ChineseForeignAidVisualisations.ipynb

{
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  {
   "cell_type": "markdown",
   "id": "d8cd1225-734d-40f6-8a82-6f49ea081db5",
   "metadata": {},
   "source": [
    "# Chinese Foreign Aid Funding for Projects with Artificial Intelligence in LMICs, 2010-2021 \n",
    "### Source data from AidData and the RAND Corporation, https://www.rand.org/pubs/tools/TLA2696-1.html \n",
    "AidData did the initial data collection on Chinese foreign development aid in low- and middle-income countries. The RAND Corporation then filtered the dataset for AI projects, and added democracy and data protection law scores for the recipient countries. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "20b5c2b4-1bbd-44ac-9b8a-b7340da59516",
   "metadata": {},
   "outputs": [],
   "source": [
    "#imports and uploads\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ab76bd31-c282-4eb5-98e8-ad59ceffe76a",
   "metadata": {},
   "outputs": [],
   "source": [
    "ai_aid_data = ai_data = pd.read_csv('Chinese_AI_Exports_Data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7df60fbf-b0b1-48d5-858b-b0fcc40fe745",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(ai_aid_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bedd1588-8e90-4c72-a7ca-9ffd65bd8194",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.dropna(axis=1, how='all', inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e1b087e-3d07-4462-8063-47d8c3ad8581",
   "metadata": {},
   "source": [
    "Note: Before the below analysis, I worked in two other jupyter notebooks, looking at specific 'Technology Categories,' like 'Safe and Smart City' and 'E-Government,' and various democracy scores. I also looked at a larger AidData dataset on all Chinese foreign aid projects since the early 2000s. These were exploratory notebooks, which are quite messy and often go down rabbit wholes that are unrelated to my final visualisations. For this reason, I'm only sharing the surveillance-specific analysis I carried out."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "399e548d-e289-4970-8da4-58e7486f5a9f",
   "metadata": {},
   "source": [
    "Cleaning it by removing the columns I won't look at. I also dropped the empty columns earlier in this notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2ff2ff71-8884-4c34-9376-adb8c63fd060",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Recipient</th>\n",
       "      <th>Short title</th>\n",
       "      <th>Description</th>\n",
       "      <th>Sector</th>\n",
       "      <th>Amount (2017 US$, millions)</th>\n",
       "      <th>Commitment Year</th>\n",
       "      <th>Completion Year</th>\n",
       "      <th>Data Protection Law Level</th>\n",
       "      <th>Freedom House Rating</th>\n",
       "      <th>Electoral Democracy Score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Jamhuriat Hospital Renovation Project</td>\n",
       "      <td>In 2003, the Chinese Government provided a $4....</td>\n",
       "      <td>HEALTH</td>\n",
       "      <td>9.20</td>\n",
       "      <td>2003</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Angola</td>\n",
       "      <td>Malanje Hospital Rehabilitation and Equipping ...</td>\n",
       "      <td>On 28 November, 2003, China and Angola signed ...</td>\n",
       "      <td>HEALTH</td>\n",
       "      <td>49.47</td>\n",
       "      <td>2005</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Angola</td>\n",
       "      <td>Telecommunications and E-Government Network Pr...</td>\n",
       "      <td>On December 28, 2009, the Council of Ministers...</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bangladesh</td>\n",
       "      <td>IV Tier National Data Center Project in Kaliakoir</td>\n",
       "      <td>On April 15, 2016, China Eximbank and the Gove...</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>145.85</td>\n",
       "      <td>2016</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>Limited</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>0.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bangladesh</td>\n",
       "      <td>Phase II of Info-Sarker Project</td>\n",
       "      <td>On May 31, 2013, China Eximbank and the Govern...</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>135.90</td>\n",
       "      <td>2013</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>Limited</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>0.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Zambia</td>\n",
       "      <td>Phase II of the Smart Zambia National ICT Deve...</td>\n",
       "      <td>On August 4, 2017, Chinese and Zambian officia...</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>280.76</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>0.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Zambia</td>\n",
       "      <td>Phase I of the Smart Zambia National ICT Devel...</td>\n",
       "      <td>In March 2015 during an official visit to Beij...</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>64.37</td>\n",
       "      <td>2015</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>0.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>Medical Equipment and Supplies Project</td>\n",
       "      <td>On 21 March, 2011, China Eximbank and the Gove...</td>\n",
       "      <td>HEALTH</td>\n",
       "      <td>96.07</td>\n",
       "      <td>2011</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>0.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>Phase 2 of High-Performance Computing Center P...</td>\n",
       "      <td>On December 6, 2017, the Chinese Government an...</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>14.80</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>0.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>Phase 1 of High-Performance Computing Center P...</td>\n",
       "      <td>In 2015, the Chinese Government provided an RM...</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>5.16</td>\n",
       "      <td>2015</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>0.29</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>155 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Recipient                                        Short title  \\\n",
       "0    Afghanistan              Jamhuriat Hospital Renovation Project   \n",
       "1         Angola  Malanje Hospital Rehabilitation and Equipping ...   \n",
       "2         Angola  Telecommunications and E-Government Network Pr...   \n",
       "3     Bangladesh  IV Tier National Data Center Project in Kaliakoir   \n",
       "4     Bangladesh                    Phase II of Info-Sarker Project   \n",
       "..           ...                                                ...   \n",
       "150       Zambia  Phase II of the Smart Zambia National ICT Deve...   \n",
       "151       Zambia  Phase I of the Smart Zambia National ICT Devel...   \n",
       "152     Zimbabwe             Medical Equipment and Supplies Project   \n",
       "153     Zimbabwe  Phase 2 of High-Performance Computing Center P...   \n",
       "154     Zimbabwe  Phase 1 of High-Performance Computing Center P...   \n",
       "\n",
       "                                           Description  \\\n",
       "0    In 2003, the Chinese Government provided a $4....   \n",
       "1    On 28 November, 2003, China and Angola signed ...   \n",
       "2    On December 28, 2009, the Council of Ministers...   \n",
       "3    On April 15, 2016, China Eximbank and the Gove...   \n",
       "4    On May 31, 2013, China Eximbank and the Govern...   \n",
       "..                                                 ...   \n",
       "150  On August 4, 2017, Chinese and Zambian officia...   \n",
       "151  In March 2015 during an official visit to Beij...   \n",
       "152  On 21 March, 2011, China Eximbank and the Gove...   \n",
       "153  On December 6, 2017, the Chinese Government an...   \n",
       "154  In 2015, the Chinese Government provided an RM...   \n",
       "\n",
       "                           Sector  Amount (2017 US$, millions)  \\\n",
       "0                          HEALTH                         9.20   \n",
       "1                          HEALTH                        49.47   \n",
       "2                  COMMUNICATIONS                          NaN   \n",
       "3                  COMMUNICATIONS                       145.85   \n",
       "4    GOVERNMENT AND CIVIL SOCIETY                       135.90   \n",
       "..                            ...                          ...   \n",
       "150                COMMUNICATIONS                       280.76   \n",
       "151                COMMUNICATIONS                        64.37   \n",
       "152                        HEALTH                        96.07   \n",
       "153                COMMUNICATIONS                        14.80   \n",
       "154                COMMUNICATIONS                         5.16   \n",
       "\n",
       "     Commitment Year  Completion Year Data Protection Law Level  \\\n",
       "0               2003           2009.0                       NaN   \n",
       "1               2005           2008.0                  Moderate   \n",
       "2               2009              NaN                  Moderate   \n",
       "3               2016           2019.0                   Limited   \n",
       "4               2013           2016.0                   Limited   \n",
       "..               ...              ...                       ...   \n",
       "150             2017              NaN                  Moderate   \n",
       "151             2015           2017.0                  Moderate   \n",
       "152             2011           2015.0                  Moderate   \n",
       "153             2017              NaN                  Moderate   \n",
       "154             2015           2015.0                  Moderate   \n",
       "\n",
       "    Freedom House Rating  Electoral Democracy Score  \n",
       "0               Not Free                       0.16  \n",
       "1               Not Free                       0.34  \n",
       "2               Not Free                       0.34  \n",
       "3            Partly Free                       0.26  \n",
       "4            Partly Free                       0.26  \n",
       "..                   ...                        ...  \n",
       "150          Partly Free                       0.41  \n",
       "151          Partly Free                       0.41  \n",
       "152             Not Free                       0.29  \n",
       "153             Not Free                       0.29  \n",
       "154             Not Free                       0.29  \n",
       "\n",
       "[155 rows x 10 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cleaned_df = df[['Recipient', 'Short title', 'Description', 'Sector', 'Amount (2017 US$, millions)', 'Commitment Year', 'Completion Year', 'Data Protection Law Level', 'Freedom House Rating', 'Electoral Democracy Score']]\n",
    "display(cleaned_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1807d2fd-6a1f-4775-9584-292af2454a4e",
   "metadata": {},
   "source": [
    "How many and what projects  refer to surveillance or data storage and collection?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "75a812b9-17d3-4932-88fa-cf5edc747068",
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   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Recipient</th>\n",
       "      <th>Short title</th>\n",
       "      <th>AidData ID</th>\n",
       "      <th>AI Application Indicator</th>\n",
       "      <th>Technology Category</th>\n",
       "      <th>Usage</th>\n",
       "      <th>Sector</th>\n",
       "      <th>Amount (2017 US$, millions)</th>\n",
       "      <th>Implementation Status</th>\n",
       "      <th>Commitment Year</th>\n",
       "      <th>...</th>\n",
       "      <th>Concessional</th>\n",
       "      <th>Flow Class</th>\n",
       "      <th>Funding Agencies</th>\n",
       "      <th>Receiving Agencies</th>\n",
       "      <th>Implementing Agencies</th>\n",
       "      <th>Political Regime</th>\n",
       "      <th>Electoral Democracy Score</th>\n",
       "      <th>Freedom House Rating</th>\n",
       "      <th>Data Protection Law Status</th>\n",
       "      <th>Data Protection Law Level</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bangladesh</td>\n",
       "      <td>IV Tier National Data Center Project in Kaliakoir</td>\n",
       "      <td>52654</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>145.85</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2016</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Bangladesh</td>\n",
       "      <td>Bangladesh Computer Council|Government of Bang...</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.26</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Belarus</td>\n",
       "      <td>Brest Border Surveillance Project</td>\n",
       "      <td>66867</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>0.41</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2012</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>CA</td>\n",
       "      <td>Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Government of Belarus</td>\n",
       "      <td>Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.18</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Bolivia</td>\n",
       "      <td>Donation of 500 Surveillance Cameras</td>\n",
       "      <td>36121</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>4.37</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2013</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Government of Bolivia|Huawei Technologies Co.,...</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.60</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Bolivia</td>\n",
       "      <td>Santa Cruz Security Camera Installation</td>\n",
       "      <td>71673</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>0.98</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2013</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>CA</td>\n",
       "      <td>Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Government of Bolivia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.60</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Cabo Verde</td>\n",
       "      <td>Phase 1 of Safe City Project</td>\n",
       "      <td>56716</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2016</td>\n",
       "      <td>...</td>\n",
       "      <td>Vague</td>\n",
       "      <td>Vague (Official Finance)</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>Government of Cabo Verde</td>\n",
       "      <td>Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.77</td>\n",
       "      <td>Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Cambodia</td>\n",
       "      <td>CCTV Surveillance Project</td>\n",
       "      <td>62714</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>3.13</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2014</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>Cambodia Ministry of Interior</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.20</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Cameroon</td>\n",
       "      <td>Donation of Security Cameras</td>\n",
       "      <td>36245</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2014</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.29</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Cameroon</td>\n",
       "      <td>National Broadband Network Project</td>\n",
       "      <td>31253</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>171.41</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2012</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>OOF-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Cameroon Ministry of Economy, Planning, and Re...</td>\n",
       "      <td>Camtel|Government of Cameroon |Huawei Technolo...</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.29</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Cameroon</td>\n",
       "      <td>E-Post Project</td>\n",
       "      <td>31243</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>71.54</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2011</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Cameroon Ministry of Economy, Planning, and Re...</td>\n",
       "      <td>CAMPOST|Government of Cameroon |Huawei Technol...</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.29</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Cote d'Ivoire</td>\n",
       "      <td>Abidjan Safe City Project</td>\n",
       "      <td>53273</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>58.53</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2016</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>OOF-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Côte d'Ivoire (Ivory Coast)</td>\n",
       "      <td>Cote d'Ivoire Ministry of Digital Economy and ...</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.44</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Ecuador</td>\n",
       "      <td>Security Service ECU 911 Project</td>\n",
       "      <td>39281</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2012</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>OOF-like</td>\n",
       "      <td>China Development Bank (CDB)</td>\n",
       "      <td>Government of the Republic of Ecuador</td>\n",
       "      <td>China Electronics Corporation (CEC)|China Nati...</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.61</td>\n",
       "      <td>Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Ecuador</td>\n",
       "      <td>Donation of Equipment to ECU 911</td>\n",
       "      <td>59325</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>OTHER SOCIAL INFRASTRUCTURE AND SERVICES</td>\n",
       "      <td>15.17</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>China Ministry of Commerce</td>\n",
       "      <td>Government of Ecuador</td>\n",
       "      <td>China National Electronics Import &amp; Export Cor...</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.61</td>\n",
       "      <td>Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Ecuador</td>\n",
       "      <td>Comprehensive Security Systems Laboratory for ...</td>\n",
       "      <td>59662</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>10.25</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2016</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>China Ministry of Commerce</td>\n",
       "      <td>Government of Ecuador</td>\n",
       "      <td>China National Electronics Import &amp; Export Cor...</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.61</td>\n",
       "      <td>Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Gambia</td>\n",
       "      <td>Gambia National Broadband Network Project</td>\n",
       "      <td>56878</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>25.00</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2017</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Gambia Telecommunications Cellular Company (Ga...</td>\n",
       "      <td>Gambia Telecommunications Cellular Company (Ga...</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Ghana</td>\n",
       "      <td>Phase 2 of Dedicated Security Information Syst...</td>\n",
       "      <td>30956</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>119.91</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2013</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>OOF-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Ghana</td>\n",
       "      <td>Huawei Technologies Co., Ltd.|ZTE Corporation</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.65</td>\n",
       "      <td>Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Guyana</td>\n",
       "      <td>Donation of Medical Equipment to Guyanese hosp...</td>\n",
       "      <td>85756</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Medical Imaging</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>HEALTH</td>\n",
       "      <td>0.43</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2016</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>Guyanese Ministry of Public Health</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.55</td>\n",
       "      <td>Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Maritime Surveillance Satellite System Project</td>\n",
       "      <td>66635</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>AGRICULTURE, FORESTRY, FISHING</td>\n",
       "      <td>5.66</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2011</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Indonesia Maritime Security Coordinating Board...</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.57</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Robust</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Kenya</td>\n",
       "      <td>CCTV Installation Project</td>\n",
       "      <td>30364</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>101.85</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2012</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>China Ministry of Commerce</td>\n",
       "      <td>Government of Kenya</td>\n",
       "      <td>Nanjing Les Information Technology</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.48</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Lao People's Democratic Republic</td>\n",
       "      <td>Donation of Cloud Computing Laboratory</td>\n",
       "      <td>73289</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>EDUCATION</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2012</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>CA</td>\n",
       "      <td>Huawei Technologies Co., Ltd.</td>\n",
       "      <td>National University of Laos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Closed autocracy</td>\n",
       "      <td>0.14</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Malawi</td>\n",
       "      <td>Donation of Two Drones</td>\n",
       "      <td>57997</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Unmanned Vehicles</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>0.01</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2017</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Chinese Embassy</td>\n",
       "      <td>Government of Malawi</td>\n",
       "      <td>Malawi Department of Disaster Management Affai...</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.62</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Mali</td>\n",
       "      <td>National Broadband Network Project</td>\n",
       "      <td>36438</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>77.11</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2014</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Mali</td>\n",
       "      <td>Government of Mali|Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Closed autocracy</td>\n",
       "      <td>0.25</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Mauritius</td>\n",
       "      <td>Safe City Project</td>\n",
       "      <td>55627</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>73.70</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2017</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>OOF-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Mauritius</td>\n",
       "      <td>Huawei Technologies Co., Ltd.|Mauritius Police...</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.55</td>\n",
       "      <td>Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Moldova</td>\n",
       "      <td>Road Traffic Monitoring Project</td>\n",
       "      <td>66237</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>TRANSPORT AND STORAGE</td>\n",
       "      <td>4.96</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2011</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>China Ministry of Commerce</td>\n",
       "      <td>Government of Moldova’s Ministry of Internal A...</td>\n",
       "      <td>China Electronics Engineering Design Institute...</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.74</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Mongolia</td>\n",
       "      <td>Surveillance Cameras in Public Areas of Ulaanb...</td>\n",
       "      <td>70311</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>27.82</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>OOF-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Mongolia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.63</td>\n",
       "      <td>Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Mozambique</td>\n",
       "      <td>National Command Information Network Project</td>\n",
       "      <td>40730</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>144.08</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2014</td>\n",
       "      <td>...</td>\n",
       "      <td>Vague</td>\n",
       "      <td>OOF-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Mozambique</td>\n",
       "      <td>StarTimes|ZTE Corporation</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.36</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Nigeria</td>\n",
       "      <td>National Public Security Communication System ...</td>\n",
       "      <td>30450</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>482.85</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2010</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>OOF-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Nigeria</td>\n",
       "      <td>ZTE Corporation</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.49</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Draft Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>North Macedonia</td>\n",
       "      <td>E-Education Project</td>\n",
       "      <td>66762</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>EDUCATION</td>\n",
       "      <td>7.17</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2016</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>China Ministry of Commerce</td>\n",
       "      <td>North Macedonian Ministry of Education and Sci...</td>\n",
       "      <td>Huawei Technologies Co., Ltd.|</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.58</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Safe City Islamabad Project</td>\n",
       "      <td>37016</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>151.77</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2010</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Pakistan</td>\n",
       "      <td>Government of Pakistan|Huawei Technologies Co....</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.40</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>9.26 (UAV Acquisition) Project - 1</td>\n",
       "      <td>72477</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Unmanned Vehicles</td>\n",
       "      <td>Military</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>16.52</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2011</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Military</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>Government of Pakistan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.40</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>9.26 (UAV Acquisition) Project - 2</td>\n",
       "      <td>72476</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Unmanned Vehicles</td>\n",
       "      <td>Military</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>20.99</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2012</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Military</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>Government of Pakistan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.40</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>9.26 (UAV Acquisition) Project - 3</td>\n",
       "      <td>72479</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Unmanned Vehicles</td>\n",
       "      <td>Military</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>12.51</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2014</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Military</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>Government of Pakistan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.40</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Papua New Guinea</td>\n",
       "      <td>Electronic ID Card Project</td>\n",
       "      <td>39382</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>E-Government</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>73.85</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2013</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Papua New Guinea</td>\n",
       "      <td>Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.43</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Draft Legislation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Samoa</td>\n",
       "      <td>National Broadband Highway Project</td>\n",
