diff --git a/PATSTAT/patstat_analysis_pipeline.ipynb b/PATSTAT/patstat_analysis_pipeline.ipynb index 9fcd864..73f55c7 100644 --- a/PATSTAT/patstat_analysis_pipeline.ipynb +++ b/PATSTAT/patstat_analysis_pipeline.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 12, + "execution_count": 33, "metadata": { "collapsed": true }, @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 34, "outputs": [ { "data": { @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 35, "outputs": [], "source": [ "outdir=\"EU_CH_scope\"\n", @@ -73,7 +73,89 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 36, + "outputs": [ + { + "data": { + "text/plain": "65136" + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(appln)" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 37, + "outputs": [ + { + "data": { + "text/plain": "24638" + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(appln[appln[\"appln_nr\"]==appln[\"appln_nr_original\"]])" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 38, + "outputs": [ + { + "data": { + "text/plain": " appln_id appln_auth appln_nr appln_kind appln_filing_date \n8712 413791676 KR 20127034385 A 2011-06-03 \\\n15588 439148012 EP 15714777 A 2015-03-26 \n48628 536723783 RU 2019104609 A 2017-07-18 \n4458 380638095 US 201113218876 A 2011-08-26 \n43221 522842130 US 201829659634 F 2018-08-10 \n3836 378587773 WO 2011074635 W 2011-05-25 \n9237 414823192 EP 12882000 A 2012-08-03 \n6777 409424323 US 201113638187 A 2011-03-22 \n18826 446137103 WO 2015057861 W 2015-10-14 \n52265 545763074 BR 112020021641 A 2018-04-23 \n\n appln_filing_year appln_nr_original ipr_type receiving_office \n8712 2011 1020127034385 PI \\\n15588 2015 15714777 PI \n48628 2017 2019104609 PI \n4458 2011 13218876 PI \n43221 2018 NaN DP \n3836 2011 CN2011/074635 PI CN \n9237 2012 12882000 PI \n6777 2011 13638187 PI \n18826 2015 IB2015/057861 PI IB \n52265 2018 112020021641 PI \n\n internat_appln_id ... earliest_publn_date earliest_publn_year \n8712 339637678 ... 2013-11-04 2013 \\\n15588 438355565 ... 2017-02-15 2017 \n48628 488987246 ... 2020-08-20 2020 \n4458 0 ... 2013-01-31 2013 \n43221 0 ... 2019-12-03 2019 \n3836 0 ... 2012-11-29 2012 \n9237 414790439 ... 2015-06-10 2015 \n6777 333698631 ... 2013-08-08 2013 \n18826 0 ... 2016-04-21 2016 \n52265 521276805 ... 2021-01-26 2021 \n\n earliest_pat_publn_id granted docdb_family_id inpadoc_family_id \n8712 413791677 Y 45067306 339616929 \\\n15588 473888077 Y 52814965 438355565 \n48628 536723784 Y 60991950 488987246 \n4458 380922724 N 47598050 380638095 \n43221 522842131 Y 68653880 522842130 \n3836 378816884 N 47216526 378587773 \n9237 439934604 N 50027133 414790439 \n6777 409424324 Y 43020401 319321099 \n18826 451530410 N 52014243 446137103 \n52265 545763075 N 68293428 521276805 \n\n docdb_family_size nb_citing_docdb_fam nb_applicants nb_inventors \n8712 6 10 1 7 \n15588 5 1 1 2 \n48628 39 3 1 19 \n4458 2 3 8 7 \n43221 2 0 1 1 \n3836 3 4 3 2 \n9237 2 0 1 2 \n6777 6 4 6 5 \n18826 9 3 2 1 \n52265 6 0 3 5 \n\n[10 rows x 26 columns]", + "text/html": "
\n | appln_id | \nappln_auth | \nappln_nr | \nappln_kind | \nappln_filing_date | \nappln_filing_year | \nappln_nr_original | \nipr_type | \nreceiving_office | \ninternat_appln_id | \n... | \nearliest_publn_date | \nearliest_publn_year | \nearliest_pat_publn_id | \ngranted | \ndocdb_family_id | \ninpadoc_family_id | \ndocdb_family_size | \nnb_citing_docdb_fam | \nnb_applicants | \nnb_inventors | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
8712 | \n413791676 | \nKR | \n20127034385 | \nA | \n2011-06-03 | \n2011 | \n1020127034385 | \nPI | \n\n | 339637678 | \n... | \n2013-11-04 | \n2013 | \n413791677 | \nY | \n45067306 | \n339616929 | \n6 | \n10 | \n1 | \n7 | \n
15588 | \n439148012 | \nEP | \n15714777 | \nA | \n2015-03-26 | \n2015 | \n15714777 | \nPI | \n\n | 438355565 | \n... | \n2017-02-15 | \n2017 | \n473888077 | \nY | \n52814965 | \n438355565 | \n5 | \n1 | \n1 | \n2 | \n
48628 | \n536723783 | \nRU | \n2019104609 | \nA | \n2017-07-18 | \n2017 | \n2019104609 | \nPI | \n\n | 488987246 | \n... | \n2020-08-20 | \n2020 | \n536723784 | \nY | \n60991950 | \n488987246 | \n39 | \n3 | \n1 | \n19 | \n
