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The same bar charts for 3 CMIP6 collections
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Compare CMIP6 collections" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"import xarray as xr\n", | |
"import matplotlib.pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import matplotlib\n", | |
"matplotlib.rcParams['figure.figsize'] = [19,4]\n", | |
"\n", | |
"import matplotlib.style\n", | |
"import matplotlib as mpl\n", | |
"mpl.rcParams['font.size'] = 14\n", | |
"mpl.rcParams['legend.fontsize'] = 'large'\n", | |
"mpl.rcParams['figure.titlesize'] = 'large'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"LDEO_cat = 'https://cmip6.storage.googleapis.com/pangeo-cmip6-noQC.csv'\n", | |
"GFDL_cat = 'https://github.com/aradhakrishnanGFDL/CatalogBuilder/raw/master/intakebuilder/test/intake_uda.csv.gz'\n", | |
"CEDA_cat = 'https://github.com/cedadev/cmip6-object-store/raw/master/catalogs/ceda-zarr-cmip6.csv'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def convert_catalog(csvfile, key = 'path', first = -10, last = -1, separator='/'):\n", | |
" import pandas as pd \n", | |
" csv_catalog = pd.read_csv(csvfile)\n", | |
"\n", | |
" ddict = {}\n", | |
" for item, tdir in enumerate(csv_catalog[key]):\n", | |
" #print(item,tdir)\n", | |
" vlist = tdir.split(separator)[first:last]\n", | |
" vstore = '/'.join(vlist)+'/'\n", | |
" vlist += [vstore]\n", | |
" ddict[item] = vlist\n", | |
"\n", | |
" df = pd.DataFrame.from_dict(ddict, orient='index')\n", | |
" df = df.rename(columns={0: \"activity_id\", 1: \"institution_id\", 2:\"source_id\",\n", | |
" 3:\"experiment_id\",4:\"member_id\",5:\"table_id\",6:\"variable_id\",\n", | |
" 7:\"grid_label\",8:\"version\",9:'vstore'})\n", | |
" return df" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# read csv file, make the dataset identifiers comparable\n", | |
"dLDEO = pd.read_csv(LDEO_cat, dtype='unicode')\n", | |
"dLDEO['zstore'] = dLDEO.apply(lambda row: row.zstore.split('gs://cmip6/')[-1].split('CMIP6/')[-1].split('v20')[0], axis = 1)\n", | |
"dLDEO['vstore'] = dLDEO.apply(lambda row: row.zstore + 'v' + str(row.version)+'/', axis = 1)\n", | |
"dLDEO = dLDEO.sort_values(by=['version']).drop_duplicates(subset =[\"zstore\"],keep='last')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"dGFDL = convert_catalog(GFDL_cat)\n", | |
"dGFDL['zstore'] = dGFDL.apply(lambda row: row.vstore.split(row.version)[0],axis=1)\n", | |
"dGFDL = dGFDL.sort_values(by=['version']).drop_duplicates(subset =[\"zstore\"],keep='last')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"dCEDA = convert_catalog(CEDA_cat, key = 'nc_path', first = 5, last = 14)\n", | |
"dCEDA['zstore'] = dCEDA.apply(lambda row: row.vstore.split(row.version)[0],axis=1)\n", | |
"dCEDA = dCEDA.sort_values(by=['version']).drop_duplicates(subset =[\"zstore\"],keep='last')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"LDEO: 329379 GFDL: 244427 CEDA: 149941\n" | |
] | |
} | |
], | |
"source": [ | |
"# Compare number of datasets - for any version\n", | |
"set_L = set(dLDEO.zstore.unique())\n", | |
"set_G = set(dGFDL.zstore.unique())\n", | |
"set_C = set(dCEDA.zstore.unique())\n", | |
"print('LDEO: ',len(set_L),' GFDL:', len(set_G),' CEDA:', len(set_C))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"73109 39783 43794\n", | |
"In both LDEO and GFDL: 14 %\n", | |
"In both GFDL and CEDA: 11 %\n", | |
"In both LDEO and CEDA: 10 %\n" | |
] | |
} | |
], | |
"source": [ | |
"common_LG = sorted(list(set_L.intersection(set_G)))\n", | |
"num_both_LG = len(set_L)+len(set_G)-len(common_LG) \n", | |
"common_GC = sorted(list(set_G.intersection(set_C)))\n", | |
"num_both_GC = len(set_G)+len(set_C)-len(common_GC) \n", | |
"common_LC = sorted(list(set_L.intersection(set_C)))\n", | |
"num_both_LC = len(set_L)+len(set_C)-len(common_LC) \n", | |
"\n", | |
"print(len(common_LG),len(common_GC),len(common_LC))\n", | |
"print('In both LDEO and GFDL:',int(100*len(common_LG)/num_both_LG),'%')\n", | |
"print('In both GFDL and CEDA:',int(100*len(common_GC)/num_both_GC),'%')\n", | |
"print('In both LDEO and CEDA:',int(100*len(common_LC)/num_both_LC),'%')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def autolabel(ax,rects):\n", | |
" \"\"\"Attach a text label above each bar in *rects*, displaying its height.\"\"\"\n", | |
" for rect in rects:\n", | |
" height = rect.get_height()\n", | |
" ax.annotate('{}'.format(height),\n", | |
" xy=(rect.get_x() + rect.get_width() / 2, height),\n", | |
" xytext=(0, 3), # 3 points vertical offset\n", | |
" textcoords=\"offset points\",\n", | |
" ha='center', va='bottom',fontsize=10)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def plot_activity(df1,df2,df3,ymax=160000,title_add=''):\n", | |
" activities = sorted(list( set(df1.activity_id.unique()).union(set(df2.activity_id.unique())).union(set(df3.activity_id.unique())) ))\n", | |
"\n", | |
" vdf1 = []\n", | |
" vdf2 = []\n", | |
" vdf3 = []\n", | |
" names = []\n", | |
" total = [] \n", | |
" for activity in activities:\n", | |
" ndf1 = df1[df1.activity_id==activity].vstore.nunique()\n", | |
" ndf2 = df2[df2.activity_id==activity].vstore.nunique()\n", | |
" ndf3 = df3[df3.activity_id==activity].vstore.nunique()\n", | |
" names += [activity]\n", | |
" vdf1 += [ndf1]\n", | |
" vdf2 += [ndf2]\n", | |
" vdf3 += [ndf3]\n", | |
" total += [ndf1+ndf2+ndf3]\n", | |
" #print(activity.ljust(15),str(ndf).ljust(10),str(ndfcat).ljust(10))\n", | |
"\n", | |
" ddict = {'name': names, 'LDEO': vdf1, 'GFDL': vdf2, 'CEDA': vdf3, 'total': total} \n", | |
"\n", | |
" df_ddict= pd.DataFrame(ddict) \n", | |
" df_ddict = df_ddict.sort_values(by=['total'],ascending=False)\n", | |
"\n", | |
" names = df_ddict.name.values[:12]\n", | |
" vdf1 = df_ddict.LDEO.values[:12]\n", | |
" vdf2 = df_ddict.GFDL.values[:12]\n", | |
" vdf3 = df_ddict.CEDA.values[:12]\n", | |
"\n", | |
" x = np.arange(len(names)) \n", | |
"\n", | |
" width = 0.3 # the width of the bars\n", | |
"\n", | |
" fig, ax = plt.subplots()\n", | |
" rects1 = ax.bar(x - width, vdf1, width, label='LDEO')\n", | |
" rects2 = ax.bar(x , vdf2, width, label='GFDL')\n", | |
" rects3 = ax.bar(x + width, vdf3, width, label='CEDA')\n", | |
" autolabel(ax,rects1)\n", | |
" autolabel(ax,rects2)\n", | |
" autolabel(ax,rects3)\n", | |
" # Add some text for labels, title and custom x-axis tick labels, etc.\n", | |
" ax.set_ylabel('Number of Datasets')\n", | |
" ax.set_title('Top 12, By Activity'+title_add)\n", | |
" ax.set_xticks(x)\n", | |