       "      <td>37695</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>21.96</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2012</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Samoa</td>\n",
       "      <td>Huawei Technologies Co., Ltd.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Senegal</td>\n",
       "      <td>Phase 2 of the National Security Communication...</td>\n",
       "      <td>59519</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>36.33</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2012</td>\n",
       "      <td>...</td>\n",
       "      <td>Vague</td>\n",
       "      <td>Vague (Official Finance)</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Senegal</td>\n",
       "      <td>ZTE Corporation</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.72</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Robust</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Serbia</td>\n",
       "      <td>Safe City Project</td>\n",
       "      <td>67789</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2017</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>Vague (Com)</td>\n",
       "      <td>Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Serbian Ministry of Internal Affairs</td>\n",
       "      <td>Huawei Technologies Co., Ltd.|Serbian Ministry...</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.35</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Robust</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Sudan</td>\n",
       "      <td>Donation of Equipment to Sudan's Africa City o...</td>\n",
       "      <td>56407</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2012</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Inspur</td>\n",
       "      <td>Closed autocracy</td>\n",
       "      <td>0.17</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Tajikistan</td>\n",
       "      <td>Safe City Project - 1</td>\n",
       "      <td>71411</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>12.18</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2013</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>OOF-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Tajikistan Ministry of Finance</td>\n",
       "      <td>Huawei Technologies Co., Ltd.|Tajik Ministry o...</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.18</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Tajikistan</td>\n",
       "      <td>Safe City Project - 2</td>\n",
       "      <td>46215</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>8.12</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2013</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Tajikistan Ministry of Finance</td>\n",
       "      <td>Huawei Technologies Co., Ltd.|Tajik Ministry o...</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.18</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Tanzania</td>\n",
       "      <td>Safe Zanzibar Project</td>\n",
       "      <td>60196</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>3.44</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>ZTE Corporation</td>\n",
       "      <td>Government of Tanzania</td>\n",
       "      <td>ZTE Corporation</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.37</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Tunisia</td>\n",
       "      <td>Donation of Two Mobile Container Scanners</td>\n",
       "      <td>56669</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Security Scanners</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>TRADE POLICIES AND REGULATIONS</td>\n",
       "      <td>4.80</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2017</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>Tunisian Customs</td>\n",
       "      <td>China National Instruments Import &amp; Export (Gr...</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.54</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Robust</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Uganda</td>\n",
       "      <td>Donation of Surveillance Equipment</td>\n",
       "      <td>59946</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>0.72</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2014</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>CA</td>\n",
       "      <td>Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Kampala Capital City Authority</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.29</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Uganda</td>\n",
       "      <td>Safe City Integrated Communication Platform Pr...</td>\n",
       "      <td>53408</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>CA</td>\n",
       "      <td>Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Government of Uganda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.29</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Ukraine</td>\n",
       "      <td>Surveillance and Inspection Equipment Project</td>\n",
       "      <td>66564</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>1.24</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2012</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>Ukraine Ministry of Infrastructure</td>\n",
       "      <td>Ukraine Ministry of Infrastructure</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.51</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Zambia</td>\n",
       "      <td>Phase II of the Public Security Network Project</td>\n",
       "      <td>57033</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>182.96</td>\n",
       "      <td>Pipeline: Commitment</td>\n",
       "      <td>2016</td>\n",
       "      <td>...</td>\n",
       "      <td>Vague</td>\n",
       "      <td>Vague (Official Finance)</td>\n",
       "      <td>China Development Bank (CDB)</td>\n",
       "      <td>Government of Zambia</td>\n",
       "      <td>Zambia Ministry of Home Affairs|ZTE Corporation</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.41</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Zambia</td>\n",
       "      <td>Phase II of the Smart Zambia National ICT Deve...</td>\n",
       "      <td>53207</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>280.76</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2017</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Zambia</td>\n",
       "      <td>Huawei Technologies Co., Ltd.|Zambia Ministry ...</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.41</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Zambia</td>\n",
       "      <td>Phase I of the Smart Zambia National ICT Devel...</td>\n",
       "      <td>53093</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>64.37</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Zambia</td>\n",
       "      <td>Huawei Technologies Co., Ltd.|Zambia Informati...</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.41</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>Phase 2 of High-Performance Computing Center P...</td>\n",
       "      <td>62405</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>14.80</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2017</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>China Ministry of Commerce</td>\n",
       "      <td>Government of Zimbabwe|University of Zimbabwe</td>\n",
       "      <td>Inspur</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.29</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Draft Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>Phase 1 of High-Performance Computing Center P...</td>\n",
       "      <td>62320</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>5.16</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>China Ministry of Commerce</td>\n",
       "      <td>Government of Zimbabwe|University of Zimbabwe</td>\n",
       "      <td>Inspur|Wuhan Dameng Database Co., Ltd.</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.29</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Draft Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>48 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            Recipient  \\\n",
       "3                          Bangladesh   \n",
       "7                             Belarus   \n",
       "9                             Bolivia   \n",
       "11                            Bolivia   \n",
       "15                         Cabo Verde   \n",
       "21                           Cambodia   \n",
       "22                           Cameroon   \n",
       "24                           Cameroon   \n",
       "25                           Cameroon   \n",
       "28                      Cote d'Ivoire   \n",
       "37                            Ecuador   \n",
       "38                            Ecuador   \n",
       "39                            Ecuador   \n",
       "49                             Gambia   \n",
       "51                              Ghana   \n",
       "63                             Guyana   \n",
       "65                          Indonesia   \n",
       "70                              Kenya   \n",
       "73   Lao People's Democratic Republic   \n",
       "82                             Malawi   \n",
       "85                               Mali   \n",
       "86                          Mauritius   \n",
       "87                            Moldova   \n",
       "89                           Mongolia   \n",
       "91                         Mozambique   \n",
       "97                            Nigeria   \n",
       "98                    North Macedonia   \n",
       "99                           Pakistan   \n",
       "101                          Pakistan   \n",
       "102                          Pakistan   \n",
       "103                          Pakistan   \n",
       "108                  Papua New Guinea   \n",
       "113                             Samoa   \n",
       "117                           Senegal   \n",
       "121                            Serbia   \n",
       "127                             Sudan   \n",
       "128                        Tajikistan   \n",
       "129                        Tajikistan   \n",
       "130                          Tanzania   \n",
       "136                           Tunisia   \n",
       "139                            Uganda   \n",
       "143                            Uganda   \n",
       "144                           Ukraine   \n",
       "148                            Zambia   \n",
       "150                            Zambia   \n",
       "151                            Zambia   \n",
       "153                          Zimbabwe   \n",
       "154                          Zimbabwe   \n",
       "\n",
       "                                           Short title  AidData ID  \\\n",
       "3    IV Tier National Data Center Project in Kaliakoir       52654   \n",
       "7                    Brest Border Surveillance Project       66867   \n",
       "9                 Donation of 500 Surveillance Cameras       36121   \n",
       "11             Santa Cruz Security Camera Installation       71673   \n",
       "15                        Phase 1 of Safe City Project       56716   \n",
       "21                           CCTV Surveillance Project       62714   \n",
       "22                        Donation of Security Cameras       36245   \n",
       "24                  National Broadband Network Project       31253   \n",
       "25                                      E-Post Project       31243   \n",
       "28                           Abidjan Safe City Project       53273   \n",
       "37                    Security Service ECU 911 Project       39281   \n",
       "38                    Donation of Equipment to ECU 911       59325   \n",
       "39   Comprehensive Security Systems Laboratory for ...       59662   \n",
       "49           Gambia National Broadband Network Project       56878   \n",
       "51   Phase 2 of Dedicated Security Information Syst...       30956   \n",
       "63   Donation of Medical Equipment to Guyanese hosp...       85756   \n",
       "65      Maritime Surveillance Satellite System Project       66635   \n",
       "70                           CCTV Installation Project       30364   \n",
       "73              Donation of Cloud Computing Laboratory       73289   \n",
       "82                              Donation of Two Drones       57997   \n",
       "85                  National Broadband Network Project       36438   \n",
       "86                                   Safe City Project       55627   \n",
       "87                     Road Traffic Monitoring Project       66237   \n",
       "89   Surveillance Cameras in Public Areas of Ulaanb...       70311   \n",
       "91        National Command Information Network Project       40730   \n",
       "97   National Public Security Communication System ...       30450   \n",
       "98                                 E-Education Project       66762   \n",
       "99                         Safe City Islamabad Project       37016   \n",
       "101                 9.26 (UAV Acquisition) Project - 1       72477   \n",
       "102                 9.26 (UAV Acquisition) Project - 2       72476   \n",
       "103                 9.26 (UAV Acquisition) Project - 3       72479   \n",
       "108                         Electronic ID Card Project       39382   \n",
       "113                 National Broadband Highway Project       37695   \n",
       "117  Phase 2 of the National Security Communication...       59519   \n",
       "121                                  Safe City Project       67789   \n",
       "127  Donation of Equipment to Sudan's Africa City o...       56407   \n",
       "128                             Safe City Project - 1        71411   \n",
       "129                              Safe City Project - 2       46215   \n",
       "130                              Safe Zanzibar Project       60196   \n",
       "136          Donation of Two Mobile Container Scanners       56669   \n",
       "139                 Donation of Surveillance Equipment       59946   \n",
       "143  Safe City Integrated Communication Platform Pr...       53408   \n",
       "144      Surveillance and Inspection Equipment Project       66564   \n",
       "148    Phase II of the Public Security Network Project       57033   \n",
       "150  Phase II of the Smart Zambia National ICT Deve...       53207   \n",
       "151  Phase I of the Smart Zambia National ICT Devel...       53093   \n",
       "153  Phase 2 of High-Performance Computing Center P...       62405   \n",
       "154  Phase 1 of High-Performance Computing Center P...       62320   \n",
       "\n",
