{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd, numpy as np\n", "from scipy import stats\n", "import random" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "stations=pd.read_csv('data/stations.csv').set_index('ID')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Setup plot params" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from matplotlib.collections import PolyCollection\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import matplotlib as mpl\n", "import matplotlib.font_manager as font_manager\n", "path = 'KulimPark-Regular.ttf'\n", "path2 = 'Symbola.ttf'\n", "prop = font_manager.FontProperties(fname=path)\n", "prop2 = font_manager.FontProperties(fname=path2)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "color_ax='#E7CFBC'\n", "color_bg='#FFF4EC'\n", "color_obs_right0='#F2B880'\n", "color_obs_left0=color_ax\n", "color_pred_right0='#C98686'\n", "color_pred_left0='#966B9D'\n", "color_pred_talalt0='#59c687'\n", "color_pred_nem_talalt0='#c95498'\n", "font_size=12\n", "s=40\n", "obs_talalt_glyph0='★'\n", "obs_nem_talalt_glyph0='☆'\n", "pred_talalt_glyph0='✔️'\n", "pred_nem_talalt_glyph0='✖️'\n", "title_icon_right={'Temp':'☼','Wind':'🌀','Hail':'⭕️','Snow':'☃️','Snow Depth':'⛄️','Rain':'☔️','Visib':'☀️'}\n", "title_icon_left={'Temp':'✨️','Wind':'☘','Hail':'⚪️','Snow':'⚪️','Snow Depth':'⚪️','Rain':'🌂','Visib':'⛈️'}\n", "title_icon={'Temp':'♨️','Rain':'☂️','Hail':'✴️','Snow':'❄️','Snow Depth':'⛷️','Wind':'⛵️','Cloud':'☁️','Visib':'⛅️'}" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def get_data(data,th):\n", " a1=pd.DataFrame(data[data<=th])\n", " a1['g']='left'\n", " a2=pd.DataFrame(data[data>th])\n", " a2['g']='right'\n", " a3=pd.concat([a1,a2])\n", " a3['x']='x'\n", " return a1,a2,a3" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def violin_plot(data,th,ax,color_left,color_right):\n", " a=0.3\n", " a1,a2,a3=get_data(data,th)\n", " a1_augment=True\n", " a2_augment=True\n", " if len(a1)==0:\n", " a1=a3.loc[[a3.index[0]]]\n", " a1['g']='left'\n", " a1[a1.columns[0]]=5\n", " if len(a2)==0:\n", " a2=a3.loc[[a3.index[0]]]\n", " a2['g']='right'\n", " a2[a2.columns[0]]=5\n", " if len(a1)>1: a1_augment=False\n", " if not a1_augment:\n", " if a1.nunique()[a1.columns[0]]==1: \n", " a1_augment=True\n", " if a1_augment:\n", " a11=a1.copy().loc[[a1.index[0]]]\n", " a11[a11.columns[0]]+=random.random()*0.1*th\n", " a11['x']='x'\n", " a12=a1.copy().loc[[a1.index[0]]]\n", " a12[a12.columns[0]]-=random.random()*0.1*th\n", " a12['x']='x'\n", " a3=pd.concat([a3,a11,a12])\n", " if len(a2)>1: a2_augment=False\n", " if not a2_augment:\n", " if a2.nunique()[a2.columns[0]]==1: \n", " a2_augment=True\n", " if a2_augment:\n", " a21=a2.copy().loc[[a2.index[0]]]\n", " a21[a21.columns[0]]+=random.random()*0.1*th\n", " a21['x']='x'\n", " a22=a2.copy().loc[[a2.index[0]]]\n", " a22[a22.columns[0]]-=random.random()*0.1*th\n", " a22['x']='x'\n", " a3=pd.concat([a3,a21,a22])\n", " a3=a3.sort_values('g')\n", " ax.axvline(0,color=color_ax)\n", " if a3.nunique()['g']>1:\n", " sns.violinplot(y=a1.columns[0], x='x',hue='g', data=a3, split=True, ax=ax,\n", " inner=None,linewidth=1, scale=\"count\", saturation=1)\n", "\n", " ax.get_children()[0].set_color(mpl.colors.colorConverter.to_rgba(color_left, alpha=a))\n", " ax.get_children()[0].set_edgecolor(color_left)\n", " ax.get_children()[1].set_color(mpl.colors.colorConverter.to_rgba(color_right, alpha=a))\n", " ax.get_children()[1].set_edgecolor(color_right)\n", " ax.legend().remove()\n", " else:\n", " if