" ax.set_xticklabels(names)\n", | |
" ax.set_ylim([0,ymax])\n", | |
" ax.legend()\n", | |
"\n", | |
" fig.tight_layout()\n", | |
" plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def plot_institution(df1,df2,df3,ymax=160000,title_add=''):\n", | |
" institutions = sorted(list( set(df1.institution_id.unique()).union(set(df2.institution_id.unique())).union(set(df3.institution_id.unique())) ))\n", | |
"\n", | |
" vdf1 = []\n", | |
" vdf2 = []\n", | |
" vdf3 = []\n", | |
" names = []\n", | |
" total = [] \n", | |
" for institution in institutions:\n", | |
" ndf1 = df1[df1.institution_id==institution].vstore.nunique()\n", | |
" ndf2 = df2[df2.institution_id==institution].vstore.nunique()\n", | |
" ndf3 = df3[df3.institution_id==institution].vstore.nunique()\n", | |
" names += [institution]\n", | |
" vdf1 += [ndf1]\n", | |
" vdf2 += [ndf2]\n", | |
" vdf3 += [ndf3]\n", | |
" total += [ndf1+ndf2+ndf3]\n", | |
" #print(activity.ljust(15),str(ndf).ljust(10),str(ndfcat).ljust(10))\n", | |
"\n", | |
" ddict = {'name': names, 'LDEO': vdf1, 'GFDL': vdf2, 'CEDA': vdf3, 'total': total} \n", | |
"\n", | |
" df_ddict= pd.DataFrame(ddict) \n", | |
" df_ddict = df_ddict.sort_values(by=['total'],ascending=False)\n", | |
"\n", | |
" names = df_ddict.name.values[:12]\n", | |
" vdf1 = df_ddict.LDEO.values[:12]\n", | |
" vdf2 = df_ddict.GFDL.values[:12]\n", | |
" vdf3 = df_ddict.CEDA.values[:12]\n", | |
" \n", | |
" x = np.arange(len(names)) \n", | |
"\n", | |
" width = 0.3 # the width of the bars\n", | |
"\n", | |
" fig, ax = plt.subplots()\n", | |
" rects1 = ax.bar(x - width, vdf1, width, label='LDEO')\n", | |
" rects2 = ax.bar(x , vdf2, width, label='GFDL')\n", | |
" rects3 = ax.bar(x + width, vdf3, width, label='CEDA')\n", | |
" autolabel(ax,rects1)\n", | |
" autolabel(ax,rects2)\n", | |
" autolabel(ax,rects3)\n", | |
" \n", | |
" # Add some text for labels, title and custom x-axis tick labels, etc.\n", | |
" ax.set_ylabel('Number of Datasets')\n", | |
" ax.set_title('Top 12, By Institution'+title_add)\n", | |
" ax.set_xticks(x)\n", | |
" ax.set_xticklabels(names)\n", | |
" ax.set_ylim([0,ymax])\n", | |
" ax.legend()\n", | |
"\n", | |
" fig.tight_layout()\n", | |
" plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def plot_frequency(df1,df2,df3,ymax=340000,title_add=''):\n", | |
" tables = sorted(list( set(df1.table_id.unique()).union(set(df2.table_id.unique())).union(set(df3.table_id.unique())) ))\n", | |
" freq = ['subhr','hr','3hr','6hr','day','mon','yr','fx']\n", | |
" dic = {}\n", | |
"\n", | |
" dic['fx'] = ['IfxGre','Ofx','Efx','fx']\n", | |
" dic['yr'] = ['Oyr','Eyr']\n", | |
"\n", | |
" mons = [match for match in tables if 'mon' in match]\n", | |
" dic['mon'] = mons\n", | |
"\n", | |
" leftm = list(set(tables) - set(mons))\n", | |
" days = [match for match in leftm if 'day' in match]\n", | |
" dic['day'] = days\n", | |
"\n", | |
" leftmd = list(set(leftm) - set(days))\n", | |
" hr6 = [match for match in leftmd if '6hr' in match]\n", | |
" dic['6hr'] = hr6\n", | |
"\n", | |
" leftmd6= list(set(leftmd) - set(hr6))\n", | |
" hr3 = [match for match in leftmd6 if '3hr' in match]\n", | |
" dic['3hr'] = hr3\n", | |
"\n", | |
" leftmd63= list(set(leftmd6) - set(hr3))\n", | |
" hr = [match for match in leftmd63 if 'hr' in match]\n", | |