       "    AI Application Indicator                  Technology Category     Usage  \\\n",
       "3             AI Application  Advanced Computing and Data Storage  Civilian   \n",
       "7             AI Application                  Safe and Smart City  Civilian   \n",
       "9             AI Application                  Safe and Smart City  Civilian   \n",
       "11            AI Application                  Safe and Smart City  Civilian   \n",
       "15            AI Application                  Safe and Smart City  Civilian   \n",
       "21         AI Infrastructure                  Safe and Smart City  Civilian   \n",
       "22            AI Application                  Safe and Smart City  Civilian   \n",
       "24         AI Infrastructure  Advanced Computing and Data Storage  Civilian   \n",
       "25         AI Infrastructure  Advanced Computing and Data Storage  Civilian   \n",
       "28            AI Application                  Safe and Smart City  Civilian   \n",
       "37         AI Infrastructure                  Safe and Smart City  Civilian   \n",
       "38         AI Infrastructure                  Safe and Smart City  Civilian   \n",
       "39         AI Infrastructure                  Safe and Smart City  Civilian   \n",
       "49         AI Infrastructure  Advanced Computing and Data Storage  Civilian   \n",
       "51         AI Infrastructure                  Safe and Smart City  Civilian   \n",
       "63         AI Infrastructure                      Medical Imaging  Civilian   \n",
       "65         AI Infrastructure                  Safe and Smart City  Civilian   \n",
       "70            AI Application                  Safe and Smart City  Civilian   \n",
       "73            AI Application  Advanced Computing and Data Storage  Civilian   \n",
       "82            AI Application                   Unmanned Vehicles   Civilian   \n",
       "85         AI Infrastructure  Advanced Computing and Data Storage  Civilian   \n",
       "86            AI Application                  Safe and Smart City  Civilian   \n",
       "87            AI Application                  Safe and Smart City  Civilian   \n",
       "89            AI Application                  Safe and Smart City  Civilian   \n",
       "91            AI Application                  Safe and Smart City  Civilian   \n",
       "97            AI Application                  Safe and Smart City  Civilian   \n",
       "98         AI Infrastructure  Advanced Computing and Data Storage  Civilian   \n",
       "99            AI Application                  Safe and Smart City  Civilian   \n",
       "101           AI Application                   Unmanned Vehicles   Military   \n",
       "102           AI Application                   Unmanned Vehicles   Military   \n",
       "103           AI Application                   Unmanned Vehicles   Military   \n",
       "108           AI Application                         E-Government  Civilian   \n",
       "113        AI Infrastructure  Advanced Computing and Data Storage  Civilian   \n",
       "117        AI Infrastructure                  Safe and Smart City  Civilian   \n",
       "121           AI Application                  Safe and Smart City  Civilian   \n",
       "127           AI Application  Advanced Computing and Data Storage  Civilian   \n",
       "128           AI Application                  Safe and Smart City  Civilian   \n",
       "129           AI Application                  Safe and Smart City  Civilian   \n",
       "130           AI Application                  Safe and Smart City  Civilian   \n",
       "136        AI Infrastructure                    Security Scanners  Civilian   \n",
       "139           AI Application                  Safe and Smart City  Civilian   \n",
       "143        AI Infrastructure                  Safe and Smart City  Civilian   \n",
       "144        AI Infrastructure                  Safe and Smart City  Civilian   \n",
       "148           AI Application                  Safe and Smart City  Civilian   \n",
       "150        AI Infrastructure  Advanced Computing and Data Storage  Civilian   \n",
       "151        AI Infrastructure  Advanced Computing and Data Storage  Civilian   \n",
       "153           AI Application  Advanced Computing and Data Storage  Civilian   \n",
       "154           AI Application  Advanced Computing and Data Storage  Civilian   \n",
       "\n",
       "                                       Sector  Amount (2017 US$, millions)  \\\n",
       "3                              COMMUNICATIONS                       145.85   \n",
       "7                GOVERNMENT AND CIVIL SOCIETY                         0.41   \n",
       "9                GOVERNMENT AND CIVIL SOCIETY                         4.37   \n",
       "11               GOVERNMENT AND CIVIL SOCIETY                         0.98   \n",
       "15               GOVERNMENT AND CIVIL SOCIETY                          NaN   \n",
       "21               GOVERNMENT AND CIVIL SOCIETY                         3.13   \n",
       "22               GOVERNMENT AND CIVIL SOCIETY                          NaN   \n",
       "24                             COMMUNICATIONS                       171.41   \n",
       "25               GOVERNMENT AND CIVIL SOCIETY                        71.54   \n",
       "28               GOVERNMENT AND CIVIL SOCIETY                        58.53   \n",
       "37               GOVERNMENT AND CIVIL SOCIETY                          NaN   \n",
       "38   OTHER SOCIAL INFRASTRUCTURE AND SERVICES                        15.17   \n",
       "39               GOVERNMENT AND CIVIL SOCIETY                        10.25   \n",
       "49                             COMMUNICATIONS                        25.00   \n",
       "51                             COMMUNICATIONS                       119.91   \n",
       "63                                     HEALTH                         0.43   \n",
       "65             AGRICULTURE, FORESTRY, FISHING                         5.66   \n",
       "70               GOVERNMENT AND CIVIL SOCIETY                       101.85   \n",
       "73                                  EDUCATION                          NaN   \n",
       "82               GOVERNMENT AND CIVIL SOCIETY                         0.01   \n",
       "85                             COMMUNICATIONS                        77.11   \n",
       "86               GOVERNMENT AND CIVIL SOCIETY                        73.70   \n",
       "87                      TRANSPORT AND STORAGE                         4.96   \n",
       "89               GOVERNMENT AND CIVIL SOCIETY                        27.82   \n",
       "91                             COMMUNICATIONS                       144.08   \n",
       "97               GOVERNMENT AND CIVIL SOCIETY                       482.85   \n",
       "98                                  EDUCATION                         7.17   \n",
       "99               GOVERNMENT AND CIVIL SOCIETY                       151.77   \n",
       "101              GOVERNMENT AND CIVIL SOCIETY                        16.52   \n",
       "102              GOVERNMENT AND CIVIL SOCIETY                        20.99   \n",
       "103              GOVERNMENT AND CIVIL SOCIETY                        12.51   \n",
       "108              GOVERNMENT AND CIVIL SOCIETY                        73.85   \n",
       "113                            COMMUNICATIONS                        21.96   \n",
       "117                            COMMUNICATIONS                        36.33   \n",
       "121              GOVERNMENT AND CIVIL SOCIETY                          NaN   \n",
       "127                            COMMUNICATIONS                          NaN   \n",
       "128              GOVERNMENT AND CIVIL SOCIETY                        12.18   \n",
       "129              GOVERNMENT AND CIVIL SOCIETY                         8.12   \n",
       "130                            COMMUNICATIONS                         3.44   \n",
       "136            TRADE POLICIES AND REGULATIONS                         4.80   \n",
       "139              GOVERNMENT AND CIVIL SOCIETY                         0.72   \n",
       "143              GOVERNMENT AND CIVIL SOCIETY                          NaN   \n",
       "144              GOVERNMENT AND CIVIL SOCIETY                         1.24   \n",
       "148              GOVERNMENT AND CIVIL SOCIETY                       182.96   \n",
       "150                            COMMUNICATIONS                       280.76   \n",
       "151                            COMMUNICATIONS                        64.37   \n",
       "153                            COMMUNICATIONS                        14.80   \n",
       "154                            COMMUNICATIONS                         5.16   \n",
       "\n",
       "    Implementation Status  Commitment Year  ...  Concessional  \\\n",
       "3              Completion             2016  ...           Yes   \n",
       "7              Completion             2012  ...           Yes   \n",
       "9          Implementation             2013  ...           Yes   \n",
       "11             Completion             2013  ...           Yes   \n",
       "15             Completion             2016  ...         Vague   \n",
       "21             Completion             2014  ...           Yes   \n",
       "22             Completion             2014  ...           Yes   \n",
       "24             Completion             2012  ...           Yes   \n",
       "25             Completion             2011  ...           Yes   \n",
       "28             Completion             2016  ...           Yes   \n",
       "37         Implementation             2012  ...            No   \n",
       "38             Completion             2015  ...           Yes   \n",
       "39             Completion             2016  ...           Yes   \n",
       "49             Completion             2017  ...           Yes   \n",
       "51         Implementation             2013  ...           Yes   \n",
       "63             Completion             2016  ...           Yes   \n",
       "65             Completion             2011  ...           Yes   \n",
       "70         Implementation             2012  ...           Yes   \n",
       "73             Completion             2012  ...           Yes   \n",
       "82             Completion             2017  ...           Yes   \n",
       "85         Implementation             2014  ...           Yes   \n",
       "86         Implementation             2017  ...           Yes   \n",
       "87             Completion             2011  ...           Yes   \n",
       "89         Implementation             2015  ...           Yes   \n",
       "91         Implementation             2014  ...         Vague   \n",
       "97             Completion             2010  ...           Yes   \n",
       "98             Completion             2016  ...           Yes   \n",
       "99             Completion             2010  ...           Yes   \n",
       "101            Completion             2011  ...           Yes   \n",
       "102            Completion             2012  ...           Yes   \n",
       "103            Completion             2014  ...           Yes   \n",
       "108        Implementation             2013  ...           Yes   \n",
       "113            Completion             2012  ...           Yes   \n",
       "117            Completion             2012  ...         Vague   \n",
       "121            Completion             2017  ...            No   \n",
       "127            Completion             2012  ...           Yes   \n",
       "128            Completion             2013  ...           Yes   \n",
       "129            Completion             2013  ...           Yes   \n",
       "130            Completion             2015  ...           Yes   \n",
       "136            Completion             2017  ...           Yes   \n",
       "139            Completion             2014  ...           Yes   \n",
       "143            Completion             2015  ...           Yes   \n",
       "144            Completion             2012  ...           Yes   \n",
       "148  Pipeline: Commitment             2016  ...         Vague   \n",
       "150        Implementation             2017  ...           Yes   \n",
       "151            Completion             2015  ...           Yes   \n",
       "153        Implementation             2017  ...           Yes   \n",
       "154            Completion             2015  ...           Yes   \n",
       "\n",
       "                   Flow Class                            Funding Agencies  \\\n",
       "3                    ODA-like                 Export-Import Bank of China   \n",
       "7                          CA               Huawei Technologies Co., Ltd.   \n",
       "9                    ODA-like  Unspecified Chinese Government Institution   \n",
       "11                         CA               Huawei Technologies Co., Ltd.   \n",
       "15   Vague (Official Finance)  Unspecified Chinese Government Institution   \n",
       "21                   ODA-like  Unspecified Chinese Government Institution   \n",
       "22                   ODA-like  Unspecified Chinese Government Institution   \n",
       "24                   OOF-like                 Export-Import Bank of China   \n",
       "25                   ODA-like                 Export-Import Bank of China   \n",
       "28                   OOF-like                 Export-Import Bank of China   \n",
       "37                   OOF-like                China Development Bank (CDB)   \n",
       "38                   ODA-like                  China Ministry of Commerce   \n",
       "39                   ODA-like                  China Ministry of Commerce   \n",
       "49                   ODA-like                 Export-Import Bank of China   \n",
       "51                   OOF-like                 Export-Import Bank of China   \n",
       "63                   ODA-like  Unspecified Chinese Government Institution   \n",
       "65                   ODA-like  Unspecified Chinese Government Institution   \n",
       "70                   ODA-like                  China Ministry of Commerce   \n",
       "73                         CA               Huawei Technologies Co., Ltd.   \n",
       "82                   ODA-like                             Chinese Embassy   \n",
       "85                   ODA-like                 Export-Import Bank of China   \n",
       "86                   OOF-like                 Export-Import Bank of China   \n",