4458 | \n380638095 | \nUS | \n201113218876 | \nA | \n2011-08-26 | \n2011 | \n13218876 | \nPI | \n\n | 0 | \n... | \n2013-01-31 | \n2013 | \n380922724 | \nN | \n47598050 | \n380638095 | \n2 | \n3 | \n8 | \n7 | \n
43221 | \n522842130 | \nUS | \n201829659634 | \nF | \n2018-08-10 | \n2018 | \nNaN | \nDP | \n\n | 0 | \n... | \n2019-12-03 | \n2019 | \n522842131 | \nY | \n68653880 | \n522842130 | \n2 | \n0 | \n1 | \n1 | \n
3836 | \n378587773 | \nWO | \n2011074635 | \nW | \n2011-05-25 | \n2011 | \nCN2011/074635 | \nPI | \nCN | \n0 | \n... | \n2012-11-29 | \n2012 | \n378816884 | \nN | \n47216526 | \n378587773 | \n3 | \n4 | \n3 | \n2 | \n
9237 | \n414823192 | \nEP | \n12882000 | \nA | \n2012-08-03 | \n2012 | \n12882000 | \nPI | \n\n | 414790439 | \n... | \n2015-06-10 | \n2015 | \n439934604 | \nN | \n50027133 | \n414790439 | \n2 | \n0 | \n1 | \n2 | \n
6777 | \n409424323 | \nUS | \n201113638187 | \nA | \n2011-03-22 | \n2011 | \n13638187 | \nPI | \n\n | 333698631 | \n... | \n2013-08-08 | \n2013 | \n409424324 | \nY | \n43020401 | \n319321099 | \n6 | \n4 | \n6 | \n5 | \n
18826 | \n446137103 | \nWO | \n2015057861 | \nW | \n2015-10-14 | \n2015 | \nIB2015/057861 | \nPI | \nIB | \n0 | \n... | \n2016-04-21 | \n2016 | \n451530410 | \nN | \n52014243 | \n446137103 | \n9 | \n3 | \n2 | \n1 | \n
52265 | \n545763074 | \nBR | \n112020021641 | \nA | \n2018-04-23 | \n2018 | \n112020021641 | \nPI | \n\n | 521276805 | \n... | \n2021-01-26 | \n2021 | \n545763075 | \nN | \n68293428 | \n521276805 | \n6 | \n0 | \n3 | \n5 | \n
10 rows × 26 columns
\n\n | appln_id | \nappln_auth | \nappln_nr | \nappln_kind | \nappln_filing_date | \nappln_filing_year | \nappln_nr_original | \nipr_type | \nreceiving_office | \ninternat_appln_id | \n... | \nearliest_publn_date | \nearliest_publn_year | \nearliest_pat_publn_id | \ngranted | \ndocdb_family_id | \ninpadoc_family_id | \ndocdb_family_size | \nnb_citing_docdb_fam | \nnb_applicants | \nnb_inventors | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
56447 | \n556331792 | \nPE | \n2021000402 | \nA | \n2019-09-26 | \n2019 | \n2021000402 | \nPI | \n\n | 520193774 | \n... | \n2021-07-19 | \n2021 | \n556331793 | \nN | \n68542579 | \n520193774 | \n10 | \n0 | \n1 | \n3 | \n
41201 | \n518451341 | \nTW | \n107131654 | \nA | \n2018-09-10 | \n2018 | \n107131654 | \nPI | \n\n | 0 | \n... | \n2019-06-16 | \n2019 | \n518451342 | \nN | \n66100215 | \n511344799 | \n2 | \n0 | \n1 | \n2 | \n
54094 | \n550225934 | \nTW | \n109119471 | \nA | \n2017-07-06 | \n2017 | \n109119471 | \nPI | \n\n | 0 | \n... | \n2021-02-01 | \n2021 | \n550225935 | \nN | \n59337896 | \n481645536 | \n8 | \n3 | \n1 | \n7 | \n
9133 | \n414556231 | \nEP | \n12881920 | \nA | \n2012-07-27 | \n2012 | \n12881920 | \nPI | \n\n | 414544093 | \n... | \n2015-06-03 | \n2015 | \n439682012 | \nY | \n49996511 | \n414544093 | \n4 | \n5 | \n1 | \n3 | \n
43037 | \n522510076 | \nEP | \n19306441 | \nA | \n2019-11-07 | \n2019 | \n19306441 | \nPI | \n\n | 0 | \n... | \n2021-05-12 | \n2021 | \n548841071 | \nN | \n68655464 | \n522510076 | \n3 | \n0 | \n1 | \n2 | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
60095 | \n569415925 | \nTW | \n110116177 | \nA | \n2021-05-05 | \n2021 | \n110116177 | \nPI | \n\n | 0 | \n... | \n2021-12-16 | \n2021 | \n568265190 | \nN | \n74845079 | \n546468249 | \n4 | \n0 | \n1 | \n8 | \n
61281 | \n573442692 | \nDE | \n102021213653 | \nA | \n2021-12-02 | \n2021 | \n102021213653 | \nPI | \n\n | 0 | \n... | \n2022-06-15 | \n2022 | \n573442693 | \nN | \n81749879 | \n573442692 | \n2 | \n0 | \n1 | \n1 | \n
41189 | \n518448790 | \nTW | \n108109981 | \nA | \n2014-03-07 | \n2014 | \n108109981 | \nPI | \n\n | 0 | \n... | \n2019-06-16 | \n2019 | \n518448791 | \nY | \n51500341 | \n421859342 | \n22 | \n290 | \n1 | \n3 | \n
64973 | \n587185640 | \nCR | \n20220470 | \nA | \n2021-03-18 | \n2021 | \n20220470 | \nPI | \n\n | 549449130 | \n... | \n2022-11-14 | \n2022 | \n587185641 | \nN | \n75660301 | \n549449130 | \n14 | \n4 | \n1 | \n25 | \n
8491 | \n413374202 | \nEP | \n13197783 | \nA | \n2011-04-28 | \n2011 | \n13197783 | \nPI | \n\n | 376727956 | \n... | \n2014-08-20 | \n2014 | \n420445397 | \nN | \n45896256 | \n352844875 | \n10 | \n0 | \n1 | \n6 | \n
100 rows × 26 columns