len(a1)>0: \n", " w=a1\n", " c=color_left\n", " else: \n", " w=a2\n", " c=color_right\n", " sns.violinplot(y=w.columns[0], data=w, ax=ax, \n", " inner=None,linewidth=1, scale=\"count\", saturation=1)\n", " ax.set_xlim([-1,0])\n", " ax.get_children()[0].set_color(mpl.colors.colorConverter.to_rgba(c, alpha=a))\n", " ax.get_children()[0].set_edgecolor(c)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def setup_axes():\n", " fig,axes=plt.subplots(1,3,figsize=(8,5),gridspec_kw={'width_ratios': [1, 3, 1]})\n", " axi_top= axes[2].inset_axes([0.1, 0.65, 1, 0.3])\n", " axi_top.axis('off')\n", " axi_bottom= axes[2].inset_axes([0.1, 0, 1, 0.5])\n", " axi_bottom.axis('off')\n", " axes[0].axis('off')\n", " axes[1].axis('off')\n", " axes[2].axis('off')\n", " axes[0]=axes[0].inset_axes([0, 0.15, 1, 0.85])\n", " axes[1]=axes[1].inset_axes([0, 0.15, 1, 0.85])\n", " axes[0].axis('off')\n", " axes[1].axis('off')\n", " return fig, axes, axi_top, axi_bottom" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def stem_plot(data,ax,color,s=s):\n", " data=pd.DataFrame(data)\n", " x=data.index\n", " y=data[data.columns[0]].values\n", " for i,e in enumerate(y):\n", " ax.plot([0,e],[x[i],x[i]],color=color)\n", " ax.scatter(y,x,s,color=color,zorder=10)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def stem2_plot(data,th,ax,color_left,color_right,s=s,axv_color=None):\n", " if axv_color==None:axv_color=color_right\n", " a1,a2,a3=get_data(data,th)\n", " stem_plot(a1,ax,color_left,s)\n", " stem_plot(a2,ax,color_right,s)\n", " ax.axvline(0,color=color_ax)\n", " #if th!=0:\n", " if True:\n", " ax.axvline(th,color=axv_color,ls='--',zorder=5)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def icons_plot(axes,kondicio,mennyiseg,observation_th,prediction_th):\n", " ylim=axes[0].get_ylim()\n", " xlim=axes[1].get_xlim()\n", " y_max_coord=ylim[0]+(ylim[1]-ylim[0])*1.05\n", " y_max_coord2=ylim[0]+(ylim[1]-ylim[0])*1.05 #1.04\n", " x_icon_coord_shift=(xlim[1]-xlim[0])*0.1\n", " axes[0].text(observation_th, y_max_coord, title_icon[kondicio], \n", " horizontalalignment='center', color=color_obs_right0, fontproperties=prop2, fontsize=font_size*1.5)\n", " axes[1].text(prediction_th, y_max_coord, title_icon[mennyiseg], \n", " horizontalalignment='center', color=color_ax, fontproperties=prop2, fontsize=font_size*1.5)\n", " axes[1].text(prediction_th+x_icon_coord_shift, y_max_coord2, title_icon_right[mennyiseg], \n", " horizontalalignment='center', color=color_pred_right, fontproperties=prop2, fontsize=font_size*1.5)\n", " axes[1].text(prediction_th-x_icon_coord_shift, y_max_coord2, title_icon_left[mennyiseg], \n", " horizontalalignment='center', color=color_pred_left, fontproperties=prop2, fontsize=font_size*1.5)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def talalat_plot_line(axes,n_prediction_ts_good,n_prediction_ts_bad,\n", " n_prediction_ts_good_talalt,n_prediction_ts_good_nem_talalt,\n", " observation_th,prediction_th):\n", " ylim=axes[0].get_ylim()\n", " xlim=axes[0].get_xlim()\n", " y_max_coord=ylim[0]+(ylim[1]-ylim[0])*(-0.07)\n", " x_icon_coord_shift=(xlim[1]-xlim[0])*0.1\n", " x_icon_coord_shift2=(xlim[1]-xlim[0])*0.27\n", " axes[0].text(observation_th+x_icon_coord_shift, y_max_coord, obs_talalt_glyph, \n", " horizontalalignment='center', color=color_obs_right, fontproperties=prop2)\n", " axes[0].text(observation_th-x_icon_coord_shift, y_max_coord, obs_nem_talalt_glyph, \n", " horizontalalignment='center', color=color_obs_left, fontproperties=prop2)\n", " axes[0].text(observation_th+x_icon_coord_shift2, y_max_coord, n_prediction_ts_good, \n", " horizontalalignment='center', color=color_obs_right, fontproperties=prop)\n", " axes[0].text(observation_th-x_icon_coord_shift2, y_max_coord, n_prediction_ts_bad, \n", " horizontalalignment='center', color=color_obs_left, fontproperties=prop)\n", " axes[0].text(observation_th, y_max_coord, '|', \n", " horizontalalignment='center', color=color_obs_right0, fontproperties=prop,fontsize=19)\n", "\n", " xlim=axes[1].get_xlim()\n", " x_icon_coord_shift=(xlim[1]-xlim[0])*0.04\n", " x_icon_coord_shift2=(xlim[1]-xlim[0])*0.1\n", " axes[1].text(prediction_th+x_icon_coord_shift, y_max_coord, pred_talalt_glyph, \n", " horizontalalignment='center', color=color_pred_talalt, fontproperties=prop2)\n", " axes[1].text(prediction_th-x_icon_coord_shift, y_max_coord, pred_nem_talalt_glyph, \n", " horizontalalignment='center', color=color_pred_nem_talalt, fontproperties=prop2)\n", " axes[1].text(prediction_th+x_icon_coord_shift2, y_max_coord, n_prediction_ts_good_talalt, \n", " horizontalalignment='center', color=color_pred_talalt, fontproperties=prop)\n", " axes[1].text(prediction_th-x_icon_coord_shift2, y_max_coord, n_prediction_ts_good_nem_talalt, \n", " horizontalalignment='center', color=color_pred_nem_talalt, fontproperties=prop)\n", " axes[1].text(prediction_th, y_max_coord, '|', \n", " horizontalalignment='center', color=color_pred_right, fontproperties=prop,fontsize=19)\n", " \n", " y_max_coord=ylim[0]+(ylim[1]-ylim[0])*(-0.14)\n", " axes[0].text(observation_th, y_max_coord, 'feltétel', \n", " horizontalalignment='center', color=color_obs_right0, fontproperties=prop)\n", " axes[1].text(prediction_th, y_max_coord, 'jóslat', \n", " horizontalalignment='center', color=color_pred_right, fontproperties=prop)\n", " y_max_coord=ylim[0]+(ylim[1]-ylim[0])*(-0.13)\n", " x_coord_shift=prediction_th+(prediction_th-xlim[0])*(-0.4)\n", " axes[1].annotate('', xy=(x_coord_shift, y_max_coord),xycoords='data',annotation_clip=False,\n", " xytext=(xlim[0], y_max_coord),arrowprops=dict(arrowstyle= '->',color=color_obs_right0))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "def talalat_plot_violin(axes,n_prediction_ts_good,n_prediction_ts_bad,n_prediction_ts_good_talalt,n_prediction_ts_good_nem_talalt):\n", " y_icon_obs=0.65\n", " y_icon_pred=0.5\n", " if color_obs_right==color_obs_right0: x=0.72\n", " else: x=0.47\n", " axes[2].text(0.72, y_icon_obs, obs_talalt_glyph, \n", " horizontalalignment='center', color=color_obs_right, fontproperties=prop2)\n", " axes[2].text(0.9, y_icon_obs,n_prediction_ts_good, \n", " horizontalalignment='center', color=color_obs_right, fontproperties=prop)\n", " axes[2].text(0.47, y_icon_obs, obs_nem_talalt_glyph, \n", " horizontalalignment='center', color=color_obs_left, fontproperties=prop2)\n", " axes[2].text(0.29, y_icon_obs, n_prediction_ts_bad, \n", " horizontalalignment='center', color=color_obs_left, fontproperties=prop)\n", " \n", " axes[2].text(0.72, y_icon_pred, pred_talalt_glyph,\n", " horizontalalignment='center', color=color_pred_talalt, fontproperties=prop2)\n", " axes[2].text(0.9, y_icon_pred, n_prediction_ts_good_talalt, \n", " horizontalalignment='center', color=color_pred_talalt, fontproperties=prop)\n", " axes[2].text(0.47, y_icon_pred, pred_nem_talalt_glyph, \n", " horizontalalignment='center', color=color_pred_nem_talalt, fontproperties=prop2)\n", " axes[2].text(0.29, y_icon_pred, n_prediction_ts_good_nem_talalt,\n", " horizontalalignment='center', color=color_pred_nem_talalt, fontproperties=prop)\n", " \n", " axes[2].annotate('', xy=(0.59, y_icon_pred*1.04),xycoords='data',\n", " xytext=(x, y_icon_obs*0.98),arrowprops=dict(arrowstyle= '->',color=color_obs_right0))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def