       "87                   ODA-like                  China Ministry of Commerce   \n",
       "89                   OOF-like                 Export-Import Bank of China   \n",
       "91                   OOF-like                 Export-Import Bank of China   \n",
       "97                   OOF-like                 Export-Import Bank of China   \n",
       "98                   ODA-like                  China Ministry of Commerce   \n",
       "99                   ODA-like                 Export-Import Bank of China   \n",
       "101                  Military  Unspecified Chinese Government Institution   \n",
       "102                  Military  Unspecified Chinese Government Institution   \n",
       "103                  Military  Unspecified Chinese Government Institution   \n",
       "108                  ODA-like                 Export-Import Bank of China   \n",
       "113                  ODA-like                 Export-Import Bank of China   \n",
       "117  Vague (Official Finance)                 Export-Import Bank of China   \n",
       "121               Vague (Com)               Huawei Technologies Co., Ltd.   \n",
       "127                  ODA-like  Unspecified Chinese Government Institution   \n",
       "128                  OOF-like                 Export-Import Bank of China   \n",
       "129                  ODA-like                 Export-Import Bank of China   \n",
       "130                  ODA-like                             ZTE Corporation   \n",
       "136                  ODA-like  Unspecified Chinese Government Institution   \n",
       "139                        CA               Huawei Technologies Co., Ltd.   \n",
       "143                        CA               Huawei Technologies Co., Ltd.   \n",
       "144                  ODA-like  Unspecified Chinese Government Institution   \n",
       "148  Vague (Official Finance)                China Development Bank (CDB)   \n",
       "150                  ODA-like                 Export-Import Bank of China   \n",
       "151                  ODA-like                 Export-Import Bank of China   \n",
       "153                  ODA-like                  China Ministry of Commerce   \n",
       "154                  ODA-like                  China Ministry of Commerce   \n",
       "\n",
       "                                    Receiving Agencies  \\\n",
       "3                            Government of Bangladesh    \n",
       "7                                Government of Belarus   \n",
       "9                                                  NaN   \n",
       "11                               Government of Bolivia   \n",
       "15                            Government of Cabo Verde   \n",
       "21                       Cambodia Ministry of Interior   \n",
       "22                                                 NaN   \n",
       "24   Cameroon Ministry of Economy, Planning, and Re...   \n",
       "25   Cameroon Ministry of Economy, Planning, and Re...   \n",
       "28           Government of Côte d'Ivoire (Ivory Coast)   \n",
       "37               Government of the Republic of Ecuador   \n",
       "38                               Government of Ecuador   \n",
       "39                               Government of Ecuador   \n",
       "49   Gambia Telecommunications Cellular Company (Ga...   \n",
       "51                                 Government of Ghana   \n",
       "63                  Guyanese Ministry of Public Health   \n",
       "65                                                 NaN   \n",
       "70                                 Government of Kenya   \n",
       "73                         National University of Laos   \n",
       "82                                Government of Malawi   \n",
       "85                                  Government of Mali   \n",
       "86                            Government of Mauritius    \n",
       "87   Government of Moldova’s Ministry of Internal A...   \n",
       "89                              Government of Mongolia   \n",
       "91                            Government of Mozambique   \n",
       "97                              Government of Nigeria    \n",
       "98   North Macedonian Ministry of Education and Sci...   \n",
       "99                              Government of Pakistan   \n",
       "101                             Government of Pakistan   \n",
       "102                             Government of Pakistan   \n",
       "103                             Government of Pakistan   \n",
       "108                     Government of Papua New Guinea   \n",
       "113                                Government of Samoa   \n",
       "117                             Government of Senegal    \n",
       "121               Serbian Ministry of Internal Affairs   \n",
       "127                                                NaN   \n",
       "128                     Tajikistan Ministry of Finance   \n",
       "129                     Tajikistan Ministry of Finance   \n",
       "130                            Government of Tanzania    \n",
       "136                                   Tunisian Customs   \n",
       "139                     Kampala Capital City Authority   \n",
       "143                               Government of Uganda   \n",
       "144                 Ukraine Ministry of Infrastructure   \n",
       "148                               Government of Zambia   \n",
       "150                               Government of Zambia   \n",
       "151                               Government of Zambia   \n",
       "153      Government of Zimbabwe|University of Zimbabwe   \n",
       "154      Government of Zimbabwe|University of Zimbabwe   \n",
       "\n",
       "                                 Implementing Agencies    Political Regime   \\\n",
       "3    Bangladesh Computer Council|Government of Bang...  Electoral autocracy   \n",
       "7                        Huawei Technologies Co., Ltd.  Electoral autocracy   \n",
       "9    Government of Bolivia|Huawei Technologies Co.,...  Electoral democracy   \n",
       "11                                                 NaN  Electoral democracy   \n",
       "15                       Huawei Technologies Co., Ltd.  Electoral democracy   \n",
       "21                                                 NaN  Electoral autocracy   \n",
       "22                       Huawei Technologies Co., Ltd.  Electoral autocracy   \n",
       "24   Camtel|Government of Cameroon |Huawei Technolo...  Electoral autocracy   \n",
       "25   CAMPOST|Government of Cameroon |Huawei Technol...  Electoral autocracy   \n",
       "28   Cote d'Ivoire Ministry of Digital Economy and ...  Electoral autocracy   \n",
       "37   China Electronics Corporation (CEC)|China Nati...  Electoral democracy   \n",
       "38   China National Electronics Import & Export Cor...  Electoral democracy   \n",
       "39   China National Electronics Import & Export Cor...  Electoral democracy   \n",
       "49   Gambia Telecommunications Cellular Company (Ga...  Electoral democracy   \n",
       "51       Huawei Technologies Co., Ltd.|ZTE Corporation  Electoral democracy   \n",
       "63                                                 NaN  Electoral democracy   \n",
       "65   Indonesia Maritime Security Coordinating Board...  Electoral democracy   \n",
       "70                  Nanjing Les Information Technology  Electoral autocracy   \n",
       "73                                                 NaN     Closed autocracy   \n",
       "82   Malawi Department of Disaster Management Affai...  Electoral democracy   \n",
       "85    Government of Mali|Huawei Technologies Co., Ltd.     Closed autocracy   \n",
       "86   Huawei Technologies Co., Ltd.|Mauritius Police...  Electoral democracy   \n",
       "87   China Electronics Engineering Design Institute...  Electoral democracy   \n",
       "89                                                 NaN  Electoral democracy   \n",
       "91                           StarTimes|ZTE Corporation  Electoral autocracy   \n",
       "97                                     ZTE Corporation  Electoral autocracy   \n",
       "98                      Huawei Technologies Co., Ltd.|  Electoral democracy   \n",
       "99   Government of Pakistan|Huawei Technologies Co....  Electoral autocracy   \n",
       "101                                                NaN  Electoral autocracy   \n",
       "102                                                NaN  Electoral autocracy   \n",
       "103                                                NaN  Electoral autocracy   \n",
       "108                      Huawei Technologies Co., Ltd.  Electoral autocracy   \n",
       "113                      Huawei Technologies Co., Ltd.                  NaN   \n",
       "117                                    ZTE Corporation  Electoral democracy   \n",
       "121  Huawei Technologies Co., Ltd.|Serbian Ministry...  Electoral autocracy   \n",
       "127                                             Inspur     Closed autocracy   \n",
       "128  Huawei Technologies Co., Ltd.|Tajik Ministry o...  Electoral autocracy   \n",
       "129  Huawei Technologies Co., Ltd.|Tajik Ministry o...  Electoral autocracy   \n",
       "130                                    ZTE Corporation  Electoral autocracy   \n",
       "136  China National Instruments Import & Export (Gr...  Electoral autocracy   \n",
       "139                                                NaN  Electoral autocracy   \n",
       "143                                                NaN  Electoral autocracy   \n",
       "144                 Ukraine Ministry of Infrastructure  Electoral autocracy   \n",
       "148    Zambia Ministry of Home Affairs|ZTE Corporation  Electoral democracy   \n",
       "150  Huawei Technologies Co., Ltd.|Zambia Ministry ...  Electoral democracy   \n",
       "151  Huawei Technologies Co., Ltd.|Zambia Informati...  Electoral democracy   \n",
       "153                                             Inspur  Electoral autocracy   \n",
       "154             Inspur|Wuhan Dameng Database Co., Ltd.  Electoral autocracy   \n",
       "\n",
       "    Electoral Democracy Score Freedom House Rating Data Protection Law Status  \\\n",
       "3                        0.26          Partly Free                Legislation   \n",
       "7                        0.18             Not Free                Legislation   \n",
       "9                        0.60          Partly Free                Legislation   \n",
       "11                       0.60          Partly Free                Legislation   \n",
       "15                       0.77                 Free                Legislation   \n",
       "21                       0.20             Not Free                Legislation   \n",
       "22                       0.29             Not Free                Legislation   \n",
       "24                       0.29             Not Free                Legislation   \n",
       "25                       0.29             Not Free                Legislation   \n",
       "28                       0.44          Partly Free                Legislation   \n",
       "37                       0.61                 Free                Legislation   \n",
       "38                       0.61                 Free                Legislation   \n",
       "39                       0.61                 Free                Legislation   \n",
       "49                       0.51                  NaN                Legislation   \n",
       "51                       0.65                 Free                Legislation   \n",
       "63                       0.55                 Free                Legislation   \n",
       "65                       0.57          Partly Free                Legislation   \n",
       "70                       0.48          Partly Free                Legislation   \n",
       "73                       0.14             Not Free                Legislation   \n",
       "82                       0.62          Partly Free                Legislation   \n",
       "85                       0.25             Not Free                Legislation   \n",
       "86                       0.55                 Free                Legislation   \n",
       "87                       0.74          Partly Free                        NaN   \n",
       "89                       0.63                 Free                Legislation   \n",
       "91                       0.36          Partly Free                Legislation   \n",
       "97                       0.49          Partly Free          Draft Legislation   \n",
       "98                       0.58          Partly Free                Legislation   \n",
       "99                       0.40          Partly Free                Legislation   \n",
       "101                      0.40          Partly Free                Legislation   \n",
       "102                      0.40          Partly Free                Legislation   \n",
       "103                      0.40          Partly Free                Legislation   \n",
       "108                      0.43          Partly Free          Draft Legislation   \n",
       "113                       NaN                 Free                Legislation   \n",
       "117                      0.72          Partly Free                Legislation   \n",
       "121                      0.35          Partly Free                Legislation   \n",
       "127                      0.17             Not Free                Legislation   \n",
       "128                      0.18             Not Free                Legislation   \n",
       "129                      0.18             Not Free                Legislation   \n",
       "130                      0.37          Partly Free                        NaN   \n",
       "136                      0.54          Partly Free                Legislation   \n",
       "139                      0.29             Not Free                Legislation   \n",
       "143                      0.29             Not Free                Legislation   \n",
       "144                      0.51             Not Free                Legislation   \n",
       "148                      0.41          Partly Free                Legislation   \n",
       "150                      0.41          Partly Free                Legislation   \n",
       "151                      0.41          Partly Free                Legislation   \n",
       "153                      0.29             Not Free          Draft Legislation   \n",
