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Update 2 March 2024
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@ilyankou
ilyankou committed Mar 2, 2024
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2 changes: 1 addition & 1 deletion README.md
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# 2024 Passport Index Dataset
## Travel visa requirements for 199 countries, in .csv
Last updated on 7 February 2024. Check out the `/legacy` folder for earlier versions.
Last updated on 2 March 2024. Check out the `/legacy` folder for earlier versions.

![Passport](passport.png)

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184 changes: 92 additions & 92 deletions Update.ipynb
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{
"data": {
"text/plain": [
"visa required 14214\n",
"90 7717\n",
"e-visa 6655\n",
"visa on arrival 5731\n",
"visa required 14106\n",
"90 7723\n",
"e-visa 6757\n",
"visa on arrival 5703\n",
"visa free 1868\n",
"30 1794\n",
"30 1823\n",
"180 648\n",
"-1 199\n",
"120 115\n",
"14 106\n",
"21 106\n",
"14 105\n",
"60 102\n",
"360 97\n",
"15 92\n",
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},
{
"cell_type": "code",
"execution_count": 10,
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"tidy_old = pd.read_csv('legacy/2024-01-05/passport-index-tidy-iso3.csv')"
"tidy_old = pd.read_csv('legacy/2024-02-07/passport-index-tidy-iso3.csv')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"execution_count": 9,
"metadata": {},
"outputs": [
{
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" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>64</th>\n",
" <th>136</th>\n",
" <td>AFG</td>\n",
" <td>GHA</td>\n",
" <td>visa required</td>\n",
" <td>PNG</td>\n",
" <td>e-visa</td>\n",
" <td>AFG</td>\n",
" <td>GHA</td>\n",
" <td>visa on arrival</td>\n",
" <td>PNG</td>\n",
" <td>visa required</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>77</th>\n",
" <td>AFG</td>\n",
" <td>IDN</td>\n",
" <th>335</th>\n",
" <td>ALB</td>\n",
" <td>PNG</td>\n",
" <td>e-visa</td>\n",
" <td>AFG</td>\n",
" <td>IDN</td>\n",
" <td>ALB</td>\n",
" <td>PNG</td>\n",
" <td>visa required</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>160</th>\n",
" <td>AFG</td>\n",
" <td>SOM</td>\n",
" <th>534</th>\n",
" <td>DZA</td>\n",
" <td>PNG</td>\n",
" <td>e-visa</td>\n",
" <td>DZA</td>\n",
" <td>PNG</td>\n",
" <td>visa required</td>\n",
" <td>AFG</td>\n",
" <td>SOM</td>\n",
" <td>visa on arrival</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>263</th>\n",
" <td>ALB</td>\n",
" <td>GHA</td>\n",
" <th>932</th>\n",
" <td>AGO</td>\n",
" <td>PNG</td>\n",
" <td>e-visa</td>\n",
" <td>AGO</td>\n",
" <td>PNG</td>\n",
" <td>visa required</td>\n",
" <td>ALB</td>\n",
" <td>GHA</td>\n",
" <td>visa on arrival</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>277</th>\n",
" <td>ALB</td>\n",
" <td>IRN</td>\n",
" <td>visa on arrival</td>\n",
" <td>ALB</td>\n",
" <td>IRN</td>\n",
" <td>e-visa</td>\n",
" <th>1200</th>\n",
" <td>ARG</td>\n",
" <td>ARM</td>\n",
" <td>180</td>\n",
" <td>ARG</td>\n",
" <td>ARM</td>\n",
" <td>visa free</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
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" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39363</th>\n",
" <td>ZMB</td>\n",
