = df.loc[df.transport_mode == 'road']\n",
"df_road.sort_values(by=[\"country\", \"year\", \"value\"], inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'percentage of the total freight in tonne-kilometers')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(10,6.18))\n",
"\n",
"g = sns.lineplot(\n",
" x=\"year\",\n",
" y=\"value\",\n",
" data=df_road,\n",
" hue='country',\n",
" palette=\"tab10\",\n",
" linewidth=2.5,\n",
" markers='+',\n",
" ax=ax\n",
")\n",
"g.legend(loc='lower center', bbox_to_anchor=(0.5, -0.4),ncol=7)\n",
"ax.set_ylim([0,1])\n",
"ax.set_ylabel('percentage of the total freight in tonne-kilometers')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"df_road_eu28 = df_road.loc[df_road.country == \"EU28\"]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.0, 1.0)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(10,6.18))\n",
"\n",
"sns.lineplot(\n",
" x=\"year\",\n",
" y=\"value\",\n",
" data=df_road_eu28,\n",
" ax=ax,\n",
" palette=\"tab10\"\n",
")\n",
"ax.set_ylim([0,1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Modal Split"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['transport_mode', 'country', 'year', 'value', 'is_estimated',\n",
" 'not_applicable'],\n",
" dtype='object')"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.columns"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/leima/anaconda3/envs/theflow-code/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" \n"
]
}
],
"source": [
"df_year_2018 = df.loc[df.year == 2018]\n",
"df_year_2018.sort_values(by=[\"country\", \"transport_mode\", \"value\"], inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" transport_mode | \n",
" country | \n",
" year | \n",
" value | \n",
" is_estimated | \n",
" not_applicable | \n",
"
\n",
" \n",
" \n",
" \n",
" 1664 | \n",
" inland_waterways | \n",
" AT | \n",
" 2018 | \n",
" 0.021 | \n",
" False | \n",
" False | \n",
"
\n",
" \n",
" 1696 | \n",
" rail | \n",
" AT | \n",
" 2018 | \n",
" 0.315 | \n",
" False | \n",
" False | \n",
"
\n",
" \n",
" 1728 | \n",
" rail_inland_waterways_sum_of_available | \n",
" AT | \n",
" 2018 | \n",
" 0.337 | \n",
" False | \n",
" False | \n",
"
\n",
" \n",
" 1760 | \n",
" road | \n",
" AT | \n",
" 2018 | \n",
" 0.663 | \n",
" False | \n",
" False | \n",
"
\n",
" \n",
" 1665 | \n",
" inland_waterways | \n",
" BE | \n",
" 2018 | \n",
" 0.161 | \n",
" True | \n",
" False | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" transport_mode country year value \\\n",
"1664 inland_waterways AT 2018 0.021 \n",
"1696 rail AT 2018 0.315 \n",
"1728 rail_inland_waterways_sum_of_available AT 2018 0.337 \n",
"1760 road AT 2018 0.663 \n",
"1665 inland_waterways BE 2018 0.161 \n",
"\n",
" is_estimated not_applicable \n",
"1664 False False \n",
"1696 False False \n",
"1728 False False \n",
"1760 False False \n",
"1665 True False "
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_year_2018.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualize the Ranks of the countries"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" year | \n",
" country | \n",
" 2005 | \n",
" 2006 | \n",
" 2007 | \n",
" 2008 | \n",
" 2009 | \n",
" 2010 | \n",
" 2011 | \n",
" 2012 | \n",
" 2013 | \n",
" 2014 | \n",
" 2015 | \n",
" 2016 | \n",
" 2017 | \n",
" 2018 | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" AT | \n",
" 0.610 | \n",
" 0.608 | \n",
" 0.617 | \n",
" 0.628 | \n",
" 0.643 | \n",
" 0.630 | \n",
" 0.635 | \n",
" 0.637 | \n",
" 0.640 | \n",
" 0.634 | \n",
" 0.647 | \n",
" 0.649 | \n",
" 0.654 | \n",
" 0.663 | \n",
"
\n",
" \n",
" 1 | \n",
" BE | \n",
" 0.737 | \n",
" 0.733 | \n",
" 0.729 | \n",
" 0.728 | \n",
" 0.767 | \n",
" 0.734 | \n",
" 0.730 | \n",
" 0.722 | \n",
" 0.731 | \n",
" 0.730 | \n",