       "154                      0.29             Not Free          Draft Legislation   \n",
       "\n",
       "     Data Protection Law Level  \n",
       "3                      Limited  \n",
       "7                     Moderate  \n",
       "9                      Limited  \n",
       "11                     Limited  \n",
       "15                    Moderate  \n",
       "21                     Limited  \n",
       "22                         NaN  \n",
       "24                         NaN  \n",
       "25                         NaN  \n",
       "28                         NaN  \n",
       "37                    Moderate  \n",
       "38                    Moderate  \n",
       "39                    Moderate  \n",
       "49                         NaN  \n",
       "51                    Moderate  \n",
       "63                         NaN  \n",
       "65                      Robust  \n",
       "70                     Limited  \n",
       "73                     Limited  \n",
       "82                         NaN  \n",
       "85                         NaN  \n",
       "86                    Moderate  \n",
       "87                    Moderate  \n",
       "89                    Moderate  \n",
       "91                    Moderate  \n",
       "97                    Moderate  \n",
       "98                    Moderate  \n",
       "99                     Limited  \n",
       "101                    Limited  \n",
       "102                    Limited  \n",
       "103                    Limited  \n",
       "108                        NaN  \n",
       "113                        NaN  \n",
       "117                     Robust  \n",
       "121                     Robust  \n",
       "127                        NaN  \n",
       "128                   Moderate  \n",
       "129                   Moderate  \n",
       "130                    Limited  \n",
       "136                     Robust  \n",
       "139                   Moderate  \n",
       "143                   Moderate  \n",
       "144                   Moderate  \n",
       "148                   Moderate  \n",
       "150                   Moderate  \n",
       "151                   Moderate  \n",
       "153                   Moderate  \n",
       "154                   Moderate  \n",
       "\n",
       "[48 rows x 23 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Defining a list of words that signify surveillance tech and/or data collection and storage technology. \n",
    "#Note: I came up with this list after reading through the csv file in GoogleSheets to get a sense of what projects might be surveillance focused and what words indicated that to me \n",
    "surveillance_keywords = ['surveillance', 'cameras', 'camera', 'CCTV', 'drone', 'drones', 'data storage', 'data collection']\n",
    "\n",
    "#Go through each row of the df and check if any of the surveillance words show up in either the Short title, Description, or Technology Category. \n",
    "#If it's a match, add that row to the 'filtered rows' list\n",
    "filtered_rows = []\n",
    "for index, row in df.iterrows():\n",
    "    for column in ['Short title', 'Description', 'Technology Category']:\n",
    "        for keyword in surveillance_keywords:\n",
    "            if keyword.lower() in str(row[column]).lower():\n",
    "                filtered_rows.append(index)\n",
    "                break\n",
    "                \n",
    "#Created a new dataframe with the filtered rows    \n",
    "filtered_df = df.loc[filtered_rows].drop_duplicates()\n",
    "\n",
    "display(filtered_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6c561ad-c8ea-4b60-9426-95c97068ae68",
   "metadata": {},
   "source": [
    "Can we really say all of these count as surveillance?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0389c048-d6c5-4fd2-93a7-482a1abe5117",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Recipient</th>\n",
       "      <th>Sector</th>\n",
       "      <th>Technology Category</th>\n",
       "      <th>Short title</th>\n",
       "      <th>Description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Moldova</td>\n",
       "      <td>TRANSPORT AND STORAGE</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Road Traffic Monitoring Project</td>\n",
       "      <td>In 2011, the Chinese Government and the Moldovan Ministry of Internal Affairs signed an RMB 30 million grant agreement for the Road Traffic Monitoring Project. The grant proceeds were drawn from three Economic and Technical Cooperation Agreements (ETCAs) that the Chinese Government and the Government of Moldova signed in previous years: a November 14, 2007 ETCA that committed RMB 15 million, a November 17, 2008 ETCA that committed RMB 20 million, and a September 14, 2009 ETCA that committed RMB 20 million. The purpose of this project was to install video surveillance posts at 41 intersections and road segments in and near the city of Chisinau and construct a traffic monitoring center that relies upon Chinese technology. China Electronics Engineering Design Institute Co Ltd was the contractor responsible for project design. It signed a project design contract with Moldova’s Ministry of Internal Affairs on May 25, 2011. Then, between October 14-18, 2011, the Design Institute of Electronic Engineering of China and Moldova’s Ministry of Internal Affairs selected the 41 intersections and road segments where the project would install surveillance posts. On September 27, 2012, Moldova’s Ministry of Internal Affairs signed a project implementation contract with Hebei Construction Group. Moldova’s Ministry of Internal Affairs also signed a contract with Huawei Technologies Ltd. on February 27, 2013 for the construction of the traffic monitoring center. Huawei Technologies Ltd., in turn, issued a subcontract to a Moldovan firm called AlimConstruct Grup.  According to the Government of Moldova’s External Assistance Management Platform (PGAE), project implementation commenced on October 27, 2012. Surveillance post installation activities took place between May 2013 and the end of December 2013. A project handover certificate was issued on June 30, 2014, and a formal project handover ceremony took place on October 24, 2014. Since the start of use of the road traffic monitoring system, traffic accident rates in Chisinau have fallen by 40%, accident mortality rates have fallen by 60%, and vehicle accident damage rates have dropped by 45%.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Tunisia</td>\n",
       "      <td>TRADE POLICIES AND REGULATIONS</td>\n",
       "      <td>Security Scanners</td>\n",
       "      <td>Donation of Two Mobile Container Scanners</td>\n",
       "      <td>On September 30, 2017 in a ceremony attended by Prime Minister of Tunisia Youssef Chahed, the Chinese Government donated two vehicle-mounted container scanners to the Government of Tunisia. The value of the donation was $4.8 million USD (TND 12 million dinars). The scanners were earmarked for use by the Tunisian Customs in the Port of La Goulette (ميناء حلق الوادي) for maritime control and surveillance purposes. China National Instruments Import &amp; Export (Group) Corporation was responsible for the implementation of the aid, including training Tunisians in its use. Nuctech Company Limited was also involved in the donation. The equipment was officially put into use at the port on December 5, 2017. The Chinese Government had previously two mobile container scanners to the Port of La Goulette in 2015.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Ecuador</td>\n",
       "      <td>OTHER SOCIAL INFRASTRUCTURE AND SERVICES</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Donation of Equipment to ECU 911</td>\n",
       "      <td>On November 19, 2015, the Chinese Economic and Commercial Counsellor Office signed an agreement with the Government of Ecuador to provide equipment for the ECU 911 surveillance system in the 'Provision of Equipment for Strengthening the Integrated Security Service ECU-911 in the Litoral and Rural Areas.' This agreement was preceded by a feasibility study, committed on August 14 and 24, 2015. On July 27, 2016, the governments of China and Ecuador signed Letters of Exchange, which specified that the equipment to be granted would be worth 97 million RMB (reported as about 15.4 million USD in the 2017 Annual Management Report). It also specified that the grant would be funded through several Economic and Technical Cooperation Agreements (ETCA), which were signed on October 29, 2008; February 13, 2009; December 27, 2010; September 28, 2012; and October 25, 2013. The breakdown in funds is unknown. The equipment, manufactured by Huawei and C.E.I.E.C, was delivered in 2017 and included about 450 cameras, 1,640 video surveillance and storage systems, and 14 servers. The agreement also called for China to provide technical training to Ecuadorian technicians managing the emergency response system.The surveillance system currently has 16 regional response centers across the country, as well as a surveillance network with about 4,300 cameras across 24 provinces. According to Ecuador's National Statistics and Census Institute (INEC), as of January 2018, the crime rate has dropped by 11.8 percent since implementing ECU 911. The project is also referred to as “Equipment provision for strengthening the Integrated Service” (Dotación de equipamiento para el fortalecimiento del Servicio Integrado de Seguridad ECU 911), 'Ecuador 911 Safety Emergency Response Command Center Project or National Public Safety Command and Control System Project', and ECU 911 Security Project.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Guyana</td>\n",
       "      <td>HEALTH</td>\n",
       "      <td>Medical Imaging</td>\n",
       "      <td>Donation of Medical Equipment to Guyanese hospitals - 1</td>\n",
       "      <td>On September 23, 2016, during the visit of Cui Li, the Vice Minister of the National Health and Family Planning Commission of the People's Republic of China (NHFPC), the Chinese Government donated medical equipment and supplies worth $420,000 USD to Guyana's Ministry of Public Health. Members of the twelfth volunteer Chinese medical team to Guyana attended the handover ceremony. The donated equipment was earmarked for use at the Laparoscopic Centre at Linden Hospital Complex (LHC) and the Ophthalmology Centre at Georgetown Public Hospital Corporation (GPHC). The donation included laparoscopic equipment and instrument and eye testing and care supplies and materials. It also include a peritoneum cleaner, an ophthalmic quick sterilizing pan, a H3-2 camera, an high-definition (HD) camera head, an electrosurgical generator, and an HUB HD camera host. The donation also included a 30° telescope.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Malawi</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Unmanned Vehicles</td>\n",
       "      <td>Donation of Two Drones</td>\n",
       "      <td>On November 7, 2017, the Chinese embassy donated two drones worth $10,000 to the Malawi Disaster Management Agency.   Ambassador Wang met with Vice President Soros Chilima of Malawi to donate these drones to the Malawi Disaster Management Authority.  Ambassador Wang also briefed the development of bilateral relations between China and Malawi, saying that China attaches great importance to disaster reduction and relief, and actively provides assistance to Malawi in responding to disasters. The UAV donated by China is technologically advanced and fully functional, and it is believed that it will further enhance the capability of disaster monitoring and emergency disposal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Unmanned Vehicles</td>\n",
       "      <td>9.26 (UAV Acquisition) Project - 1</td>\n",
       "      <td>On September 26, 2011, the Chinese Government and the Government of Pakistan signed letters of exchange, which committed RMB 100 million of grant funding for a military project that the Government of Pakistan’s Economic Affairs Division (EAD) refers to as '9.26'. 9.26 is a codename for a defense project that involves the acquisition of unmanned aerial vehicles (UAVs). The Government of Pakistan’s Economic Affairs Division (EAD) refers to the grant proceeds for this project as being fully utilized in its Year Book for Fiscal Year 2014/15. However, the precise equipment delivery date is unknown. There were two additional Chinese Government grants for this same project. In late 2015, Neil Gibson, a weapons analyst with IHS Jane’s, reported that imagery of Pakistan’s first (Burraq) armed drone suggested it was either a Chinese UAV (the CH-3 UAV) or an indigenous drone based on Chinese technology. ISPR Director General Major General Asim Salim Bajwa announced the first-ever use of the Burraq drone to strike a terrorist compound in Shawal Valley (killing three high-profile terrorists) in September 2015.  The attack was a significant milestone for Pakistan in that it joined the small club of countries with armed drones. The Pakistani Government had previously sought to buy armed drones from the US, but Washington refused to authorize the purchase because of concerns about exporting a sensitive technology.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Mongolia</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Surveillance Cameras in Public Areas of Ulaanbaatar City and Rural Areas Streets and Roads Project</td>\n",
       "      <td>On November 10, 2015, China Eximbank and the Government of Mongolia signed a general loan agreement regarding the utilization of a $1 billion preferential buyer's credit (PBC) for various projects. Under the terms of the general loan agreement, all subsidiary (individual) loan agreements for specific projects carry identical borrowing terms: 20 year maturity, 7 year grace period, 2% interest rate, 0% management fee, and 0.25% commitment fee. Then, China Eximbank and the Government of Mongolia signed a $28.3 million subsidiary loan (PBC) agreement for the Surveillance Cameras in Public Areas of Ulaanbaatar City and Rural Areas Streets and Roads Project. The purpose of this project is to increase the number of surveillance cameras on roads, streets and public squares in 9 districts and 21 aimag centers in Ulaanbaatar. The ultimate goal of the project is to increase public security. As of 2019, the project had achieved a 20% completion rate.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Belarus</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Brest Border Surveillance Project</td>\n",
       "      <td>On August 22, 2013, an opening ceremony the border video surveillance project took place at the Brest border crossing (post) in Belarus. The project budget was approximately $400,000, which was fully financed by Huawei under a grant agreement signed in 2012. Huawei implemented the project and completed it in June 2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Nigeria</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>National Public Security Communication System Project</td>\n",
       "      <td>On August 7, 2010 the Government of Nigeria signed a $470 million commercial contract with ZTE for the Nigeria National Public Security Communication System Project. Then, on December 20, 2010, China Eximbank and the Government of Nigeria signed a $399.5 million preferential buyer’s credit (PBC) agreement for the Nigeria National Public Security Communication System Project (NPSCS). The proceeds from the PBC were used to finance 85% of the cost of the commercial contract with ZTE. The Government of Nigeria agreed to fund the remaining 15% ($70.5 million) itself. The PBC carried the following terms: 20 year maturity, 7 year grace period, and a 2.5% interest rate. The final maturity date of this loan is September 21, 2030. As of March 31, 2020, Nigeria’s Debt Management Office (DMO) reported that the China Eximbank loan for this project had fully disbursed. The Nigeria National Public Security Communication System Project had five subcomponents. The first subcomponent was a Global Open Trunking Architecture (GoTa) Sub-system, which is a CDMA-based voice and data telecommunications system with national coverage that operates through Mobile Switch Centers (MSCs) in Lagos and Abuja, 12 Base Station Controller (BSCs), 675 Base Transceiver Station (BTSs) and 21 Microwave repeaters. The GoTa system supported the deployment of 1.5 million subscriber lines. The second subcomponent was Video Surveillance Subsystem, which involved the installation of approximately 2,000 solar-powered CCTV cameras in Abuja and Lagos. The CCTV cameras were reportedly installed to monitor and reduce criminal activities including attacks, kidnappings and killings. The third subcomponent was a Video Conferencing Subsystem, which provided a platform for real time video conferencing for the Nigeria Police Force across all commands and the Force Headquarter. The fourth subcomponent was an E-policing Subsystem, which facilitated the deployment of E-policing databases. The fifth subcomponent was the Coalition Emergency Response subsystem, which provided a platform for national emergency communication using the short code of 911 for emergency and distress calls and 912 for anonymous security information. This subsystem also reportedly enabled the carried the security agencies to carry out coordinated responses. This project commenced in 2011 and it was completed in 2012, but its precise completion date is unknown. It has, however, been plagued by controversies and a whole host of problems. After the completion of the project, the communication network laid idle for many years because of the high cost of administering and maintaining it. The network was also badly vandalized. In reference to the Video Surveillance Subsystem, the News Agency of Nigeria (NAN) has reporting that “virtually all its infrastructure had been removed or destroyed by motorists through accidents.” In 2018, Nigeria’s federal government announced plans to revive the National Public Security Communication System, including the vandalized CCTV cameras in Abuja and Lagos.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Safe City Islamabad Project</td>\n",
       "      <td>In December 2010, China Eximbank and the Government of Pakistan signed an RMB 850 million government concessional loan (GCL) agreement on the Islamabad 'Safe City' (平安城市) Project. The loan carried the following terms: 20 year maturity, 5 year grace period, and 2% interest rate. The contractor responsible for project implementation was Huawei Technologies. This project supported the installation of 1,950 surveillance (CCTV) cameras in Islamabad. In coordination with Pakistan’s National Database and Registration Authority (NADRA), all the videos and recorded data from the 1,900 surveillance cameras are used to ensure real-time monitoring of people and vehicles at important buildings, roads, key points and major portions of the city’s residential areas. All the data as received from installed surveillance cameras across the city are also transferred to a command and control centre and all of the suspicious people and vehicles monitored in the surveillance cameras are checked in the big data with coordination of NADRA’s data bank. Then, if suspects are confirmed to be dangerous, the command centre promptly conveys instructions to ‘Rapid Response Force’ and allocates forces to the site within three minutes to minimize the possible destruction caused by suspect and to avert any terrorists activity. The Safe City Islamabad project was completed on March 29, 2016.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Unmanned Vehicles</td>\n",
       "      <td>9.26 (UAV Acquisition) Project - 2</td>\n",
       "      <td>On May 29, 2012, the Chinese Government provided an RMB 130 million grant to the Government of Pakistan for the '9.26' Project. 9.26 is a codename for a defense project that involves the acquisition of unmanned aerial vehicles (UAVs). The Government of Pakistan’s Economic Affairs Division (EAD) refers to the grant proceeds for this project as being fully utilized in its Year Book for Fiscal Year 2014/15. However, the precise equipment delivery date is unknown. There were two additional Chinese Government grants for this same project. In late 2015, Neil Gibson, a weapons analyst with IHS Jane’s, reported that imagery of Pakistan’s first (Burraq) armed drone suggested it was either a Chinese UAV (the CH-3 UAV) or an indigenous drone based on Chinese technology. ISPR Director General Major General Asim Salim Bajwa announced the first-ever use of the Burraq drone to strike a terrorist compound in Shawal Valley (killing three high-profile terrorists) in September 2015.  The attack was a significant milestone for Pakistan in that it joined the small club of countries with armed drones. The Pakistani Government had previously sought to buy armed drones from the US, but Washington refused to authorize the purchase because of concerns about exporting a sensitive technology.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Ukraine</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Surveillance and Inspection Equipment Project</td>\n",
       "      <td>On August 9, 2012, the Chinese Government and the Government of Ukraine’s Ministry of Infrastructure signed an exchange of letters, which committed RMB 7,650,000 of grant funding for a Surveillance and Inspection Equipment Project. The purpose of this project was to provide and install 24 units of surveillance and inspection equipment. A project handover certificate was issued on November 10, 2015.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Unmanned Vehicles</td>\n",
       "      <td>9.26 (UAV Acquisition) Project - 3</td>\n",
       "      <td>On October 16, 2014, the Chinese Government and the Government of Pakistan signed letters of exchange, which committed RMB 80 million of grant funding for a military project that the Government of Pakistan’s Economic Affairs Division (EAD) refers to as '9.26' in its Year Book for Fiscal Year 2015/16. 9.26 is a codename for a defense project that involves the acquisition of unmanned aerial vehicles (UAVs). According to the same source, this project was completed and the equipment was successfully delivered. However, the precise delivery date is unknown. There were two additional Chinese Government grants for this same project. In late 2015, Neil Gibson, a weapons analyst with IHS Jane’s, reported that imagery of Pakistan’s first (Burraq) armed drone suggested it was either a Chinese UAV (the CH-3 UAV) or an indigenous drone based on Chinese technology. ISPR Director General Major General Asim Salim Bajwa announced the first-ever use of the Burraq drone to strike a terrorist compound in Shawal Valley (killing three high-profile terrorists) in September 2015.  The attack was a significant milestone for Pakistan in that it joined the small club of countries with armed drones. The Pakistani Government had previously sought to buy armed drones from the US, but Washington refused to authorize the purchase because of concerns about exporting a sensitive technology.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Papua New Guinea</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>E-Government</td>\n",
       "      <td>Electronic ID Card Project</td>\n",
       "      <td>On October 11, 2013, the Chinese Government and the Government of Papua New Guinea signed a preferential loan framework agreement for the Electronic ID Card Project. The agreement was signed by National Planning Minister, Charles Abel, and the Chinese Ambassador to Papua New Guinea, Qiu Bohua, at Vulupindi Haus in Port Moresby. The preferential loan framework agreement specified the following borrowing terms: a 15 year maturity and a 5 year grace period. Then, in November 2013, China Eximbank and the Government of Papua New Guinea signed a $76 million loan agreement for the Electronic ID Card Project. The proceeds of the loan were to be used by the borrower to finance a commercial contract with Huawei Technologies Co., Ltd., which was signed in 2012. The purpose of the project was to build a new ID card data center and card-making center in the Port of Moresby, the capital of Papua New Guinea; establish a national population database, population information and electronic ID management system, 27 fixed information collection points, 400 mobile information collection points; produce 5 million ID cards; and provide a series of supporting services including data collection vehicles, technical consultation, system installation, personnel training, and maintenance. The overarching aim of the project was to create a trustworthy and secure biometric identity verification system so that all citizens could be registered electronically with biometric identification based on voters’ fingerprints. It was also envisaged that the biometric identity verification system could be used to support National Census, electronic voting, e-passport and general data and statistics. Huawei Technologies Co., Ltd. was the contractor responsible for implementation. The project officially commenced on February 25, 2015, when Prime Minister O'Neill became the first PNG citizen to register in the database. Then, on March 26, 2015, the new ID card center opened and Prime Minister O'Neill became the first PNG citizen to receive a card. The biometric system technology was fully complete by 2017, and was rolled out to 11 provinces. While the technology was intended for use in the 2017 election, registration proved difficult. In 2018, DevPolicy reported that the project had “only registered a fraction of citizens. This project also faced allegations of mismanagement of funds in September 2015. The allegations were raised in a petition sent to the Minister for National Planning and Monitoring, Charles Abel, by a group of 68 employees of the Electronic ID Card Project and the National Statistical Office. The petition called for an audit of the use of project funds between 2013 and 2015 and an audit of National Statistical Office funds.  The petition also called for the removal of Roko Koloma, the Director of the Electronic ID Card Project and the Acting National Statistician, as well as Civil Registrar-General Dickson Kiragi. The Government of Papua New Guinea’s National Executive Council later moved the Electronic ID Card Project away from the National Statistical Office and approved the establishment of a special project management unit under the department to manage its implementation.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Uganda</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Safe City Integrated Communication Platform Project</td>\n",
       "      <td>On September 17, 2015, Zhao Yali, Ambassador of Uganda, accompanied Ugandan President Museveni to attend the handover ceremony of the “Safe City Platform” system donated by Uganda Branch of Huawei Technologies Co., Ltd. to the Kampala Municipal Administration of the Ugandan Capital. The “Safe City Integrated Communication Platform” (ICP) has 20 monitor cameras in 10 key monitoring points in Kampala, which has improved the administrative capacity of the Urumqi Municipal Administration and the efficiency of Uighur police. As of September 2016, Huawei was nearing completion of the platform.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Uganda</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Donation of Surveillance Equipment</td>\n",
       "      <td>In 2014, Huawei Technologies Co. donated $750,000 worth of multi-media equipment to Uganda's Kampala Capital City Authority (KCCA).  The equipment will be used to help the KCCA monitor and track illegal activity in Kampala.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Serbia</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Safe City Project</td>\n",