" <td>SOM</td>\n",
" <th>38145</th>\n",
" <td>UZB</td>\n",
" <td>PNG</td>\n",
" <td>e-visa</td>\n",
" <td>UZB</td>\n",
" <td>PNG</td>\n",
" <td>visa required</td>\n",
" <td>ZMB</td>\n",
" <td>SOM</td>\n",
" <td>visa on arrival</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39479</th>\n",
" <td>ZWE</td>\n",
" <td>IDN</td>\n",
" <td>e-visa</td>\n",
" <td>ZWE</td>\n",
" <td>IDN</td>\n",
" <th>38195</th>\n",
" <td>UZB</td>\n",
" <td>ARE</td>\n",
" <td>30</td>\n",
" <td>UZB</td>\n",
" <td>ARE</td>\n",
" <td>visa required</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39480</th>\n",
" <td>ZWE</td>\n",
" <td>IRN</td>\n",
" <td>15</td>\n",
" <td>ZWE</td>\n",
" <td>IRN</td>\n",
" <th>38742</th>\n",
" <td>VEN</td>\n",
" <td>PNG</td>\n",
" <td>e-visa</td>\n",
" <td>VEN</td>\n",
" <td>PNG</td>\n",
" <td>visa required</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39489</th>\n",
" <td>ZWE</td>\n",
" <td>KEN</td>\n",
" <th>39140</th>\n",
" <td>YEM</td>\n",
" <td>PNG</td>\n",
" <td>e-visa</td>\n",
" <td>ZWE</td>\n",
" <td>KEN</td>\n",
" <td>90</td>\n",
" <td>YEM</td>\n",
" <td>PNG</td>\n",
" <td>visa required</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39562</th>\n",
" <th>39538</th>\n",
" <td>ZWE</td>\n",
" <td>SOM</td>\n",
" <td>visa required</td>\n",
" <td>PNG</td>\n",
" <td>e-visa</td>\n",
" <td>ZWE</td>\n",
" <td>SOM</td>\n",
" <td>visa on arrival</td>\n",
" <td>PNG</td>\n",
" <td>visa required</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>756 rows × 7 columns</p>\n",
"<p>153 rows × 7 columns</p>\n",
"</div>"
],
"text/plain": [
" level_0 level_1 0 Passport Destination Requirement \\\n",
"64 AFG GHA visa required AFG GHA visa on arrival \n",
"77 AFG IDN e-visa AFG IDN visa required \n",
"160 AFG SOM visa required AFG SOM visa on arrival \n",
"263 ALB GHA visa required ALB GHA visa on arrival \n",
"277 ALB IRN visa on arrival ALB IRN e-visa \n",
"... ... ... ... ... ... ... \n",
"39363 ZMB SOM visa required ZMB SOM visa on arrival \n",
"39479 ZWE IDN e-visa ZWE IDN visa required \n",
"39480 ZWE IRN 15 ZWE IRN e-visa \n",
"39489 ZWE KEN e-visa ZWE KEN 90 \n",
"39562 ZWE SOM visa required ZWE SOM visa on arrival \n",
" level_0 level_1 0 Passport Destination Requirement \\\n",
"136 AFG PNG e-visa AFG PNG visa required \n",
"335 ALB PNG e-visa ALB PNG visa required \n",
"534 DZA PNG e-visa DZA PNG visa required \n",
"932 AGO PNG e-visa AGO PNG visa required \n",
"1200 ARG ARM 180 ARG ARM visa free \n",
"... ... ... ... ... ... ... \n",
"38145 UZB PNG e-visa UZB PNG visa required \n",
"38195 UZB ARE 30 UZB ARE visa required \n",
"38742 VEN PNG e-visa VEN PNG visa required \n",
"39140 YEM PNG e-visa YEM PNG visa required \n",
"39538 ZWE PNG e-visa ZWE PNG visa required \n",
"\n",
" is_different \n",
"64 True \n",
"77 True \n",
"160 True \n",
"263 True \n",
"277 True \n",
"136 True \n",
"335 True \n",
"534 True \n",
"932 True \n",
"1200 True \n",
"... ... \n",
"39363 True \n",
"39479 True \n",
"39480 True \n",
"39489 True \n",
"39562 True \n",
"38145 True \n",
"38195 True \n",
"38742 True \n",
"39140 True \n",
"39538 True \n",
"\n",
"[756 rows x 7 columns]"
"[153 rows x 7 columns]"
]
},
"execution_count": 11,
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
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