\n\n | person_id | \nperson_name | \nperson_name_orig_lg | \nperson_address | \nperson_ctry_code | \nnuts | \nnuts_level | \ndoc_std_name_id | \ndoc_std_name | \npsn_id | \npsn_name | \npsn_level | \npsn_sector | \nhan_id | \nhan_name | \nhan_harmonized | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
27780 | \n38752029 | \nBOTH HENDRIK | \nBOTH HENDRIK | \nNaN | \nNL | \nNL | \n0 | \n695378 | \nBOTH HENDRIK | \n3219299 | \nBOTH HENDRIK | \n0 | \nUNKNOWN | \n138752029 | \nBOTH HENDRIK | \n0 | \n
42972 | \n47186505 | \nZhang, Richard S. | \nZhang, Richard S. | \nShanghai | \nCN | \nNaN | \n9 | \n414822 | \nHARBOURT CYRUS DAVID | \n37071034 | \nZHANG RICHARD S. | \n1 | \nINDIVIDUAL | \n147186505 | \nZhang, Richard S. | \n0 | \n
39368 | \n45225635 | \nRoche Diagnostics Operations, Inc. | \nRoche Diagnostics Operations, Inc. | \nIndiana,IN | \nUS | \nNaN | \n9 | \n167898 | \nWANG XIAOBO | \n27413631 | \nROCHE DIAGNOSTICS OPERATIONS | \n2 | \nCOMPANY | \n2461595 | \nROCHE DIAGNOSTICS OPERATIONS INC | \n2 | \n
17349 | \n13164592 | \nLI, QINGHUA | \nLI, QINGHUA | \nNaN | \nUS | \nNaN | \n9 | \n77857 | \nLI QINGHUA | \n19316195 | \nLI QINGHUA | \n1 | \nINDIVIDUAL | \n4304276 | \nLI QINGHUA | \n1 | \n
38005 | \n44432440 | \nYANG, CHENGGUAN | \nYANG, CHENGGUAN | \nNaN | \nCN | \nNaN | \n9 | \n19222547 | \nYANG CHENGGUAN | \n36198377 | \nYANG, CHENGGUAN | \n1 | \nINDIVIDUAL | \n144432440 | \nYANG, CHENGGUAN | \n0 | \n
17354 | \n13164808 | \nJAVAHERIAN, KASHI | \nJAVAHERIAN, KASHI | \nNaN | \nUS | \nNaN | \n9 | \n245041 | \nJAVAHERIAN KASHI | \n14769626 | \nJAVAHERIAN, KASHI | \n1 | \nINDIVIDUAL | \n113164808 | \nJAVAHERIAN, KASHI | \n0 | \n
48330 | \n48886066 | \nKRAUSE FALK | \nKRAUSE FALK | \nNaN | \nDE | \nDE | \n0 | \n597644 | \nKRAUSE FALK | \n17940076 | \nKRAUSE FALK | \n0 | \nUNKNOWN | \n148886066 | \nKRAUSE FALK | \n0 | \n
25002 | \n24615058 | \nBUTLER, HANS | \nBUTLER, HANS | \nNaN | \nNL | \nNL | \n0 | \n103820 | \nBUTLER HANS | \n3827604 | \nBUTLER, HANS | \n1 | \nINDIVIDUAL | \n124615058 | \nBUTLER, HANS | \n0 | \n
70951 | \n54647336 | \nSchmieder, Wolfgang | \nSchmieder, Wolfgang | \nBaden-Wurtemberg | \nDE | \nDE | \n0 | \n19636429 | \nMERUVA JAYAPRAKASH | \n28724833 | \nSCHMIEDER, WOLFGANG | \n0 | \nUNKNOWN | \n154647336 | \nSchmieder, Wolfgang | \n0 | \n
8906 | \n11399816 | \nDe Boer, Dirk Kornelis Gerhardus | \nDe Boer, Dirk Kornelis Gerhardus | \nDen Bosch | \nNL | \nNL | \n0 | \n1980622 | \nDE BOER DIRK KORNELIS GERHARDUS | \n6348065 | \nDE BOER, DIRK KORNELIS GERHARDUS | \n1 | \nINDIVIDUAL | \n111399816 | \nDe Boer, Dirk Kornelis Gerhardus | \n0 | \n
\n | person_id | \nperson_name | \nperson_name_orig_lg | \nperson_address | \nperson_ctry_code | \nnuts | \nnuts_level | \ndoc_std_name_id | \ndoc_std_name | \npsn_id | \npsn_name | \npsn_level | \npsn_sector | \nhan_id | \nhan_name | \nhan_harmonized | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
99304 | \n72271503 | \nSHE, HUIMIN | \nSHE, HUIMIN | \nShanghai | \nCN | \nNaN | \n9 | \n32084338 | \nSHE HUIMIN | \n29505777 | \nSHE, HUIMIN | \n0 | \nUNKNOWN | \n172271503 | \nSHE, HUIMIN | \n0 | \n
4389 | \n6211563 | \nZhou, Jian | \nZhou, Jian | \nBeijing | \nCN | \nNaN | \n9 | \n33759 | \nZHOU JIAN | \n37354342 | \nZHOU JIAN | \n1 | \nINDIVIDUAL | \n106211563 | \nZhou, Jian | \n0 | \n
59373 | \n52078604 | \nKIRCHNER, NICOLE | \nKIRCHNER, NICOLE | \nSACHSENSTRAßE 2845665 RECKLINGHAUSEN DE | \nDE | \nDE | \n0 | \n2139104 | \nKIRCHNER NICOLE | \n17194552 | \nKIRCHNER, NICOLE | \n0 | \nUNKNOWN | \n152078604 | \nKIRCHNER, NICOLE | \n0 | \n
19688 | \n16957554 | \nBLAWERT, CARSTEN | \nBLAWERT, CARSTEN | \nNaN | \nDE | \nDE | \n0 | \n311260 | \nBLAWERT CARSTEN | \n2923498 | \nBLAWERT, CARSTEN | \n1 | \nINDIVIDUAL | \n116957554 | \nBLAWERT, CARSTEN | \n0 | \n
25828 | \n25701586 | \nKNIESEL, SIMON | \nKNIESEL, SIMON | \nNaN | \nDE | \nDE | \n0 | \n255684 | \nKNIESEL SIMON | \n17406789 | \nKNIESEL, SIMON | \n1 | \nINDIVIDUAL | \n125701586 | \nKNIESEL, SIMON | \n0 | \n
73679 | \n55544020 | \nWHITING, Tien Yi Theresa Hsu | \nWHITING, Tien Yi Theresa Hsu | \nNaN | \nUS | \nNaN | \n9 | \n21758228 | \nWHITING TIEN YI THERESA HSU | \n35065052 | \nWHITING, TIEN YI THERESA HSU | \n0 | \nUNKNOWN | \n155544020 | \nWHITING, Tien Yi Theresa Hsu | \n0 | \n
