{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "pd.options.display.max_rows = 20\n", "surveys_df = pd.read_csv(\"data/surveys.csv\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\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", " \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", " \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", " \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", " \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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
record_idmonthdayyearplot_idspecies_idsexhindfoot_lengthweight
181891819011119917RMF17.011.0
1819018191111199112OLM21.031.0
1819118192111199117RMF16.09.0
181921819311119912DMF34.048.0
1819318194111199112DOF36.036.0
..............................
3015330154126199915PPF20.013.0
3015430155126199916RMF16.014.0
301553015612619995NaNNaNNaNNaN
301563015712619997NaNNaNNaNNaN
3015730158126199910NaNNaNNaNNaN
\n", "

11969 rows × 9 columns

\n", "
" ], "text/plain": [ " record_id month day year plot_id species_id sex hindfoot_length \\\n", "18189 18190 1 11 1991 7 RM F 17.0 \n", "18190 18191 1 11 1991 12 OL M 21.0 \n", "18191 18192 1 11 1991 17 RM F 16.0 \n", "18192 18193 1 11 1991 2 DM F 34.0 \n", "18193 18194 1 11 1991 12 DO F 36.0 \n", "... ... ... ... ... ... ... ... ... \n", "30153 30154 12 6 1999 15 PP F 20.0 \n", "30154 30155 12 6 1999 16 RM F 16.0 \n", "30155 30156 12 6 1999 5 NaN NaN NaN \n", "30156 30157 12 6 1999 7 NaN NaN NaN \n", "30157 30158 12 6 1999 10 NaN NaN NaN \n", "\n", " weight \n", "18189 11.0 \n", "18190 31.0 \n", "18191 9.0 \n", "18192 48.0 \n", "18193 36.0 \n", "... ... \n", "30153 13.0 \n", "30154 14.0 \n", "30155 NaN \n", "30156 NaN \n", "30157 NaN \n", "\n", "[11969 rows x 9 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys_df[(surveys_df['year'] > 1990) & (surveys_df['year'] < 2000)]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "import plotnine as p9" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "surveys_complete = pd.read_csv('data/surveys.csv')\n", "surveys_complete = surveys_complete.dropna()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(p9.ggplot(data=surveys_complete,\n", " mapping=p9.aes(x='weight',y='hindfoot_length')) \n", " + p9.geom_point()\n", ")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys_plot = p9.ggplot(data=surveys_complete,\n", " mapping = p9.aes(x='weight',y='hindfoot_length'))\n", " \n", "surveys_plot + p9.geom_point()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys_plot + p9.geom_point(alpha=0.1, color='red')" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys_plot = p9.ggplot(data=surveys_complete,\n", " mapping = p9.aes(x='weight',\n", " y='hindfoot_length',\n", " color='species_id'))\n", "(surveys_plot + p9.geom_point(alpha=0.1) + \n", " p9.xlab(\"Weight(g)\") + p9.scale_x_log10()\n", " + p9.theme_bw() + p9.theme(text=p9.element_text(size=16)))" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot = p9.ggplot(data=surveys_complete,\n", " mapping=p9.aes(x='species_id',\n", " y='weight'))\n", "plot + p9.geom_boxplot(alpha=0) + p9.geom_jitter(alpha=0.2)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "year species_id\n", "1977 DM 181\n", " DO 12\n", " DS 29\n", " OL 1\n", " OX 2\n", " ... \n", "2002 PP 375\n", " RM 20\n", " RO 7\n", " SF 5\n", " SH 9\n", "Name: species_id, Length: 332, dtype: int64" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "yearly_counts = surveys_complete.groupby(['year','species_id'])['species_id'].count()\n", "yearly_counts" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\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", " \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", " \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", " \n", "
yearspecies_idcounts
01977DM181
11977DO12
21977DS29
31977OL1
41977OX2
............
3272002PP375
3282002RM20
3292002RO7
3302002SF5
3312002SH9
\n", "

332 rows × 3 columns

\n", "
" ], "text/plain": [ " year species_id counts\n", "0 1977 DM 181\n", "1 1977 DO 12\n", "2 1977 DS 29\n", "3 1977 OL 1\n", "4 1977 OX 2\n", ".. ... ... ...\n", "327 2002 PP 375\n", "328 2002 RM 20\n", "329 2002 RO 7\n", "330 2002 SF 5\n", "331 2002 SH 9\n", "\n", "[332 rows x 3 columns]" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "yearly_counts = yearly_counts.reset_index(name='counts')\n", "yearly_counts" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot = p9.ggplot(data=yearly_counts,\n", " mapping=p9.aes(x='year',y='counts',color='species_id'))\n", "plot + p9.geom_line()" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(p9.ggplot(data=surveys_complete,\n", " mapping=p9.aes(x='weight',\n", " y='hindfoot_length',\n", " color='species_id'))\n", " + p9.geom_point(alpha=0.1)\n", " + p9.facet_wrap(\"sex\"))" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# only select the years of interest\n", "survey_2000 = surveys_complete[surveys_complete[\"year\"].isin([2000, 2001])]\n", "\n", "(p9.ggplot(data=survey_2000,\n", " mapping=p9.aes(x='weight',\n", " y='hindfoot_length',\n", " color='species_id'))\n", " + p9.geom_point(alpha=0.1)\n", " + p9.facet_grid(\"year ~ sex\")\n", ")" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/tmorrell/opt/anaconda3/lib/python3.7/site-packages/plotnine/ggplot.py:729: PlotnineWarning: Saving 10 x 10 in image.\n", " from_inches(height, units), units), PlotnineWarning)\n", "/Users/tmorrell/opt/anaconda3/lib/python3.7/site-packages/plotnine/ggplot.py:730: PlotnineWarning: Filename: plot.png\n", " warn('Filename: {}'.format(filename), PlotnineWarning)\n" ] } ], "source": [ "my_custom_theme = p9.theme(axis_text_x = p9.element_text(color=\"grey\", size=10,\n", " angle=90, hjust=.5),\n", " axis_text_y = p9.element_text(color=\"grey\", size=10))\n", "my_plot = (p9.ggplot(data=surveys_complete,\n", " mapping=p9.aes(x='factor(year)'))\n", " + p9.geom_bar()\n", " + my_custom_theme\n", ")\n", "\n", "my_plot.save(\"plot.png\",width=10, height=10,dpi=300)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(p9.ggplot(data=surveys_complete,\n", " mapping=p9.aes(x='factor(year)'))\n", " + p9.geom_bar()\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 2 }