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@naomi-henderson
Created October 29, 2020 12:19
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Compare Google Cloud CMIP6 collection with GFDL-ESGF archive
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compare Google Cloud CMIP6 collection with GFDL-ESGF archive"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import os\n",
"import gcsfs\n",
"import xarray as xr\n",
"import matplotlib.pyplot as plt\n",
"\n",
"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": null,
"metadata": {},
"outputs": [],
"source": [
"def build_catalog():\n",
" import pandas as pd \n",
" uda = pd.read_csv('local.csv') # This is Aparna's file with one line added to the top\n",
"\n",
" ddict = {}\n",
" for item, tdir in enumerate(uda.file):\n",
" #print(item,tdir)\n",
" vlist = tdir.split('/')[-10:]\n",
" vstore = '/'.join(vlist[:-1])+'/'\n",
" vlist += [vstore]\n",
" ddict[item] = vlist\n",
"\n",
" df_GFDL = pd.DataFrame.from_dict(ddict, orient='index')\n",
" df_GFDL = df_GFDL.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:'file',10:'vstore'})\n",
" df_GFDL.to_csv('csv/ESGF-GFDL.csv', mode='w+', index=False)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"dfcat = pd.read_csv('https://cmip6.storage.googleapis.com/cmip6-zarr-consolidated-stores-noQC.csv', dtype='unicode')\n",
"\n",
"dGFDL_ESGF = pd.read_csv('csv/ESGF-GFDL.csv')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# make the dataset identifiers comparable\n",
"dfcat['vstore'] = dfcat.apply(lambda row: row.zstore.split('gs://cmip6/')[-1] + 'v' + str(row.version)+'/', axis = 1)\n",
"dGFDL_ESGF['zstore'] = dGFDL_ESGF.apply(lambda row: row.vstore.split(row.version)[0],axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# choose the last version of each dataset\n",
"dGFDL_ESGF_1ver = dGFDL_ESGF.drop_duplicates(subset =[\"zstore\",\"file\"],keep='last')\n",
"\n",
"# keep single version dataframe\n",
"dGFDL_ESGF_1ver.to_csv('csv/GFDL-ESGF-lastVersion.csv', mode='w+', index=False)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"original: 979210 latest version only: 904619\n"
]
}
],
"source": [
"# how many version duplicates were there?\n",
"print('original: ',len(dGFDL_ESGF),' latest version only:',len(dGFDL_ESGF_1ver))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# shorten dataframe name \n",
"df = dGFDL_ESGF_1ver"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"GFDL-ESGF: 331775 Pangeo-GC: 246009\n"
]
}
],
"source": [
"# Compare number of datasets GFDL-ESGF vs Pangeo-GC\n",
"set_A = set(dfcat.vstore.unique())\n",
"set_B = set(df.vstore.unique())\n",
"print('GFDL-ESGF: ',len(set_A),' Pangeo-GC:', len(set_B))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"GCS has: 331775\n",
"GFDL-ESGF has: 246009\n",
"GCS needs: 176494\n",
"GFDL-ESGF needs: 262260\n",
"\n",
" in both: 13 %\n"
]
}
],
"source": [
"we_need = sorted(list(set_B-set_A))\n",
"they_need = sorted(list(set_A-set_B))\n",
"in_both = sorted(list(set_B.intersection(set_A)))\n",
"num_all = len(set_A)+len(set_B)-len(in_both)\n",
"print('GCS has: ',len(set_A))\n",
"print('GFDL-ESGF has:',len(set_B))\n",
"print('GCS needs: ',len(we_need))\n",
"print('GFDL-ESGF needs:',len(they_need))\n",
"print('\\n in both:',int(100*len(in_both)/num_all),'%')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def plot_activity(df,dfcat,ymax=160000,title_add=''):\n",
" activities = sorted(list(set(dfcat.activity_id.unique()).union(set(df.activity_id.unique())) ))\n",
"\n",
" vdf = []\n",
" vdfcat = []\n",
" names = []\n",
" total = [] \n",
" for activity in activities:\n",
" ndf = df[df.activity_id==activity].zstore.nunique()\n",
" ndfcat = dfcat[dfcat.activity_id==activity].zstore.nunique()\n",
" names += [activity]\n",
" vdf += [ndf]\n",
" vdfcat += [ndfcat]\n",
" total += [ndf+ndfcat]\n",
" #print(activity.ljust(15),str(ndf).ljust(10),str(ndfcat).ljust(10))\n",
"\n",
" ddict = {'name': names, 'GFDL': vdf, 'GC': vdfcat, '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",
" vdf = df_ddict.GFDL.values[:12]\n",
" vdfcat = df_ddict.GC.values[:12]\n",
"\n",
"\n",
" x = np.arange(len(names)) \n",
"\n",
" width = 0.35 # the width of the bars\n",
"\n",
" fig, ax = plt.subplots()\n",
" rects1 = ax.bar(x - width/2, vdf, width, label='GFDL-ESGF')\n",