39905 | \n45320991 | \nZhang, Michael | \nZhang, Michael | \nBeijing | \nCN | \nNaN | \n9 | \n725806 | \nZHANG MICHAEL | \n37097378 | \nZHANG, MICHAEL | \n1 | \nINDIVIDUAL | \n145320991 | \nZhang, Michael | \n0 | \n
65003 | \n53390230 | \nDONG, Hailong | \nDONG, Hailong | \nMolenstraat 148,5701 KK Helmond | \nNL | \nNL414 | \n3 | \n7196768 | \nDONG HAILONG | \n7077131 | \nDONG, HAILONG | \n0 | \nUNKNOWN | \n153390230 | \nDONG, Hailong | \n0 | \n
113369 | \n79456511 | \nLING, Jing | \nLING, Jing | \nNo. 6 North Of Binjiang Road, Taixing Economic... | \nCN | \nNaN | \n9 | \n429470 | \nLING JING | \n19626776 | \nLING, JING | \n0 | \nUNKNOWN | \n179456511 | \nLING, Jing | \n0 | \n
58383 | \n51832619 | \nWEN JU ZHANG | \nWEN JU ZHANG | \nCN | \nCN | \nNaN | \n9 | \n23069059 | \nZHANG WEN JU | \n34908417 | \nWEN JU ZHANG | \n0 | \nUNKNOWN | \n151832619 | \nWEN JU ZHANG | \n0 | \n
\n | cpc_id | \ncpc_name | \nsection | \nclass | \nsubclass | \ngroup | \nmain_group | \ncpc_version | \nversion https://git-lfs.github.com/spec/v1 | \ncpc_taxonomy | \ncpc_fullname | \ntax_level_0 | \ntax_level_1 | \ntax_level_2 | \ntax_level_3 | \ntax_level_4 | \ntax_level_5 | \ntax_level_6 | \ntax_level_7 | \ndata_scope | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \nA | \nHUMAN NECESSITIES | \nA | \nNaN | \nNaN | \nNaN | \nNaN | \n2023 | \nNaN | \n[('A', 'HUMAN NECESSITIES')] | \nHUMAN NECESSITIES | \nHUMAN NECESSITIES | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nFalse | \n
1 | \nA01 | \nAGRICULTURE; FORESTRY; ANIMAL HUSBANDRY; HUNTI... | \nA | \n1.0 | \nNaN | \nNaN | \nNaN | \n2023 | \nNaN | \n[('A', 'HUMAN NECESSITIES'), ('A01', 'AGRICULT... | \nHUMAN NECESSITIES<>AGRICULTURE; FORESTRY; ANIM... | \nHUMAN NECESSITIES | \nAGRICULTURE; FORESTRY; ANIMAL HUSBANDRY; HUNTI... | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nFalse | \n
2 | \nA01B | \nSOIL WORKING IN AGRICULTURE OR FORESTRY; PARTS... | \nA | \n1.0 | \nB | \nNaN | \nNaN | \n2023 | \nNaN | \n[('A', 'HUMAN NECESSITIES'), ('A01', 'AGRICULT... | \nHUMAN NECESSITIES<>AGRICULTURE; FORESTRY; ANIM... | \nHUMAN NECESSITIES | \nAGRICULTURE; FORESTRY; ANIMAL HUSBANDRY; HUNTI... | \nSOIL WORKING IN AGRICULTURE OR FORESTRY; PARTS... | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nFalse | \n
3 | \nA01B1/00 | \nHand tools (edge trimmers for lawns A01G3/06 ... | \nA | \n1.0 | \nB | \n1.0 | \n0.0 | \n2023 | \nNaN | \n[('A', 'HUMAN NECESSITIES'), ('A01', 'AGRICULT... | \nHUMAN NECESSITIES<>AGRICULTURE; FORESTRY; ANIM... | \nHUMAN NECESSITIES | \nAGRICULTURE; FORESTRY; ANIMAL HUSBANDRY; HUNTI... | \nSOIL WORKING IN AGRICULTURE OR FORESTRY; PARTS... | \nHand tools (edge trimmers for lawns A01G3/06 ... | \nNaN | \nNaN | \nNaN | \nNaN | \nFalse | \n
4 | \nA01B1/02 | \nSpades; Shovels {(hand-operated dredgers E02F3... | \nA | \n1.0 | \nB | \n1.0 | \n2.0 | \n2023 | \nNaN | \n[('A', 'HUMAN NECESSITIES'), ('A01', 'AGRICULT... | \nHUMAN NECESSITIES<>AGRICULTURE; FORESTRY; ANIM... | \nHUMAN NECESSITIES | \nAGRICULTURE; FORESTRY; ANIMAL HUSBANDRY; HUNTI... | \nSOIL WORKING IN AGRICULTURE OR FORESTRY; PARTS... | \nSpades; Shovels {(hand-operated dredgers E02F3... | \nNaN | \nNaN | \nNaN | \nNaN | \nFalse | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
260486 | \nY10T483/1873 | \nIndexing matrix | \nY | \n10.0 | \nT | \n483.0 | \n1873.0 | \n2023 | \nNaN | \n[('Y', 'GENERAL TAGGING OF NEW TECHNOLOGICAL D... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nTECHNICAL SUBJECTS COVERED BY FORMER USPC | \nTECHNICAL SUBJECTS COVERED BY FORMER US CLASSI... | \nTool transfer to or from matrix | \nIndexing matrix | \nNaN | \nNaN | \nNaN | \nFalse | \n
260487 | \nY10T483/1882 | \nRotary disc | \nY | \n10.0 | \nT | \n483.0 | \n1882.0 | \n2023 | \nNaN | \n[('Y', 'GENERAL TAGGING OF NEW TECHNOLOGICAL D... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nTECHNICAL SUBJECTS COVERED BY FORMER USPC | \nTECHNICAL SUBJECTS COVERED BY FORMER US CLASSI... | \nTool transfer to or from matrix | \nRotary disc | \nNaN | \nNaN | \nNaN | \nFalse | \n
260488 | \nY10T483/1891 | \nChain or belt | \nY | \n10.0 | \nT | \n483.0 | \n1891.0 | \n2023 | \nNaN | \n[('Y', 'GENERAL TAGGING OF NEW TECHNOLOGICAL D... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nTECHNICAL SUBJECTS COVERED BY FORMER USPC | \nTECHNICAL SUBJECTS COVERED BY FORMER US CLASSI... | \nTool transfer to or from matrix | \nChain or belt | \nNaN | \nNaN | \nNaN | \nFalse | \n
260489 | \nY10T483/19 | \nMiscellaneous | \nY | \n10.0 | \nT | \n483.0 | \n19.0 | \n2023 | \nNaN | \n[('Y', 'GENERAL TAGGING OF NEW TECHNOLOGICAL D... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPME... | \nTECHNICAL SUBJECTS COVERED BY FORMER USPC | \nTECHNICAL SUBJECTS COVERED BY FORMER US CLASSI... | \nMiscellaneous | \nNaN | \nNaN | \nNaN | \nNaN | \nFalse | \n
260490 | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \n2022 | \noid sha256:f138d6bdf2939ba576b96b633d81366123b... | \n[] | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nNaN | \nFalse | \n
260491 rows × 20 columns
\n\n | appln_id | \ncpc_class_symbol | \n
---|---|---|
461523 | \n550229597 | \nC08G 18/6674 | \n
511948 | \n569882441 | \nC08K 5/06 | \n
67828 | \n414454432 | \nG06F 21/105 | \n
83905 | \n418994277 | \nH04B 7/0452 | \n
393107 | \n530331540 | \nH04N 19/70 | \n
406153 | \n534165470 | \nC07K2317/52 | \n
253473 | \n490601228 | \nD06M2200/50 | \n
256305 | \n491586869 | \nG01G 11/003 | \n
279783 | \n497310121 | \nA61K 39/3955 | \n
432151 | \n541221711 | \nG01N 15/1012 | \n
\n | appln_id | \ncpc_class_symbol | \n
---|---|---|
490979 | \n560314579 | \nB32B 7/12 | \n
139994 | \n445201240 | \nC08G2261/3241 | \n
505928 | \n567683420 | \nC25D 7/123 | \n
130069 | \n442410454 | \nY02D 10/00 | \n
467350 | \n551851575 | \nH04B 7/0486 | \n
318101 | \n509884390 | \nH01L 21/0228 | \n
350171 | \n519161420 | \nG06F 21/42 | \n
129829 | \n442384375 | \nH04W 88/04 | \n
277164 | \n496690078 | \nH04L 27/26 | \n
240979 | \n487005701 | \nF16F2230/0064 | \n
\n | appln_id | \nappln_auth | \nperson_id | \ninvt_seq_nr | \napplt_seq_nr | \nperson_name | \nperson_ctry_code | \npsn_sector | \nhan_id | \nhan_name | \n
---|---|---|---|---|---|---|---|---|---|---|
76 | \n410448968 | \nDE | \n7067540 | \n0 | \n1 | \nEvonik Degussa GmbH | \nDE | \nCOMPANY | \n840063 | \nEVONIK DEGUSSA GMBH | \n
87 | \n420386087 | \nDE | \n7067540 | \n0 | \n1 | \nEvonik Degussa GmbH | \nDE | \nCOMPANY | \n840063 | \nEVONIK DEGUSSA GMBH | \n
88 | \n420386089 | \nDE | \n7067540 | \n0 | \n1 | \nEvonik Degussa GmbH | \nDE | \nCOMPANY | \n840063 | \nEVONIK DEGUSSA GMBH | \n
828 | \n410512383 | \nEP | \n220 | \n0 | \n1 | \nSIEMENS AKTIENGESELLSCHAFT | \nDE | \nCOMPANY | \n2709504 | \nSIEMENS AG | \n
1454 | \n333687134 | \nEP | \n10329 | \n0 | \n1 | \nAlcatel Lucent | \nFR | \nCOMPANY | \n68848 | \nALCATEL LUCENT | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
147073 | \n549690891 | \nEP | \n85841201 | \n1 | \n0 | \nJONSSON, Tony | \nSE | \nUNKNOWN | \n185841201 | \nJONSSON, Tony | \n
147074 | \n549690895 | \nEP | \n85841201 | \n1 | \n0 | \nJONSSON, Tony | \nSE | \nUNKNOWN | \n185841201 | \nJONSSON, Tony | \n
147075 | \n549690901 | \nEP | \n85841201 | \n1 | \n0 | \nJONSSON, Tony | \nSE | \nUNKNOWN | \n185841201 | \nJONSSON, Tony | \n
147076 | \n549690897 | \nEP | \n85841201 | \n1 | \n0 | \nJONSSON, Tony | \nSE | \nUNKNOWN | \n185841201 | \nJONSSON, Tony | \n
147077 | \n549788919 | \nEP | \n85774895 | \n2 | \n0 | \nTRAN NGUYEN, Johnny | \nSE | \nUNKNOWN | \n185774895 | \nTRAN NGUYEN, Johnny | \n
4434 rows × 10 columns
\n\n | appln_id | \nappln_auth | \nappln_kind | \nfiling_year | \nnb_applicants | \nnb_inventors | \n
---|---|---|---|---|---|---|
445321 | \n902305835 | \nEP | \nA | \n2017 | \n0 | \n0 | \n
480488 | \n515101583 | \nCN | \nA | \n2018 | \n2 | \n5 | \n
307745 | \n458113107 | \nCN | \nA | \n2016 | \n1 | \n3 | \n
352956 | \n449856958 | \nEP | \nA | \n2016 | \n1 | \n4 | \n
452231 | \n510599290 | \nCN | \nA | \n2018 | \n1 | \n3 | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n
424840 | \n496723291 | \nCN | \nA | \n2017 | \n1 | \n1 | \n
84346 | \n378450888 | \nGB | \nA | \n2012 | \n1 | \n0 | \n
736784 | \n576111604 | \nCN | \nA | \n2021 | \n1 | \n3 | \n
617397 | \n528722596 | \nCN | \nA | \n2019 | \n1 | \n1 | \n
65667 | \n411664922 | \nDE | \nA | \n2012 | \n1 | \n1 | \n
100 rows × 6 columns
\n\n | appln_id | \nappln_auth | \nappln_kind | \nfiling_year | \nnb_applicants | \nnb_inventors | \n
---|---|---|---|---|---|---|
51083 | \n407234637 | \nFI | \nA | \n2011 | \n1 | \n2 | \n
240847 | \n442945435 | \nFR | \nA | \n2015 | \n1 | \n5 | \n
685164 | \n531137359 | \nNL | \nA | \n2020 | \n1 | \n3 | \n
235203 | \n438685261 | \nEP | \nA | \n2015 | \n1 | \n4 | \n
430561 | \n497548590 | \nDE | \nA | \n2017 | \n2 | \n8 | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n
721473 | \n579480994 | \nDE | \nA | \n2021 | \n1 | \n3 | \n
619328 | \n523950441 | \nEP | \nA | \n2019 | \n2 | \n3 | \n
484715 | \n490602095 | \nEP | \nA | \n2018 | \n1 | \n1 | \n
196502 | \n450101287 | \nDE | \nA | \n2014 | \n1 | \n6 | \n
367660 | \n477378741 | \nGB | \nA | \n2017 | \n1 | \n1 | \n
100 rows × 6 columns
\n\n | filing_year | \nappln_auth | \nappln_id | \nfiling_year_relative_growth | \nappln_id_relative_growth | \nappln_id_cumsum | \nCountry | \n
---|---|---|---|---|---|---|---|
0 | \n2011 | \nAT | \n705.0 | \n2011 | \n0.000000 | \n705.0 | \nAustria | \n
1 | \n2012 | \nAT | \n607.0 | \n2011 | \n-0.139007 | \n1312.0 | \nAustria | \n
2 | \n2013 | \nAT | \n673.0 | \n2011 | \n-0.045390 | \n1985.0 | \nAustria | \n
3 | \n2014 | \nAT | \n658.0 | \n2011 | \n-0.066667 | \n2643.0 | \nAustria | \n
4 | \n2015 | \nAT | \n710.0 | \n2011 | \n0.007092 | \n3353.0 | \nAustria | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
355 | \n2018 | \nSK | \n16.0 | \n2011 | \n-0.407407 | \n191.0 | \nSlovakia | \n
356 | \n2019 | \nSK | \n15.0 | \n2011 | \n-0.444444 | \n206.0 | \nSlovakia | \n
357 | \n2020 | \nSK | \n22.0 | \n2011 | \n-0.185185 | \n228.0 | \nSlovakia | \n
358 | \n2021 | \nSK | \n14.0 | \n2011 | \n-0.481481 | \n242.0 | \nSlovakia | \n
359 | \n2022 | \nSK | \n0.0 | \n2011 | \n-1.000000 | \n242.0 | \nSlovakia | \n
360 rows × 7 columns
\n\n | filing_year | \nappln_auth | \nappln_id | \nfiling_year_relative_growth | \nappln_id_relative_growth | \nappln_id_cumsum | \nCountry | \n
---|---|---|---|---|---|---|---|
0 | \n2011 | \nAT | \n0.0 | \n2012 | \n-1.0 | \n0.0 | \nAustria | \n
1 | \n2012 | \nAT | \n1.0 | \n2012 | \n0.0 | \n1.0 | \nAustria | \n
2 | \n2013 | \nAT | \n4.0 | \n2012 | \n3.0 | \n5.0 | \nAustria | \n
3 | \n2014 | \nAT | \n0.0 | \n2012 | \n-1.0 | \n5.0 | \nAustria | \n
4 | \n2015 | \nAT | \n1.0 | \n2012 | \n0.0 | \n6.0 | \nAustria | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
160 | \n2017 | \nSE | \n3.0 | \n2015 | \n2.0 | \n5.0 | \nSweden | \n
161 | \n2018 | \nSE | \n1.0 | \n2015 | \n0.0 | \n6.0 | \nSweden | \n
162 | \n2019 | \nSE | \n0.0 | \n2015 | \n-1.0 | \n6.0 | \nSweden | \n
163 | \n2020 | \nSE | \n1.0 | \n2015 | \n0.0 | \n7.0 | \nSweden | \n
164 | \n2021 | \nSE | \n0.0 | \n2015 | \n-1.0 | \n7.0 | \nSweden | \n
165 rows × 7 columns
\n\n | appln_id | \nappln_auth | \nperson_id | \ninvt_seq_nr | \napplt_seq_nr | \nperson_name | \nperson_ctry_code | \npsn_sector | \nhan_id | \nhan_name | \nperson_ctry_code_fullname | \nappln_auth_fullname | \nperson_ctry_ISO3 | \nperson_ctry_type | \nISO3 | \nauth_ISO3 | \nauth_ctry_type | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
136092 | \n512548123 | \nGB | \n55086687 | \n0 | \n1 | \nTCL Communication Limited | \nCN | \nCOMPANY | \n3635036 | \nTCL COMM LTD | \nChina | \nUnited Kingdom | \nCHN | \nChina | \nCHN | \nGBR | \nNon-EU associate | \n
140959 | \n523940692 | \nEP | \n69747486 | \n0 | \n1 | \nNingbo Geely Automobile Research & Development... | \nCN | \nCOMPANY | \n3697072 | \nNINGBO GEELY AUTOMOBILE R&D CO LTD | \nChina | \nEuropean Patent Office | \nCHN | \nChina | \nCHN | \nnot found | \nEPO | \n
145846 | \n517778054 | \nEP | \n77709457 | \n3 | \n0 | \nFORSBERG, Christian | \nSE | \nNaN | \n177709457 | \nFORSBERG, Christian | \nSweden | \nEuropean Patent Office | \nSWE | \nEU | \nSWE | \nnot found | \nEPO | \n
111339 | \n352908327 | \nFR | \n46503468 | \n4 | \n0 | \nGILIS, FABRICE | \nCN | \nNaN | \n146503468 | \nGILIS, FABRICE | \nChina | \nFrance | \nCHN | \nChina | \nCHN | \nFRA | \nEU | \n
102245 | \n336208056 | \nEP | \n5019334 | \n1 | \n0 | \nCarcone, Luca | \nIT | \nNaN | \n105019334 | \nCarcone, Luca | \nItaly | \nEuropean Patent Office | \nITA | \nEU | \nITA | \nnot found | \nEPO | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
140952 | \n513966940 | \nEP | \n69747486 | \n0 | \n1 | \nNingbo Geely Automobile Research & Development... | \nCN | \nCOMPANY | \n3697072 | \nNINGBO GEELY AUTOMOBILE R&D CO LTD | \nChina | \nEuropean Patent Office | \nCHN | \nChina | \nCHN | \nnot found | \nEPO | \n
143598 | \n546020617 | \nDE | \n81337072 | \n1 | \n0 | \nZhou, Hulian | \nCN | \nNaN | \n181337072 | \nZhou, Hulian | \nChina | \nGermany | \nCHN | \nChina | \nCHN | \nDEU | \nEU | \n
141356 | \n512140061 | \nNL | \n71325506 | \n1 | \n0 | \nJAN VAN DER HORST | \nNL | \nNaN | \n171325506 | \nJAN VAN DER HORST | \nNetherlands | \nNetherlands | \nNLD | \nEU | \nNLD | \nNLD | \nEU | \n
141273 | \n488981411 | \nEP | \n69749947 | \n2 | \n0 | \nZuo, Fei | \nCN | \nNaN | \n169749947 | \nZuo, Fei | \nChina | \nEuropean Patent Office | \nCHN | \nChina | \nCHN | \nnot found | \nEPO | \n
124034 | \n407239903 | \nEP | \n47903112 | \n4 | \n0 | \nWichmann, Daniel, Dr. | \nDE | \nNaN | \n147903112 | \nWichmann, Daniel, Dr. | \nGermany | \nEuropean Patent Office | \nDEU | \nEU | \nDEU | \nnot found | \nEPO | \n
100 rows × 17 columns
\n\n | appln_id | \nappln_auth | \nperson_id | \ninvt_seq_nr | \napplt_seq_nr | \nperson_name | \nperson_ctry_code | \npsn_sector | \nhan_id | \nhan_name | \nperson_ctry_code_fullname | \nappln_auth_fullname | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|
987983 | \n449313178 | \nFR | \n53981953 | \n1 | \n0 | \nBREARD MATTHIEU | \nFR | \nNaN | \n153981953 | \nBREARD MATTHIEU | \nFrance | \nFrance | \n
896220 | \n438489934 | \nFR | \n52986688 | \n4 | \n0 | \nENGBLOM CHRISTER | \nFR | \nNaN | \n152986688 | \nENGBLOM CHRISTER | \nFrance | \nFrance | \n
1703159 | \n484622346 | \nEP | \n57708518 | \n1 | \n0 | \nVAN INGELGEM, Werner | \nBE | \nNaN | \n157708518 | \nVAN INGELGEM, Werner | \nBelgium | \nEuropean Patent Office | \n
20051 | \n471352386 | \nDE | \n5235181 | \n0 | \n1 | \nRobert Bosch GmbH | \nDE | \nCOMPANY | \n2456791 | \nROBERT BOSCH GMBH | \nGermany | \nGermany | \n
151664 | \n337008716 | \nFR | \n42812566 | \n1 | \n0 | \nBRESOUS LUC | \nFR | \nNaN | \n142812566 | \nBRESOUS LUC | \nFrance | \nFrance | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
818875 | \n436949973 | \nFR | \n51872306 | \n2 | \n0 | \nBORDERIEUX, LOIC | \nFR | \nNaN | \n151872306 | \nBORDERIEUX, LOIC | \nFrance | \nFrance | \n
195230 | \n523590443 | \nDE | \n16958864 | \n2 | \n0 | \nWEYDANZ, WOLFGANG | \nDE | \nINDIVIDUAL | \n116958864 | \nWEYDANZ, WOLFGANG | \nGermany | \nGermany | \n
129138 | \n578626678 | \nDE | \n6193358 | \n0 | \n1 | \nClariant International Ltd. | \nCH | \nCOMPANY | \n524840 | \nCLARIANT INT LTD | \nSwitzerland | \nGermany | \n
276045 | \n449666385 | \nDE | \n41815193 | \n2 | \n0 | \nWELTER, MARTIN | \nDE | \nINDIVIDUAL | \n141815193 | \nWELTER, MARTIN | \nGermany | \nGermany | \n
24195 | \n530683500 | \nDE | \n5235181 | \n0 | \n1 | \nRobert Bosch GmbH | \nDE | \nCOMPANY | \n2456791 | \nROBERT BOSCH GMBH | \nGermany | \nGermany | \n
100 rows × 12 columns
\n\n | appln_id | \nappln_auth | \nappln_kind | \nfiling_year | \nnb_applicants | \nnb_inventors | \nipc_class_symbol | \nipc_class_level | \ncpc_id | \nipc_class | \nipc_classname | \n
---|---|---|---|---|---|---|---|---|---|---|---|
209158 | \n404772731 | \nCN | \nA | \n2012 | \n1 | \n7 | \nC07C 41/16 | \nA | \nC07C41/16 | \nC-Chemistry; metallurgy | \nChemistry; metallurgy | \n
924078 | \n507793803 | \nCN | \nA | \n2018 | \n1 | \n12 | \nB29C 35/02 | \nA | \nB29C35/02 | \nB-Operations; transporting | \nOperations; transporting | \n
399887 | \n425594860 | \nFR | \nA | \n2014 | \n1 | \n2 | \nA61P 7/04 | \nA | \nA61P7/04 | \nA-Human necessities | \nHuman necessities | \n
521812 | \n443742521 | \nCN | \nA | \n2015 | \n1 | \n1 | \nH04W 48/16 | \nA | \nH04W48/16 | \nH-Electricity | \nElectricity | \n
1279727 | \n524830291 | \nCN | \nA | \n2019 | \n1 | \n1 | \nH01L 51/56 | \nA | \nH01L51/56 | \nH-Electricity | \nElectricity | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
967174 | \n496304374 | \nGB | \nA | \n2018 | \n1 | \n2 | \nA61F 13/53 | \nA | \nA61F13/53 | \nA-Human necessities | \nHuman necessities | \n
602289 | \n492364744 | \nSE | \nA | \n2016 | \n1 | \n3 | \nC08L 5/08 | \nA | \nC08L5/08 | \nC-Chemistry; metallurgy | \nChemistry; metallurgy | \n