" dic['hr'] = hr\n", | |
"\n", | |
" dic['other'] = ['Odec','SIclim','Aclim','Oclim','Eclim']\n", | |
" \n", | |
" vdf1 = []\n", | |
" vdf2 = []\n", | |
" vdf3 = []\n", | |
" names = [] \n", | |
"\n", | |
" for freq in dic.keys():\n", | |
" ndf1 = 0\n", | |
" ndf2 = 0\n", | |
" ndf3 = 0\n", | |
" for table in dic[freq]:\n", | |
" ndf1 += df1[df1.table_id==table].vstore.nunique()\n", | |
" ndf2 += df2[df2.table_id==table].vstore.nunique()\n", | |
" ndf3 += df3[df3.table_id==table].vstore.nunique()\n", | |
" names += [freq]\n", | |
" vdf1 += [ndf1]\n", | |
" vdf2 += [ndf2]\n", | |
" vdf3 += [ndf3]\n", | |
"\n", | |
" x = np.arange(len(names)) \n", | |
"\n", | |
" width = 0.3 # the width of the bars\n", | |
"\n", | |
" fig, ax = plt.subplots()\n", | |
" rects1 = ax.bar(x - width, vdf1, width, label='LDEO')\n", | |
" rects2 = ax.bar(x , vdf2, width, label='GFDL')\n", | |
" rects3 = ax.bar(x + width, vdf3, width, label='CEDA')\n", | |
" autolabel(ax,rects1)\n", | |
" autolabel(ax,rects2)\n", | |
" autolabel(ax,rects3)\n", | |
"\n", | |
" # Add some text for labels, title and custom x-axis tick labels, etc.\n", | |
" ax.set_ylabel('Number of Datasets')\n", | |
" ax.set_title('By Frequency'+title_add)\n", | |
" ax.set_xticks(x)\n", | |
" ax.set_xticklabels(names)\n", | |
" ax.set_ylim([0,ymax])\n", | |
" ax.legend()\n", | |
"\n", | |
" fig.tight_layout()\n", | |
" plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"jupyter": { | |
"outputs_hidden": true | |
} | |
}, | |
"source": [ | |
"## Basic Statistics on the three archives\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1368x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 1368x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1368x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_activity(dLDEO,dGFDL,dCEDA)\n", | |
"\n", | |
"plot_institution(dLDEO,dGFDL,dCEDA)\n", | |
"\n", | |
"plot_frequency(dLDEO,dGFDL,dCEDA)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"jupyter": { | |
"outputs_hidden": true | |
} | |
}, | |
"source": [ | |
"## DCPP has many, many short monthly datasets\n", | |
"- Pangeo-GC collected them primarily for CCCma and NCAR, but then stopped\n", | |
"- GFDL-ESGF has many fewer" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1368x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1368x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1368x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"d1 = dLDEO[dLDEO.activity_id != 'DCPP']\n", | |
"d2 = dGFDL[dGFDL.activity_id != 'DCPP']\n", | |
"d3 = dCEDA[dCEDA.activity_id != 'DCPP']\n", | |
"\n", | |
"plot_activity(d1,d2,d3,ymax=100000,title_add=' - no DCPP')\n", | |
"plot_institution(d1,d2,d3,ymax=60000,title_add=' - no DCPP')\n", | |
"plot_frequency(d1,d2,d3,ymax=200000,title_add=' - no DCPP')" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "pangeo-Oct2019", | |
"language": "python", | |
"name": "pangeo-oct2019" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.7.3" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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The comparisons of the 'Amon' and 'Omon' datasets show that our LDEO collection contains many more of the Omon datasets - which makes sense for our group!
See comparison figures