Skip to content

Instantly share code, notes, and snippets.

@ehrentreu
Created November 18, 2019 15:29
Show Gist options
  • Save ehrentreu/d9400bb8584ea2f8e5ef0245d5bd611b to your computer and use it in GitHub Desktop.
Save ehrentreu/d9400bb8584ea2f8e5ef0245d5bd611b to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# KINERET\n"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>date</th>\n",
" <th>height</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>17 Nov 2019</td>\n",
" <td>-211.850</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>16 Nov 2019</td>\n",
" <td>-211.845</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>15 Nov 2019</td>\n",
" <td>-211.850</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>14 Nov 2019</td>\n",
" <td>-211.850</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>13 Nov 2019</td>\n",
" <td>-211.845</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" date height\n",
"0 17 Nov 2019 -211.850\n",
"1 16 Nov 2019 -211.845\n",
"2 15 Nov 2019 -211.850\n",
"3 14 Nov 2019 -211.850\n",
"4 13 Nov 2019 -211.845"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kinnert_data=pd.read_csv(\"data/kinneret_level.csv\",names=[\"date\",\"height\"],skiprows=1)\n",
"kinnert_data.head()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"lowest water levels:\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>date</th>\n",
" <th>height</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>5634</th>\n",
" <td>2001-11-29</td>\n",
" <td>-214.87</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5635</th>\n",
" <td>2001-11-28</td>\n",
" <td>-214.87</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5636</th>\n",
" <td>2001-11-27</td>\n",
" <td>-214.87</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5637</th>\n",
" <td>2001-11-26</td>\n",
" <td>-214.87</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5638</th>\n",
" <td>2001-11-25</td>\n",
" <td>-214.87</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" date height\n",
"5634 2001-11-29 -214.87\n",
"5635 2001-11-28 -214.87\n",
"5636 2001-11-27 -214.87\n",
"5637 2001-11-26 -214.87\n",
"5638 2001-11-25 -214.87"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kt=kinnert_data\n",
"kt.date = pd.to_datetime(kt.date)\n",
"min_h = kt [kt.height == kt.height.min()]\n",
"print(\"lowest water levels:\")\n",
"min_h"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"highest water levels:\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>date</th>\n",
" <th>height</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>8801</th>\n",
" <td>1969-01-27</td>\n",
" <td>-208.2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" date height\n",
"8801 1969-01-27 -208.2"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"max_h = kt [kt.height == kt.height.max()]\n",
"print(\"highest water levels:\")\n",
"max_h"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"the delta is:\n",
"6.670000000000016\n"
]
}
],
"source": [
"print (\"the delta is:\")\n",
"print (f'{kt.height.max() - kt.height.min()}')"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pl = kt.plot (x='date', y='height');\n",
"pl.axhline(y=kt.height.max(),linestyle = '--', color='r', lw=2);\n",
"pl.axhline(y=kt.height.min(), linestyle = '--', color='r', lw=2);\n"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pl = kt.plot (x='date', y='height');\n",
"pl.axhline(y=kt.height.max(),linestyle = '--', color='r', lw=2);\n",
"pl.axhline(y=kt.height.min(), linestyle = '--', color='r', lw=2);\n",
"\n",
"for i in range(len(max_h)):\n",
" pl.annotate('Max',\n",
" (list(max_h[\"date\"])[i],list(max_h[\"height\"])[i]),\n",
" xytext=(15, 15), color='r',\n",
" textcoords='offset points',\n",
" arrowprops=dict(arrowstyle='-|>'))\n",
"for i in range(len(min_h)):\n",
" pl.annotate('Min',\n",
" (list(min_h[\"date\"])[i],list(min_h[\"height\"])[i]),\n",
" xytext=(15, 15), color='g',\n",
" textcoords='offset points',\n",
" arrowprops=dict(arrowstyle='-|>'))"
]
}
],
"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": 4
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment