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pandas-06-veri-duzenleme-yontemleri.html
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<h1 class="post-title">Pandas 06 - Veri Düzenleme Yöntemleri</h1>
<span class="post-date">Cum 15 Temmuz 2022</span>
<h1>Düzenleme Yöntemleri</h1>
<p>Bu bölümde, Oluşturulan Veri Çerçevelerinin düzenlemesine dair pek çok komut, fonksiyon ve parametre öğreneceğiz. Pandas kullanırken en fazla ihtiyaç duyacağımız Yöntemlerin bir kısmını bu bölümde ele alacak, anlatacağız.</p>
<h3>İndeks Değerlerini Ayarlamak</h3>
<h3>index_col Parametresi</h3>
<p>Veri Çerçevesi (Data Frame) oluştururken sütunlardan birini, indeks değeri olarak ayarlamak/atamak istersek, <strong>index_col</strong> parametresini kullanabiliriz.
Öncelikle elimizdeki excel dosyamızı veri çerçevesine dönüştürüp içeriğine göz atalım.</p>
<div class="highlight"><pre><span></span><code><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="n">dogumlar</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_excel</span><span class="p">(</span><span class="s2">"Veri_Setleri/AyaGöreDoğumlar.xlsx"</span><span class="p">,</span> <span class="n">sheet_name</span> <span class="o">=</span> <span class="s2">"ortalama"</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">dogumlar</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</code></pre></div>
<table>
<thead>
<tr>
<th></th>
<th>Yıl</th>
<th>Toplam</th>
<th>Ortalama</th>
</tr>
</thead>
<tbody>
<tr>
<td>0</td>
<td>2001</td>
<td>1323341</td>
<td>110278.416667</td>
</tr>
<tr>
<td>1</td>
<td>2002</td>
<td>1229555</td>
<td>102462.916667</td>
</tr>
<tr>
<td>2</td>
<td>2003</td>
<td>1198927</td>
<td>99910.583333</td>
</tr>
<tr>
<td>3</td>
<td>2004</td>
<td>1222484</td>
<td>101873.666667</td>
</tr>
<tr>
<td>4</td>
<td>2005</td>
<td>1244041</td>
<td>103670.083333</td>
</tr>
</tbody>
</table>
<p>Oluşan veri çerçevesindeki <strong>Yıl</strong> sütununu indeks olarak ayarlayalım.</p>
<div class="highlight"><pre><span></span><code><span class="n">dogumlar</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_excel</span><span class="p">(</span><span class="s2">"Veri_Setleri/AyaGöreDoğumlar.xlsx"</span><span class="p">,</span> <span class="n">sheet_name</span> <span class="o">=</span> <span class="s2">"ortalama"</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">dogumlar</span><span class="o">.</span><span class="n">head</span><span class="p">())</span>
</code></pre></div>
<table>
<thead>
<tr>
<th>Yıl</th>
<th>Toplam</th>
<th>Ortalama</th>
</tr>
</thead>
<tbody>
<tr>
<td>2001</td>
<td>1323341</td>
<td>110278.416667</td>
</tr>
<tr>
<td>2002</td>
<td>1229555</td>
<td>102462.916667</td>
</tr>
<tr>
<td>2003</td>
<td>1198927</td>
<td>99910.583333</td>
</tr>
<tr>
<td>2004</td>
<td>1222484</td>
<td>101873.666667</td>
</tr>
<tr>
<td>2005</td>
<td>1244041</td>
<td>103670.083333</td>
</tr>
</tbody>
</table>
<p>İşlem başarılı. <strong>Yıl</strong> Sütunu, indeks olarak ayarlandı.</p>
<h3>set_index() Fonksiyonu</h3>
<p>Veri Çerçevelerinin oluştururken, indeks değerlerini <strong>index_col</strong> parametresi ile ayarlayabildiğimiz gibi İstersek Veri Çerçevesini oluşturduktan sonra da, <strong>set_index()</strong> metodu ile de indeks değerlerini değiştirebilir / atayabiliriz. <strong>dogumlar</strong> isimli veri çerçevemizi yeniden oluşturup indeks başlığı <strong>set_index()</strong> metodu ile değiştirelim.</p>
<div class="highlight"><pre><span></span><code><span class="n">dogumlar</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_excel</span><span class="p">(</span><span class="s2">"Veri_Setleri/AyaGöreDoğumlar.xlsx"</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">dogumlar</span><span class="p">)</span>
</code></pre></div>
<table>
<thead>
<tr>
<th></th>
<th>Yıl</th>
<th>Toplam</th>
<th>Ocak</th>
<th>Şubat</th>
<th>Mart</th>
<th>Nisan</th>
<th>Mayıs</th>
<th>Haziran</th>
<th>Temmuz</th>
<th>Ağustos</th>
<th>Eylül</th>
<th>Ekim</th>
<th>Kasım</th>
<th>Aralık</th>
</tr>
</thead>
<tbody>
<tr>
<td>0</td>
<td>2001</td>
<td>1323341</td>
<td>170397</td>
<td>103476</td>
<td>107912</td>
<td>102585</td>
<td>110391</td>
<td>111722</td>
<td>119752</td>
<td>120963</td>
<td>109590</td>
<td>103662</td>
<td>92554</td>
<td>70337</td>
</tr>
<tr>
<td>1</td>
<td>2002</td>
<td>1229555</td>
<td>155065</td>
<td>103446</td>
<td>102175</td>
<td>95976</td>
<td>99501</td>
<td>102627</td>
<td>109747</td>
<td>108061</td>
<td>99701</td>
<td>96216</td>
<td>89285</td>
<td>67755</td>
</tr>
<tr>
<td>2</td>
<td>2003</td>
<td>1198927</td>
<td>138670</td>
<td>89548</td>
<td>101046</td>
<td>92574</td>
<td>99531</td>
<td>104644</td>
<td>109225</td>
<td>109159</td>
<td>98766</td>
<td>94838</td>
<td>89542</td>
<td>71384</td>
</tr>
<tr>
<td>3</td>
<td>2004</td>
<td>1222484</td>
<td>141538</td>
<td>94596</td>
<td>100696</td>
<td>100801</td>
<td>102214</td>
<td>105728</td>
<td>111102</td>
<td>110425</td>
<td>98492</td>
<td>94840</td>
<td>90833</td>
<td>71219</td>
</tr>
<tr>
<td>4</td>
<td>2005</td>
<td>1244041</td>
<td>142311</td>
<td>94234</td>
<td>100529</td>
<td>97441</td>
<td>106833</td>
<td>108536</td>
<td>111066</td>
<td>111430</td>
<td>103273</td>
<td>103310</td>
<td>92364</td>
<td>72714</td>
</tr>
<tr>
<td>5</td>
<td>2006</td>
<td>1255432</td>
<td>128708</td>
<td>94760</td>
<td>104126</td>
<td>97624</td>
<td>103903</td>
<td>112016</td>
<td>115097</td>
<td>117298</td>
<td>107158</td>
<td>105773</td>
<td>93167</td>
<td>75802</td>
</tr>
<tr>
<td>6</td>
<td>2007</td>
<td>1289992</td>
<td>131276</td>
<td>93927</td>
<td>102807</td>
<td>100159</td>
<td>108119</td>
<td>110359</td>
<td>122324</td>
<td>118169</td>
<td>111055</td>
<td>109888</td>
<td>99639</td>
<td>82270</td>
</tr>
<tr>
<td>7</td>
<td>2008</td>
<td>1295511</td>
<td>130424</td>
<td>98099</td>
<td>102962</td>
<td>102877</td>
<td>107003</td>
<td>110089</td>
<td>119977</td>
<td>120048</td>
<td>114470</td>
<td>107978</td>
<td>97389</td>
<td>84195</td>
</tr>
<tr>
<td>8</td>
<td>2009</td>
<td>1266751</td>
<td>122407</td>
<td>92414</td>
<td>99419</td>
<td>103432</td>
<td>103783</td>
<td>107847</td>
<td>117160</td>
<td>116229</td>
<td>115824</td>
<td>105407</td>
<td>96155</td>
<td>86674</td>
</tr>
<tr>
<td>9</td>
<td>2010</td>
<td>1261169</td>
<td>119444</td>
<td>95023</td>
<td>103583</td>
<td>99477</td>
<td>103676</td>
<td>109441</td>
<td>113639</td>
<td>113082</td>
<td>110324</td>
<td>104427</td>
<td>101610</td>
<td>87443</td>
</tr>
<tr>
<td>10</td>
<td>2011</td>
<td>1252812</td>
<td>118547</td>
<td>92484</td>
<td>100992</td>
<td>95348</td>
<td>94131</td>
<td>104086</td>
<td>114390</td>
<td>121152</td>
<td>112959</td>
<td>105048</td>
<td>102970</td>
<td>90705</td>
</tr>
<tr>
<td>11</td>
<td>2012</td>
<td>1294605</td>
<td>119556</td>
<td>99966</td>
<td>105499</td>
<td>98880</td>
<td>105807</td>
<td>110056</td>
<td>118649</td>
<td>123634</td>
<td>110338</td>
<td>108327</td>
<td>102413</td>
<td>91480</td>
</tr>
<tr>
<td>12</td>
<td>2013</td>
<td>1297505</td>
<td>118373</td>
<td>94803</td>
<td>102471</td>
<td>96865</td>
<td>106757</td>
<td>109672</td>
<td>123758</td>
<td>121625</td>
<td>112913</td>
<td>110716</td>
<td>104182</td>
<td>95370</td>
</tr>
<tr>
<td>13</td>
<td>2014</td>
<td>1351088</td>
<td>121694</td>
<td>96802</td>
<td>105603</td>
<td>105652</td>
<td>112448</td>
<td>115978</td>
<td>129616</td>
<td>126296</td>
<td>119030</td>
<td>111754</td>
<td>105566</td>
<td>100649</td>
</tr>
<tr>
<td>14</td>
<td>2015</td>
<td>1336908</td>
<td>120373</td>
<td>99169</td>
<td>105792</td>
<td>103110</td>
<td>105254</td>
<td>115681</td>
<td>130945</td>
<td>123296</td>
<td>116428</td>
<td>112839</td>
<td>106319</td>
<td>97702</td>
</tr>
<tr>
<td>15</td>
<td>2016</td>
<td>1316204</td>
<td>114274</td>
<td>100640</td>
<td>105166</td>
<td>101947</td>
<td>104080</td>
<td>117994</td>
<td>120126</td>
<td>124833</td>
<td>114366</td>
<td>107951</td>
<td>104959</td>
<td>99868</td>
</tr>
<tr>
<td>16</td>
<td>2017</td>
<td>1299419</td>
<td>114968</td>
<td>95567</td>
<td>101700</td>
<td>96132</td>
<td>106274</td>
<td>115827</td>
<td>122894</td>
<td>122386</td>
<td>110811</td>
<td>108538</td>
<td>104386</td>
<td>99936</td>
</tr>
<tr>
<td>17</td>
<td>2018</td>
<td>1255258</td>
<td>107530</td>
<td>90002</td>
<td>101283</td>
<td>94776</td>
<td>104719</td>
<td>110383</td>
<td>117967</td>
<td>116715</td>
<td>107105</td>
<td>107818</td>
<td>100436</td>
<td>96524</td>
</tr>
<tr>
<td>18</td>
<td>2019</td>
<td>1188524</td>
<td>104044</td>
<td>85510</td>
<td>96631</td>
<td>93013</td>
<td>105166</td>
<td>97965</td>
<td>112628</td>
<td>109182</td>
<td>99981</td>
<td>98320</td>
<td>92936</td>
<td>93148</td>
</tr>
<tr>
<td>19</td>
<td>2020</td>
<td>1115821</td>
<td>94888</td>
<td>83433</td>
<td>89503</td>
<td>88526</td>
<td>93159</td>
<td>99232</td>
<td>105970</td>
<td>100478</td>
<td>96018</td>
<td>93428</td>
<td>87540</td>
<td>83646</td>
</tr>
<tr>
<td>20</td>
<td>2021</td>
<td>1079842</td>
<td>80733</td>
<td>77535</td>
<td>86214</td>
<td>82789</td>
<td>88506</td>
<td>94266</td>
<td>99252</td>
<td>100407</td>
<td>97334</td>
<td>93290</td>
<td>92189</td>
<td>87327</td>
</tr>
</tbody>
</table>
<p>Veri çerçevesini yeniden (AyaGöreDoğumlar.xlsx isimli excel doyasından içe aktararak) oluşturduğumuz ve <strong>index_col</strong> parametresi kullanmadığımız için, İndeks değerleri Pandas tarafından otomatik olarak oluşturuldu. Bu kez de <strong>Toplam</strong> isimli sütun değerlerini <strong>set_index</strong> metoduyla, indeks değerleri olarak atayalım.</p>
<div class="highlight"><pre><span></span><code><span class="nb">print</span><span class="p">(</span><span class="n">dogumlar</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s2">"Toplam"</span><span class="p">))</span>
</code></pre></div>
<table>
<thead>
<tr>
<th>Toplam</th>
<th>Yıl</th>
<th>Ocak</th>
<th>Şubat</th>
<th>Mart</th>
<th>Nisan</th>
<th>Mayıs</th>
<th>Haziran</th>
<th>Temmuz</th>
<th>Ağustos</th>
<th>Eylül</th>
<th>Ekim</th>
<th>Kasım</th>
<th>Aralık</th>
</tr>
</thead>
<tbody>
<tr>
<td>1323341</td>
<td>2001</td>
<td>170397</td>
<td>103476</td>
<td>107912</td>
<td>102585</td>
<td>110391</td>
<td>111722</td>
<td>119752</td>
<td>120963</td>
<td>109590</td>
<td>103662</td>
<td>92554</td>
<td>70337</td>
</tr>
<tr>
<td>1229555</td>
<td>2002</td>
<td>155065</td>
<td>103446</td>
<td>102175</td>
<td>95976</td>
<td>99501</td>
<td>102627</td>
<td>109747</td>
<td>108061</td>
<td>99701</td>
<td>96216</td>
<td>89285</td>
<td>67755</td>
</tr>
<tr>
<td>1198927</td>
<td>2003</td>
<td>138670</td>
<td>89548</td>
<td>101046</td>
<td>92574</td>
<td>99531</td>
<td>104644</td>
<td>109225</td>
<td>109159</td>
<td>98766</td>
<td>94838</td>
<td>89542</td>
<td>71384</td>
</tr>
<tr>
<td>1222484</td>
<td>2004</td>
<td>141538</td>
<td>94596</td>
<td>100696</td>
<td>100801</td>
<td>102214</td>
<td>105728</td>
<td>111102</td>
<td>110425</td>
<td>98492</td>
<td>94840</td>
<td>90833</td>
<td>71219</td>
</tr>
<tr>
<td>1244041</td>
<td>2005</td>
<td>142311</td>
<td>94234</td>
<td>100529</td>
<td>97441</td>
<td>106833</td>
<td>108536</td>
<td>111066</td>
<td>111430</td>
<td>103273</td>
<td>103310</td>
<td>92364</td>
<td>72714</td>
</tr>
<tr>
<td>1255432</td>
<td>2006</td>
<td>128708</td>
<td>94760</td>
<td>104126</td>
<td>97624</td>
<td>103903</td>
<td>112016</td>
<td>115097</td>
<td>117298</td>
<td>107158</td>
<td>105773</td>
<td>93167</td>
<td>75802</td>
</tr>
<tr>
<td>1289992</td>
<td>2007</td>
<td>131276</td>
<td>93927</td>
<td>102807</td>
<td>100159</td>
<td>108119</td>
<td>110359</td>
<td>122324</td>
<td>118169</td>
<td>111055</td>
<td>109888</td>
<td>99639</td>
<td>82270</td>
</tr>
<tr>
<td>1295511</td>
<td>2008</td>
<td>130424</td>
<td>98099</td>
<td>102962</td>
<td>102877</td>
<td>107003</td>
<td>110089</td>
<td>119977</td>
<td>120048</td>
<td>114470</td>
<td>107978</td>
<td>97389</td>
<td>84195</td>
</tr>
<tr>
<td>1266751</td>
<td>2009</td>
<td>122407</td>
<td>92414</td>
<td>99419</td>
<td>103432</td>
<td>103783</td>
<td>107847</td>
<td>117160</td>
<td>116229</td>
<td>115824</td>
<td>105407</td>
<td>96155</td>
<td>86674</td>
</tr>
<tr>
<td>1261169</td>
<td>2010</td>
<td>119444</td>
<td>95023</td>
<td>103583</td>
<td>99477</td>
<td>103676</td>
<td>109441</td>
<td>113639</td>
<td>113082</td>
<td>110324</td>
<td>104427</td>
<td>101610</td>
<td>87443</td>
</tr>
<tr>
<td>1252812</td>
<td>2011</td>
<td>118547</td>
<td>92484</td>
<td>100992</td>
<td>95348</td>
<td>94131</td>
<td>104086</td>
<td>114390</td>
<td>121152</td>
<td>112959</td>
<td>105048</td>
<td>102970</td>
<td>90705</td>
</tr>
<tr>
<td>1294605</td>
<td>2012</td>
<td>119556</td>
<td>99966</td>
<td>105499</td>
<td>98880</td>
<td>105807</td>
<td>110056</td>
<td>118649</td>
<td>123634</td>
<td>110338</td>
<td>108327</td>
<td>102413</td>
<td>91480</td>
</tr>
<tr>
<td>1297505</td>
<td>2013</td>
<td>118373</td>
<td>94803</td>
<td>102471</td>
<td>96865</td>
<td>106757</td>
<td>109672</td>
<td>123758</td>
<td>121625</td>
<td>112913</td>
<td>110716</td>
<td>104182</td>
<td>95370</td>
</tr>
<tr>
<td>1351088</td>
<td>2014</td>
<td>121694</td>
<td>96802</td>
<td>105603</td>
<td>105652</td>
<td>112448</td>
<td>115978</td>
<td>129616</td>
<td>126296</td>
<td>119030</td>
<td>111754</td>
<td>105566</td>
<td>100649</td>
</tr>
<tr>
<td>1336908</td>
<td>2015</td>
<td>120373</td>
<td>99169</td>
<td>105792</td>
<td>103110</td>
<td>105254</td>
<td>115681</td>
<td>130945</td>
<td>123296</td>
<td>116428</td>
<td>112839</td>
<td>106319</td>
<td>97702</td>
</tr>
<tr>
<td>1316204</td>
<td>2016</td>
<td>114274</td>
<td>100640</td>
<td>105166</td>
<td>101947</td>
<td>104080</td>
<td>117994</td>
<td>120126</td>
<td>124833</td>
<td>114366</td>
<td>107951</td>
<td>104959</td>
<td>99868</td>
</tr>
<tr>
<td>1299419</td>
<td>2017</td>
<td>114968</td>
<td>95567</td>
<td>101700</td>
<td>96132</td>
<td>106274</td>
<td>115827</td>
<td>122894</td>
<td>122386</td>
<td>110811</td>
<td>108538</td>
<td>104386</td>
<td>99936</td>
</tr>
<tr>
<td>1255258</td>
<td>2018</td>
<td>107530</td>
<td>90002</td>
<td>101283</td>
<td>94776</td>
<td>104719</td>
<td>110383</td>
<td>117967</td>
<td>116715</td>
<td>107105</td>
<td>107818</td>
<td>100436</td>
<td>96524</td>
</tr>
<tr>
<td>1188524</td>
<td>2019</td>
<td>104044</td>
<td>85510</td>
<td>96631</td>
<td>93013</td>
<td>105166</td>
<td>97965</td>
<td>112628</td>
<td>109182</td>
<td>99981</td>
<td>98320</td>
<td>92936</td>
<td>93148</td>
</tr>
<tr>
<td>1115821</td>
<td>2020</td>
<td>94888</td>
<td>83433</td>
<td>89503</td>
<td>88526</td>
<td>93159</td>
<td>99232</td>
<td>105970</td>
<td>100478</td>
<td>96018</td>
<td>93428</td>
<td>87540</td>
<td>83646</td>
</tr>
<tr>
<td>1079842</td>
<td>2021</td>
<td>80733</td>
<td>77535</td>
<td>86214</td>
<td>82789</td>
<td>88506</td>
<td>94266</td>
<td>99252</td>
<td>100407</td>
<td>97334</td>
<td>93290</td>
<td>92189</td>
<td>87327</td>
</tr>
</tbody>
</table>
<h3>Sütunları Atla</h3>
<h3>usecols Parametresi</h3>
<p>Bir Excel çalışma sayfasını ya da farklı kaynaktan alınan veriyi, Pandas ile Veri Çerçevesine (DataFrame'e) dönüştürürken, bazı sütunları atlamamız / göz ardı etmemiz gerekebilir, bunu <strong>usecols</strong> parametresi kullanarak yapabiliriz. Bu parametre, tamsayı (int), metin (str), list-like veya callable (varsayılan None) değerlerini alır. Sütun
adlarının veya konumlarının listesini belirtmek için, bir dize (string) listesi veya bir tamsayı (int) listesi kullanmalıyız.</p>
<p>Aylara Göre Doğum Sayıları tablosunu yukarıda görmüştük. Bu tabloda 14 sütun bulunmaktadır. Sadece istediğimiz aylara ait sütun bilgilerini görüntülemek istersek <strong>usecols</strong> parametresine ya <strong>ay isimlerini</strong> ya da <strong>ayın sütun indis değerini</strong> yazmamız gerekir. Her iki kullanımı da görelim.</p>
<div class="highlight"><pre><span></span><code><span class="n">dogumlar</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_excel</span><span class="p">(</span><span class="s2">"Veri_Setleri/AyaGöreDoğumlar.xlsx"</span><span class="p">,</span> <span class="n">usecols</span><span class="o">=</span><span class="p">[</span><span class="s2">"Yıl"</span><span class="p">,</span> <span class="s2">"Ocak"</span><span class="p">,</span> <span class="s2">"Haziran"</span><span class="p">,</span> <span class="s2">"Ağustos"</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">dogumlar</span><span class="o">.</span><span class="n">head</span><span class="p">())</span>
</code></pre></div>
<table>
<thead>
<tr>
<th></th>
<th>Yıl</th>
<th>Ocak</th>
<th>Haziran</th>
<th>Ağustos</th>
</tr>
</thead>
<tbody>
<tr>
<td>0</td>
<td>2001</td>
<td>170397</td>
<td>111722</td>
<td>120963</td>
</tr>
<tr>
<td>1</td>
<td>2002</td>
<td>155065</td>
<td>102627</td>
<td>108061</td>
</tr>
<tr>
<td>2</td>
<td>2003</td>
<td>138670</td>
<td>104644</td>
<td>109159</td>
</tr>
<tr>
<td>3</td>
<td>2004</td>
<td>141538</td>
<td>105728</td>
<td>110425</td>
</tr>
<tr>
<td>4</td>
<td>2005</td>
<td>142311</td>
<td>108536</td>
<td>111430</td>
</tr>
</tbody>
</table>
<div class="highlight"><pre><span></span><code><span class="n">dogumlar</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_excel</span><span class="p">(</span><span class="s2">"Veri_Setleri/AyaGöreDoğumlar.xlsx"</span><span class="p">,</span> <span class="n">usecols</span><span class="o">=</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">7</span><span class="p">,</span><span class="mi">9</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">dogumlar</span><span class="o">.</span><span class="n">head</span><span class="p">())</span>
</code></pre></div>
<table>
<thead>
<tr>
<th></th>
<th>Yıl</th>
<th>Ocak</th>
<th>Haziran</th>
<th>Ağustos</th>
</tr>
</thead>
<tbody>
<tr>
<td>0</td>
<td>2001</td>
<td>170397</td>
<td>111722</td>
<td>120963</td>