talalat_plot(axes,ns,observation_th,prediction_th):\n", " n_prediction_ts_good,n_prediction_ts_bad,n_prediction_ts_good_talalt,n_prediction_ts_good_nem_talalt=ns\n", " talalat_plot_line(axes,n_prediction_ts_good,n_prediction_ts_bad,\n", " n_prediction_ts_good_talalt,n_prediction_ts_good_nem_talalt,\n", " observation_th,prediction_th)\n", " talalat_plot_violin(axes,n_prediction_ts_good,n_prediction_ts_bad,\n", " n_prediction_ts_good_talalt,n_prediction_ts_good_nem_talalt)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def year_plot(data,ax,k):\n", " y=data.values\n", " x=data.index\n", " ex=max(y)-min(y)\n", " text_off=abs(ex*k)\n", " text_align='left'\n", " if y[0]<0:\n", " text_off=-text_off\n", " text_align='right'\n", " ax.text(y[0]+text_off, x[0], str(int(x[0])), \n", " horizontalalignment=text_align, verticalalignment='center', \n", " color=color_ax, fontproperties=prop)\n", " text_off=abs(text_off)\n", " text_align='left'\n", " if y[-1]<0:\n", " text_off=-text_off\n", " text_align='right'\n", " ax.text(y[-1]+text_off, x[-1], str(int(x[-1])), \n", " horizontalalignment=text_align, verticalalignment='center', \n", " color=color_ax, fontproperties=prop)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "def spine_plot(datum,title,mondas,jelentes,kondicio,mennyiseg,\n", " observation_ts,observation_th,prediction_ts,prediction_th,c):\n", " \n", " #data\n", " prediction_ts_good=prediction_ts.loc[observation_ts[observation_ts>observation_th].index]\n", " prediction_ts_bad=prediction_ts.loc[observation_ts[observation_ts<=observation_th].index]\n", " n_prediction_ts_good=len(prediction_ts_good)\n", " n_prediction_ts_bad=len(prediction_ts_bad)\n", " \n", " if color_obs_right0!=color_obs_right:\n", " prediction_ts_good,prediction_ts_bad=prediction_ts_bad,prediction_ts_good\n", " prediction_ts_good_nem_talalt,prediction_ts_good_talalt,\\\n", " prediction_ts_good_joined=get_data(prediction_ts_good,prediction_th)\n", " n_prediction_ts_good_talalt=len(prediction_ts_good_talalt)\n", " n_prediction_ts_good_nem_talalt=len(prediction_ts_good_nem_talalt)\n", " ns=[n_prediction_ts_good,n_prediction_ts_bad,n_prediction_ts_good_talalt,n_prediction_ts_good_nem_talalt]\n", " \n", " #plots\n", " #fig, axes, axi_top, axi_bottom=setup_axes()\n", " \n", " #stem2_plot(observation_ts,observation_th,axes[0],color_obs_left,color_obs_right,s/2,color_obs_right0)\n", " #stem2_plot(prediction_ts_good,prediction_th,axes[1],color_pred_left,color_pred_right)\n", " #stem_plot(prediction_ts_bad,axes[1],color_ax)\n", " \n", " #violin_plot(observation_ts,observation_th,axi_top,color_obs_left,color_obs_right)\n", " #violin_plot(prediction_ts_good,prediction_th,axi_bottom,color_pred_left,color_pred_right)\n", " \n", " #icons\n", " #icons_plot(axes,kondicio,mennyiseg,observation_th,prediction_th)\n", " \n", " #talalat\n", " #talalat_plot(axes,ns,observation_th,prediction_th)\n", " \n", " #years\n", " obs_year_index=observation_data[[obs_key,'pyear']].dropna().groupby('pyear').mean().index\n", " pred_year_index=prediction_data[[pred_key,'pyear']].dropna().groupby('pyear').mean().index\n", " pred_year_index_filt=prediction_ts.loc[pred_year_index].dropna().index\n", " obs_year_index_filt=observation_ts.loc[obs_year_index].dropna().index\n", " pred_year_index2=max(min(pred_year_index_filt),min(obs_year_index_filt))\n", " pred_year_index=range(pred_year_index2,max(pred_year_index_filt)+1)\n", " #year_plot(observation_ts.loc[obs_year_index].dropna(),axes[0],0.09)\n", " #year_plot(prediction_ts.loc[pred_year_index].dropna(),axes[1],0.03)\n", " \n", " #titles\n", " len_ratio=0.15*(-1+(len(jelentes.split(',')[0])/len(jelentes.split(',')[1])))\n", " #fig.text(0.5+len_ratio,0.04,jelentes.split(',')[0]+',',color=color_obs_right0,\n", " # fontproperties=prop,fontsize=font_size*0.7,horizontalalignment='right')\n", " if color_pred_talalt==color_pred_talalt0: color_pred_side=color_pred_right\n", " else: color_pred_side=color_pred_left\n", " #fig.text(0.5+len_ratio,0.04,jelentes.split(',')[1],color=color_pred_side,\n", " # fontproperties=prop,fontsize=font_size*0.7,horizontalalignment='left')\n", " if n_prediction_ts_good_nem_talalt>=n_prediction_ts_good_talalt:\n", " color_title=color_pred_nem_talalt\n", " else: \n", " color_title=color_pred_talalt\n", " verdict=int(100*n_prediction_ts_good_talalt/(n_prediction_ts_good_talalt+n_prediction_ts_good_nem_talalt))\n", " if color_pred_talalt!=color_pred_talalt0: verdict=100-verdict\n", " return_verdict=int(verdict)\n", " verdict=str(verdict)+'%'\n", " #plt.suptitle(title,y=0.11,color=color_title,fontproperties=prop,fontsize=font_size)\n", " #fig.text(0.97,0.04,verdict, fontproperties=prop,\n", " # horizontalalignment='right', color=color_title, fontsize=font_size*2, )\n", " #fig.text(0.03,0.04, datum, fontproperties=prop,\n", " # horizontalalignment='left', color=color_obs_right0, fontsize=font_size*2, )\n", " \n", " #plt.savefig(c+'/map/'+str(mondas)+'.png',dpi=300, facecolor=color_bg)\n", " #plt.show()\n", " return return_verdict" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "def filter_data(dz,observation_range,prediction_range):\n", " dgs=[]\n", " dhs=[]\n", " for year in range(int(dz.min()['year']),int(dz.max()['year'])):\n", " k=0\n", " from_date=pd.to_datetime(str(year)+'-'+str(observation_range[k].month)+'-'+str(observation_range[k].day))\n", " from_pred=pd.to_datetime(str(year)+'-'+str(prediction_range[k].month)+'-'+str(prediction_range[k].day))\n", " k=1\n", " to_date=pd.to_datetime(str(year)+'-'+str(observation_range[k].month)+'-'+str(observation_range[k].day))\n", " to_pred=pd.to_datetime(str(year)+'-'+str(prediction_range[k].month)+'-'+str(prediction_range[k].day))\n", " if to_pred' in sign)):\n", " if '<' in sign:\n", " positive=False\n", " elif '>' in sign:\n", " positive=True\n", " return positive" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "universal_normalize=['XTEMP','XVSB','XSPD']\n", "\n", "def get_ts_data(data,key,sign):\n", " ts=data.groupby('year').mean()[key]\n", " if (('-' in sign) or ('+' in sign)):\n", " th=ts.mean()\n", " else:\n", " th=float(sign[1:])\n", " if key in universal_normalize:\n", " th-=ts.mean() \n", " ts-=ts.mean()\n", " return ts,th" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def get_comp_data(observation_data,obs_key,obs_sign,prediction_data,pred_key,pred_sign):\n", " ertek_sign=True\n", " irany_sign=True\n", " observation_ts=observation_data.groupby('year').mean()[obs_key]\n", " prediction_ts=prediction_data.groupby('year').mean()[pred_key]\n", " prediction_th=observation_ts.mean()\n", " observation_ts-=observation_ts.mean()\n", " observation_th=observation_ts.min()*1.01\n", " prediction_th-=prediction_ts.mean()\n", " prediction_ts-=prediction_ts.mean() \n", " if