" rects2 = ax.bar(x + width/2, vdfcat, width, label='Pangeo-GCS')\n",
" def autolabel(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)\n",
"\n",
"\n",
" autolabel(rects1)\n",
" autolabel(rects2)\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.savefig('figures/Activity.png',dpi=100)\n",
"\n",
" #plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def plot_frequency(df,dfcat,ymax=340000,title_add=''):\n",
" tables = sorted(list(set(dfcat.table_id.unique()).union(set(df.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",
" vdf = []\n",
" vdfcat = []\n",
" names = []\n",
" for freq in dic.keys():\n",
" ndf = 0\n",
" ndfcat = 0\n",
" for table in dic[freq]:\n",
" ndf += df[df.table_id==table].zstore.nunique()\n",
" ndfcat += dfcat[dfcat.table_id==table].zstore.nunique()\n",
" names += [freq]\n",
" vdf += [ndf]\n",
" vdfcat += [ndfcat]\n",
" #print(activity.ljust(15),str(ndf).ljust(10),str(ndfcat).ljust(10))\n",
"\n",
" x = np.arange(len(names)) \n",
"\n",
" width = 0.35 # the width of the bars\n",
"\n",
" fig, ax = plt.subplots()\n",
" rects1 = ax.bar(x - width/2, vdf, width, label='GFDL-ESGF')\n",
" rects2 = ax.bar(x + width/2, vdfcat, width, label='Pangeo-GCS')\n",
"\n",
" def autolabel(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=12)\n",
"\n",
"\n",
" autolabel(rects1)\n",
" autolabel(rects2)\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.savefig('figures/Frequency.png',dpi=100)\n",
"\n",
" #plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def plot_institution(df,dfcat,ymax=100000,title_add=''):\n",
" institutions = sorted(list(set(dfcat.institution_id.unique()).union(set(df.institution_id.unique())) ))\n",
"\n",
" vdf = []\n",
" vdfcat = []\n",
" names = []\n",
" total = []\n",
" for institution in institutions:\n",
" ndf = df[df.institution_id==institution].zstore.nunique()\n",
" ndfcat = dfcat[dfcat.institution_id==institution].zstore.nunique()\n",
"\n",
" names += [institution]\n",
" vdf += [ndf]\n",
" vdfcat += [ndfcat]\n",
" total += [ndf+ndfcat]\n",
"\n",
" ddict = {'name': names, 'GFDL': vdf, 'GC': vdfcat, '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",
" vdf = df_ddict.GFDL.values[:12]\n",
" vdfcat = df_ddict.GC.values[:12]\n",
"\n",
" x = np.arange(len(names)) \n",
"\n",
" width = 0.35 # the width of the bars\n",
"\n",
" fig, ax = plt.subplots()\n",
" rects1 = ax.bar(x - width/2, vdf, width, label='GFDL-ESGF')\n",
" rects2 = ax.bar(x + width/2, vdfcat, width, label='Pangeo-GCS')\n",
" def autolabel(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)\n",
"\n",
"\n",
" autolabel(rects1)\n",
" autolabel(rects2)\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",
"\n",
" #plt.show()\n",
" #plt.savefig('figures/Institution.png',dpi=100)"
]
},
{
"cell_type": "markdown",
"metadata": {
"jupyter": {
"outputs_hidden": true
}
},
"source": [
"## Basic Statistics on GFDL-ESGF archive and the Pangeo-GC public dataset\n",
"- GFDL-ESGF has 246,009 datasets (in 979,211 netcdf files)\n",
" - multiple versions of some datasets\n",
"- Pangeo-GC has 330,723 datasets\n",
" - single version, updated when possible\n",
"- Less than 15% of datasets are common to both\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"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": [
"plot_activity(df,dfcat)\n",
"plt.show()\n",
"\n",
"plot_institution(df,dfcat)\n",
"plt.show()\n",
"\n",
"plot_frequency(df,dfcat)\n",
"plt.show()"
]
},
{
"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": 13,
"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": [
"df_copy = df.copy()\n",
"dfcat_copy = dfcat.copy()\n",
"df_copy = df_copy[df_copy.activity_id != 'DCPP']\n",
"dfcat_copy = dfcat_copy[dfcat_copy.activity_id != 'DCPP']\n",
"\n",
"plot_activity(df_copy,dfcat_copy,ymax=100000,title_add=' - no DCPP')\n",
"plt.show()\n",
"\n",
"plot_institution(df_copy,dfcat_copy,ymax=60000,title_add=' - no DCPP')\n",
"plt.show()\n",
"\n",
"plot_frequency(df_copy,dfcat_copy,ymax=200000,title_add=' - no DCPP')\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "pangeo-fall2020",
"language": "python",
"name": "pangeo-fall2020"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.8"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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