229323 | \n410162871 | \nFR | \nA | \n2013 | \n1 | \n5 | \nH05K 13/04 | \nA | \nH05K13/04 | \nH-Electricity | \nElectricity | \n
1051611 | \n507623754 | \nFR | \nA | \n2018 | \n1 | \n4 | \nF02C 7/32 | \nA | \nF02C7/32 | \nF-Engineering | \nEngineering | \n
1050112 | \n500224940 | \nCN | \nA | \n2018 | \n1 | \n1 | \nA61P 31/00 | \nA | \nA61P31/00 | \nA-Human necessities | \nHuman necessities | \n
100 rows × 11 columns
\n\n | appln_id | \nappln_auth | \nappln_kind | \nfiling_year | \nnb_applicants | \nnb_inventors | \nipc_class_symbol | \nipc_class_level | \ncpc_id | \nipc_class | \nipc_classname | \n
---|---|---|---|---|---|---|---|---|---|---|---|
1322402 | \n523940692 | \nEP | \nA | \n2019 | \n2 | \n2 | \nB60W 50/14 | \nA | \nB60W50/14 | \nB-Operations; transporting | \nOperations; transporting | \n
765767 | \n476494118 | \nEP | \nA | \n2017 | \n1 | \n4 | \nB60H 1/34 | \nA | \nB60H1/34 | \nB-Operations; transporting | \nOperations; transporting | \n
34130 | \n378211797 | \nDE | \nU | \n2011 | \n1 | \n0 | \nF04B 17/04 | \nA | \nF04B17/04 | \nF-Engineering | \nEngineering | \n
789796 | \n480385078 | \nGB | \nA | \n2017 | \n1 | \n2 | \nH04W 76/14 | \nA | \nH04W76/14 | \nH-Electricity | \nElectricity | \n
701348 | \n451567585 | \nNL | \nA | \n2016 | \n1 | \n3 | \nE04F 13/077 | \nA | \nE04F13/077 | \nE-Fixed constructions | \nFixed constructions | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
1361812 | \n536054394 | \nEP | \nA | \n2020 | \n1 | \n4 | \nG05B 23/02 | \nA | \nG05B23/02 | \nG-Physics | \nPhysics | \n
242632 | \n424885398 | \nDE | \nA | \n2013 | \n1 | \n1 | \nF02M 51/06 | \nA | \nF02M51/06 | \nF-Engineering | \nEngineering | \n
1108772 | \n503145148 | \nEP | \nA | \n2018 | \n1 | \n2 | \nG08G 1/01 | \nA | \nG08G1/01 | \nG-Physics | \nPhysics | \n
538788 | \n447597102 | \nEP | \nA | \n2015 | \n1 | \n6 | \nH01F 38/30 | \nA | \nH01F38/30 | \nH-Electricity | \nElectricity | \n
272481 | \n412013115 | \nEP | \nA | \n2013 | \n1 | \n3 | \nC04B 28/04 | \nA | \nC04B28/04 | \nC-Chemistry; metallurgy | \nChemistry; metallurgy | \n
100 rows × 11 columns
\n\n | filing_year | \nipc_class | \nappln_id | \nfiling_year_relative_growth | \nappln_id_relative_growth | \nappln_id_cumsum | \n
---|---|---|---|---|---|---|
0 | \n2011 | \nA-Human necessities | \n6063.0 | \n2011 | \n0.000000 | \n6063.0 | \n
1 | \n2012 | \nA-Human necessities | \n5804.0 | \n2011 | \n-0.042718 | \n11867.0 | \n
2 | \n2013 | \nA-Human necessities | \n6301.0 | \n2011 | \n0.039254 | \n18168.0 | \n
3 | \n2014 | \nA-Human necessities | \n6415.0 | \n2011 | \n0.058057 | \n24583.0 | \n
4 | \n2015 | \nA-Human necessities | \n7455.0 | \n2011 | \n0.229589 | \n32038.0 | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n
91 | \n2018 | \nH-Electricity | \n19820.0 | \n2011 | \n0.607070 | \n121682.0 | \n
92 | \n2019 | \nH-Electricity | \n21883.0 | \n2011 | \n0.774345 | \n143565.0 | \n
93 | \n2020 | \nH-Electricity | \n23436.0 | \n2011 | \n0.900268 | \n167001.0 | \n
94 | \n2021 | \nH-Electricity | \n13101.0 | \n2011 | \n0.062272 | \n180102.0 | \n
95 | \n2022 | \nH-Electricity | \n10.0 | \n2011 | \n-0.999189 | \n180112.0 | \n
96 rows × 6 columns
\n\n | filing_year | \nipc_class | \nappln_id | \nfiling_year_relative_growth | \nappln_id_relative_growth | \nappln_id_cumsum | \n
---|---|---|---|---|---|---|
0 | \n2011 | \nA-Human necessities | \n7.0 | \n2011 | \n0.000000 | \n7.0 | \n
1 | \n2012 | \nA-Human necessities | \n5.0 | \n2011 | \n-0.285714 | \n12.0 | \n
2 | \n2013 | \nA-Human necessities | \n18.0 | \n2011 | \n1.571429 | \n30.0 | \n
3 | \n2014 | \nA-Human necessities | \n9.0 | \n2011 | \n0.285714 | \n39.0 | \n
4 | \n2015 | \nA-Human necessities | \n10.0 | \n2011 | \n0.428571 | \n49.0 | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n
83 | \n2017 | \nH-Electricity | \n71.0 | \n2011 | \n3.437500 | \n213.0 | \n
84 | \n2018 | \nH-Electricity | \n65.0 | \n2011 | \n3.062500 | \n278.0 | \n
85 | \n2019 | \nH-Electricity | \n27.0 | \n2011 | \n0.687500 | \n305.0 | \n
86 | \n2020 | \nH-Electricity | \n27.0 | \n2011 | \n0.687500 | \n332.0 | \n
87 | \n2021 | \nH-Electricity | \n11.0 | \n2011 | \n-0.312500 | \n343.0 | \n
88 rows × 6 columns
\n