obs_sign=='A':\n", " if pred_sign=='A':\n", " observation_th=0\n", " prediction_th=0\n", " else:\n", " irany_sign=False\n", " return observation_ts,observation_th,prediction_ts,prediction_th,ertek_sign,irany_sign" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "mennyiseg_key={'Temp':'XTEMP','Snow Depth':'XSD','Wind':'XSPD','Rain':'YPCP','Visib':'XVSB',\n", " 'Snow':'YSNW','Hail':'YHAL'}" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "stations_to_include={'ro':[150040,151700,151450,152600,152470,150800,152300,150100,151200,152000],\n", " 'hu':[128820,128120,127720,128600,128390,128920,128430,128250,128220,128050,\n", " 129150,129420,129600,129700,129820,129920,129350,129100]}\n", "stations_to_include['huro']=stations_to_include['hu']+stations_to_include['ro']" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "def get_country(c,h='ds',plot=False):\n", " if c=='huro':\n", " hu=pd.read_csv('data/'+'hu'+'_'+h+'.csv') #daily data\n", " ro=pd.read_csv('data/'+'ro'+'_'+h+'.csv') #daily data\n", " df=pd.concat([hu,ro])\n", " else:\n", " df=pd.read_csv('data/'+c+'_'+h+'.csv') #daily data\n", " # df=pd.read_csv('data/'+c+'_hs.csv') #high_res data\n", " df=df[df['ID'].isin(stations_to_include[c])]\n", " df['time']=pd.to_datetime(df['time'])\n", " df['year']=df['time'].dt.year\n", " df['month']=df['time'].dt.month\n", " df['day']=df['time'].dt.day\n", " df['hour']=df['time'].dt.hour\n", " df=df.set_index('time')\n", " df=df.sort_index()\n", " if plot: df.groupby('year').nunique()['ID'].plot()\n", " nepi=pd.read_excel(c+'/idojaras_'+c+'.xlsx')\n", " return df,nepi" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "c='huro'\n", "df,nepi=get_country(c)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "127720\n", "152300\n", "128120\n", "150100\n", "152000\n", "152600\n", "128820\n", "151200\n", "129420\n", "152470\n", "128600\n", "150800\n", "129820\n", "128390\n", "151450\n", "150040\n", "151700\n", "128220\n", "129350\n", "128430\n", "129700\n", "129600\n", "128250\n", "129920\n", "128050\n", "128920\n", "129150\n", "129100\n" ] } ], "source": [ "color_pred_left=color_pred_left0\n", "color_pred_right=color_pred_right0\n", "mondasok=nepi['ID'].values\n", "mondasok=[1,6]\n", "shares=[]\n", "for st in df['ID'].unique():\n", " dz=df[df['ID']==st].groupby(['time']).mean()\n", " print(st)\n", " for mondas in mondasok:\n", " try:\n", " nep=nepi.loc[mondas]\n", " if str(nep['Mennyiség'])!='nan':\n", " obs_key=mennyiseg_key[nep['Kondíció']]\n", " pred_key=mennyiseg_key[nep['Mennyiség']]\n", " observation_range=[nep['Dátum:mettől']+pd.to_timedelta('-1D'),nep['Dátum:meddig']+pd.to_timedelta('+2D')]\n", " prediction_range=[nep['Periódus:mettől'],nep['Periódus:meddig']+pd.to_timedelta('+1D')]\n", " observation_data,prediction_data=filter_data(dz,observation_range,prediction_range)\n", "\n", " #comparison\n", " if str(nep['Érték']) in ['A','B']:\n", " #print('comp',mondas)\n", " observation_ts,observation_th,prediction_ts,prediction_th,ertek_sign,irany_sign=\\\n", " get_comp_data(observation_data,obs_key,nep['Érték'],\\\n", " prediction_data,pred_key,nep['Irány'])\n", " #time