" 0.736 | \n",
" 0.743 | \n",
" 0.736 | \n",
" 0.721 | \n",
"
\n",
" \n",
" 2 | \n",
" BG | \n",
" 0.476 | \n",
" 0.474 | \n",
" 0.461 | \n",
" 0.451 | \n",
" 0.505 | \n",
" 0.494 | \n",
" 0.561 | \n",
" 0.529 | \n",
" 0.560 | \n",
" 0.549 | \n",
" 0.547 | \n",
" 0.556 | \n",
" 0.566 | \n",
" 0.562 | \n",
"
\n",
" \n",
" 3 | \n",
" CH | \n",
" 0.663 | \n",
" 0.650 | \n",
" 0.648 | \n",
" 0.644 | \n",
" 0.663 | \n",
" 0.660 | \n",
" 0.647 | \n",
" 0.652 | \n",
" 0.637 | \n",
" 0.637 | \n",
" 0.625 | \n",
" 0.624 | \n",
" 0.651 | \n",
" 0.652 | \n",
"
\n",
" \n",
" 4 | \n",
" CY | \n",
" 1.000 | \n",
" 1.000 | \n",
" 1.000 | \n",
" 1.000 | \n",
" 1.000 | \n",
" 1.000 | \n",
" 1.000 | \n",
" 1.000 | \n",
" 1.000 | \n",
" 1.000 | \n",
" 1.000 | \n",
" 1.000 | \n",
" 1.000 | \n",
" 1.000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
"year country 2005 2006 2007 2008 2009 2010 2011 2012 2013 \\\n",
"0 AT 0.610 0.608 0.617 0.628 0.643 0.630 0.635 0.637 0.640 \n",
"1 BE 0.737 0.733 0.729 0.728 0.767 0.734 0.730 0.722 0.731 \n",
"2 BG 0.476 0.474 0.461 0.451 0.505 0.494 0.561 0.529 0.560 \n",
"3 CH 0.663 0.650 0.648 0.644 0.663 0.660 0.647 0.652 0.637 \n",
"4 CY 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 \n",
"\n",
"year 2014 2015 2016 2017 2018 \n",
"0 0.634 0.647 0.649 0.654 0.663 \n",
"1 0.730 0.736 0.743 0.736 0.721 \n",
"2 0.549 0.547 0.556 0.566 0.562 \n",
"3 0.637 0.625 0.624 0.651 0.652 \n",
"4 1.000 1.000 1.000 1.000 1.000 "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_road_pivot = df_road.pivot(index='country', columns='year')['value']\n",
"df_road_pivot = df_road_pivot.reset_index()\n",
"df_road_pivot.head()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_road_vis = df_road_pivot[[\"country\",2014,2015,2016,2017,2018]]\n",
"\n",
"# Make the PairGrid\n",
"g = sns.PairGrid(\n",
" df_road_vis.sort_values(2018, ascending=False),\n",
" x_vars=df_road_vis.columns[1:], y_vars=[\"country\"],\n",
" height=12, aspect=.25\n",
")\n",
"\n",
"# Draw a dot plot using the stripplot function\n",
"g.map(\n",
" sns.stripplot, size=15, orient=\"h\",\n",
" palette=\"ch:s=1,r=-.1,h=1_r\", linewidth=1, edgecolor=\"w\"\n",
")\n",
"\n",
"# Use the same x axis limits on all columns and add better labels\n",
"g.set(xlim=(0, 1), xlabel=\"Road Freight Share\", ylabel=\"\")\n",
"\n",
"# Use semantically meaningful titles for the columns\n",
"titles = df_road_vis.columns[1:].tolist()\n",
"\n",
"for ax, title in zip(g.axes.flat, titles):\n",
"\n",
" # Set a different title for each axes\n",
" ax.set(title=title)\n",
"\n",
" # Make the grid horizontal instead of vertical\n",
" ax.xaxis.grid(False)\n",
" ax.yaxis.grid(True)\n",
"\n",
"sns.despine(left=True, bottom=True)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Countries')"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax=plt.subplots(figsize=(6.18, 10))\n",
"\n",
"df_road_vis_2 = df_road.loc[df.year>=2014]\n",
"df_road_vis_2.sort_values(\"value\", ascending=False)\n",
"\n",
"g = sns.stripplot(\n",
" y=\"country\", x=\"value\", hue=\"year\", data=df_road_vis_2, ax=ax, orient=\"h\",\n",
" palette=\"Set2\", size=10, marker=\"o\",\n",
" edgecolor=\"w\", alpha=.5, linewidth=1, \n",
" order=df_road_vis_2.loc[df_road_vis_2.year==2018].sort_values(\"value\", ascending=False).country.unique()\n",
")\n",
"g.legend(loc='lower center', bbox_to_anchor=(0.5, -0.15),ncol=7)\n",
"ax.set_xlabel('Road Freight Share')\n",
"ax.set_ylabel('Countries')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "mini-lab",
"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": "3.9.16"
},
"vscode": {
"interpreter": {
"hash": "e467efdff174b9cfab53e8ca5f6d304cc797bfb14bfea67d9f8e08ed2ec0841d"
}
}
},
"nbformat": 4,
"nbformat_minor": 4
}