series\n", " else:\n", " #print('ts',mondas)\n", " ertek_sign=get_sign(nep['Érték'],obs_key)\n", " irany_sign=get_sign(nep['Irány'],pred_key)\n", " observation_ts,observation_th=get_ts_data(observation_data,obs_key,nep['Érték'])\n", " prediction_ts,prediction_th=get_ts_data(prediction_data,pred_key,nep['Irány'])\n", "\n", " color_obs_right,color_obs_left,obs_talalt_glyph,obs_nem_talalt_glyph,\\\n", " color_pred_talalt,color_pred_nem_talalt,pred_talalt_glyph,pred_nem_talalt_glyph=\\\n", " set_direction(ertek_sign, irany_sign)\n", "\n", " #datum=str(nep['Dátums'])[:3]+'. '+str(nep['Dátum:mettől'].day)\n", " datum=nep['DS']\n", " share=spine_plot(datum,nep['Mondás'].strip(),mondas,nep['Jelentés'].strip(),nep['Kondíció'],nep['Mennyiség'],\n", " observation_ts,observation_th,prediction_ts,prediction_th,c)\n", " shares.append({'share':share,'station':st,'mondas':mondas})\n", " except:\n", " print ('ERROR '+st)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "dw=pd.DataFrame(shares).set_index('station').join(stations).set_index('mondas').join(nepi.set_index('ID'))" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "import json\n", "namer=pd.DataFrame(json.loads(open('data/namer.json','r').read()),index=['name']).T" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "dw=dw.set_index('LOC').join(namer)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "# !conda install geopandas" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "# !pip install descartes" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "import geopandas" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "def add_basemap(ax, zoom, url='https://maps.wikimedia.org/osm-intl/{z}/{x}/{y}.png?lang=hu'):\n", " xmin, xmax, ymin, ymax = ax.axis()\n", " basemap, extent = ctx.bounds2img(xmin, ymin, xmax, ymax, zoom=zoom, url=url)\n", " ax.imshow(basemap, extent=extent, interpolation='bilinear')\n", " # restore original x/y limits\n", " ax.axis((xmin, xmax, ymin, ymax))" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df = geopandas.read_file(geopandas.datasets.get_path('nybb'))\n", "ax = df.plot(figsize=(10, 10), alpha=0.5, edgecolor='k')" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pyproj\\crs.py:77: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method.\n", " return _prepare_from_string(\" \".join(pjargs))\n" ] } ], "source": [ "df = df.to_crs(epsg=3857)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "# !conda install contextily" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "import contextily as ctx" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = df.plot(figsize=(10, 10), alpha=0.5, edgecolor='k')\n", "add_basemap(ax, zoom=11)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "df = pd.DataFrame(\n", " {'City': ['Buenos Aires', 'Brasilia', 'Santiago', 'Bogota', 'Caracas'],\n", " 'Country': ['Argentina', 'Brazil', 'Chile', 'Colombia', 'Venezuela'],\n", " 'Latitude': [-34.58, -15.78, -33.45, 4.60, 10.48],\n", " 'Longitude': [-58.66, -47.91, -70.66, -74.08, -66.86]})" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "gdf = geopandas.GeoDataFrame(\n", " df, geometry=geopandas.points_from_xy(df.Longitude, df.Latitude))" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "world = geopandas.read_file(geopandas.datasets.get_path('naturalearth_lowres'))\n", "\n", "# We restrict to South America.\n", "ax = world[world.continent == 'South America'].plot(\n", " color='white', edgecolor='black')" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gdf.plot(ax=ax, color='red')\n", "plt.show()" ] }, { "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": 4 }