       "      <td>In 2011, Serbia’s Ministry of Interior and Huawei Technologies Co., Ltd. started negotiations regarding a possible upgrade of the information and telecommunication system of the Serbia Ministry of Interior. Then, on December 17, 2014, Serbia’s Ministry of Interior and Huawei Technologies Co., Ltd. signed a Memorandum of Understanding related to the proposed cooperation and next steps in the implementation of the ‘Safe Society’ Project. On February 3, 2017, the parties signed a Strategic Partnership Agreement regarding a Safe City Project for the city of Belgrade. Phase 1 of the project involved enhancing the Command Center and Data Center in Belgrade and the deployment of a video content management system. On December 27, 2017, Serbian Minister of Interior, Nebojša Stefanović, announced the commencement of the pilot phase of the Safe City Project and the installation of new surveillance cameras with facial recognition software and significantly better resolution and technical capabilities. On September 17, 2018, a purchasing agreement was signed by Huawei Technologies Co., Ltd.  and the Government of Serbia for the provision of equipment, works, and services in support of traffic surveillance project in Belgrade. Then, on January 30, 2019, Serbian Minister of Interior, Nebojša Stefanović, announced the installation of 1000 surveillance cameras in 800 locations across Belgrade, without naming the equipment provider. The new cameras were described as surveilling 'every important street and passageway.' The Chinese presence in the Serbian surveillance system has been extremely controversial. Huawei is reportedly required under the Chinese National Security Act to relay all data in their possession to Beijing’s intelligence service. Serbian non-governmental organizations have tried to use their right under a national law on freedom of information to find out more about the locations of surveillance cameras, but the Serbian Ministry of Interior has so far turned down all of their requests. This refusal was justified on the basis that all the documents and data related to procurement and the locations of surveillance system were classed as confidential by the Serbian authorities.. As of January 2019, around the same time that the installment of surveillance cameras was announced, Huawei also removed the entire description of the Safe City Project from its website (although an archived copy is accessible via https://archive.li/pZ9HO).</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Tajikistan</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Safe City Project - 1</td>\n",
       "      <td>On May 20, 2013, the Ministry of Finance of the Republic of Tajikistan signed two loan agreements with the Export-Import Bank of China for the Safe City Project: a RMB-denominated government concessional loan (GCL) provided on highly concessional terms (20-year maturity, 11-year grace period, and 1.5% interest rate) and a preferential buyer’s credit (PBC) loan on highly concessional terms (2% interest, 20-year maturity, 9-year grace period).The precise face value of the GCL loan and the precise face value of the PBC loan are unknown. However, it is known that the GCL and PBC are jointly worth $20.9 million USD, and that 40% of the total debt financing from China Eximbank ($8.36 million) came from the RMB-denominated GCL and 60% of the total debt financing from China Eximbank ($12.54 million) came from the USD-denominated PBC (AidData learned this through correspondence with the IMF). The loans were ratified by the Tajik Parliament in June 2013 and were expected to be repaid with revenues from the traffic fines generated by this project. The total cost of the project was $22 million USD. In addition to the Chinese loans, the Government of Tajikistan contributed $1.1 million USD.According to Ministry of Internal Affairs of the Republic of Tajikistan, the Safe City Project involved the installation of 855 CCTV cameras for round-the-clock monitoring of traffic and other movements at 75 crossroads, streets, and squares in the capital city of Dushanbe. The cameras were to record every offense committed by drivers, which would be stored and processed in a common database. Huawei Technologies Co., Ltd. was responsible for project implementation. Tajik Ministry of Internal Affairs was also responsible for the undertaking of the project.The Safe City project and the control center were officially launched on October 31, 2013 by President of Tajikistan Emomali Rahmon. The Safe City Project was to be carried out in three stages; the second stage was expected to be finished in May 2014. The project was still on going as of December 2014. As of January 16, 2015, it had reportedly generated $4 million for the Tajik state budget via traffic fines. According to a Huawei report issued in February 2015, Huawei completed the project successfully.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Mauritius</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Safe City Project</td>\n",
       "      <td>In December 2017, China Eximbank and Mauritius Telecom Ltd — a state-owned telecommunications company in Mauritius — signed a preferential buyer’s credit (PBC) agreement worth $73.7 million USD for the Safe City Project. The PBC carries a 2% interest rate and a 20-year maturity. The Government of Mauritius issued a sovereign guarantee for this loan. The Safe City Project involves the installation a CCTV Smart Camera Surveillance System, a Multimedia Radio Trunking System, a Central Watch and Management System, an Integrated Emergency Response Management System and an Intelligent Command System, to enable the Police Department to obtain better intelligence with a view to optimizing response. It will install 4,000 “smart cameras” (intelligent surveillance cameras) in major public areas — specifically, along main roads and motorways, pedestrian walkways and traffic centers — 500 trunking smart handsets, and 500 trunking vehicle radios. Its ultimate purpose is to enhance the security and safety of the public. Police stations in Cote d’Or, St Pierre, La Gaulette, Poudre d’Or, St Pierre and Petit Gabriel in Rodrigues have been beneficiaries of the equipment and technology. Huawei is the contractor responsible for implementation. This project has entered the implementation phase but its exact date of commencement is unknown.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Tajikistan</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Safe City Project - 2</td>\n",
       "      <td>On May 20, 2013, the Ministry of Finance of the Republic of Tajikistan signed two loan agreements with the Export-Import Bank of China for the Safe City Project: a RMB-denominated government concessional loan (GCL) provided on highly concessional terms (20-year maturity, 11-year grace period, and 1.5% interest rate) and a preferential buyer’s credit (PBC) loan on highly concessional terms (2% interest, 20-year maturity, 9-year grace period).The precise face value of the GCL loan and the precise face value of the PBC loan are unknown. However, it is known that the GCL and PBC are jointly worth $20.9 million USD, and that 40% of the total debt financing from China Eximbank ($8.36 million) came from the RMB-denominated GCL and 60% of the total debt financing from China Eximbank ($12.54 million) came from the USD-denominated PBC (AidData learned this through correspondence with the IMF). The loans were ratified by the Tajik Parliament in June 2013 and were expected to be repaid with revenues from the traffic fines generated by this project. The total cost of the project was $22 million USD. In addition to the Chinese loans, the Government of Tajikistan contributed $1.1 million USD.According to Ministry of Internal Affairs of the Republic of Tajikistan, the Safe City Project involved the installation of 855 CCTV cameras for round-the-clock monitoring of traffic and other movements at 75 crossroads, streets, and squares in the capital city of Dushanbe. The cameras were to record every offense committed by drivers, which would be stored and processed in a common database. Huawei Technologies Co., Ltd. was responsible for project implementation. Tajik Ministry of Internal Affairs was also responsible for the undertaking of the project. The Safe City project and the control center were officially launched on October 31, 2013 by President of Tajikistan Emomali Rahmon. The Safe City Project was to be carried out in three stages; the second stage was expected to be finished in May 2014. The project was still on going as of December 2014. As of January 16, 2015, it had reportedly generated $4 million for the Tajik state budget via traffic fines. According to a Huawei report issued in February 2015, Huawei completed the project successfully.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Cote d'Ivoire</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Abidjan Safe City Project</td>\n",
       "      <td>On June 6, 2016, China Eximbank and the Government of Côte d'Ivoire signed a $57,107,286.55 USD (33.350 billion CFA) preferential buyer’s credit (PBC) agreement [n° PBC (2016) NO.4 total NO. (392)] for the Abidjan Safe City Project. It was ratified by the Government of Cote d'Ivoire on August 31, 2016. The loan terms are unknown. The proceeds of this loan were use to partially finance a commercial contract with Huawei Technologies. This project involved the laying of 270 kilometers of fiber optic cable and the installation of 1,000 video surveillance cameras in the capital city of the Abidjan. It also sought to connect these cameras to a traffic monitoring system using license plate readers and variable message signs for the detection of red light violations. The ultimate objectives of the project were to reduce crime, establish an infrastructure monitoring system, and establish a road traffic regulation and control system. Huawei was the contractor responsible for implementation. This project commenced in 2017. As of January 2019, 91% of the cameras were installed; 95% of the operation centers were established; 75% for the management of road traffic and traffic monitoring equipment was installed; and 85% coverage for fiber optic cable was installed. The project was expected to reach completion in March-April 2019. It was eventually completed and a second phase is now underway. However, the precise project implementation end date is unknown.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Cambodia</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>CCTV Surveillance Project</td>\n",
       "      <td>On August 13, 2014, the Chinese Government granted RMB 20 million to Cambodia’s Ministry of Public Security (which is a sub-office located within Cambodia Ministry of Interior) for a Closed-Circuit Television (CCTV) Surveillance Project. The CCTV and traffic control equipment was worth 20 Million Yuan (3 Million USD).This project installed CCTV cameras in Phnom Penh on August 14, 2019.  The video feeds will be monitored from the national police headquarters and only officials from the national police will have access. According to the national police, this project is meant to help cut down on crime and traffic accidents.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Kenya</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>CCTV Installation Project</td>\n",
       "      <td>In May 2012, the Government of Kenya reportedly received a Chinese Government grant worth $100 million (8.5 billion Kenyan shillings) for installation of closed-circuit television (CCTV) cameras in major cities and towns around the country. Kenyan Prime Minister Raila Odinga told Kenya's parliament on May 24, 2012, that the government will soon be installing the CCTV cameras across the country, starting with the capital Nairobi, and then Mombasa and Kisumu, and other cities. He said the goal of the project is to stop terrorism and improve security.The Chinese company Nanjing Les Information Technology won the contract for a portion of the project that included installing and integrating the urban surveillance system in Nairobi. According to the company, the work on the project was halfway complete in June 2013 and would be completed by September 2013. When finished, the system will include 42 cameras within the Nairobi Central Business District which will be used to decongest traffic and protect security.' Set staff_comments field to '1. The monetary value of the grant commitment seems high, given the nature of the project that it purportedly financed. This issue merits further investigation. 2. In March 2013, the Government of Kenya proposed the use of CCTV cameras in fighting crime and in May 2014 contracted Safaricom Limited – the leading telecom service provider in Kenya – to build the Integrated Public Safety Communication and Surveillance System (IPSCSS). The IPSCSS was to result in the installation of 1,800 CCTV cameras with face and motor vehicle number plate recognition capabilities in strategic locations in Kenya’s two big cities of Mombasa and Nairobi; setting up a command and control centre where footage from the CCTV cameras and handheld devices will be relayed in real time; a video conferencing system; connecting 195 police stations with high-speed internet; the development of a 4G LTE 18 network for the police with 80 base stations; supplying the police with 7,600 radio communication devices with SIM cards and photo and video capability; and linking 600 police vehicles to the command and control centre. The project was expected to cost 14.9 billion shillings (USD 169.6 million). In 2014, Huawei, along with Safaricom, installed 1,800 CCTV cameras across downtown Nairobi as part of its 'Safe City' program. It is unclear if the $100 million grant helped to finance this project. This issue merits further investigation.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Zambia</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Phase II of the Public Security Network Project</td>\n",
       "      <td>In September 2014, the then Minister of Home Affairs Edgar Lungu was forced to cancel a $210 million USD tender awarded to Zhongxing Telecom Services (ZTE) to install closed circuit television (CCTV) cameras on the streets of Lusaka after public outcry and allegations of corruption in the bidding process. However, on April 14, 2015, Deputy Minister of Home Affairs Colonel Gerry Chanda announced that the Government of Zambia decided to re-table the bid. Then, in 2016, China Development Bank (CDB) and the Government of Zambia signed a $178.5 million USD loan agreement for Phase III of Public Security Network Project or Safe City Project. The loan terms are unknown. The purpose of this project is to install CCTV cameras in various public places — such as streets, highways and bus stations — to enhance the monitoring of events within the city of Lusaka in order to curb crime. ZTE remained as the contractor responsible for project implementation. According to a June 2019 report from the Government of Zambia's Parliamentary Committee on National Security and Foreign Affairs, this project is 'in the initial implementation stages'. In 2017, the Government of Zambia also contracted a $78.6 million USD loan from Citi Bank UK Branch for the Safe City Project.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Bolivia</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Donation of 500 Surveillance Cameras</td>\n",
       "      <td>In 2013, the Chinese government gave Bolivia $4.5 million for the purchase and installation of 500 surveillance cameras to four cities in the Bolivian project, Video Monitoring System and Electronic Surveillance. The project is in its first phase with 500 cameras to go out to the cities of La Paz (130), El Alto (120), Cochabamba (120) and Santa Cruz (130), with the aim to reduce crime rates and to improve the living conditions of the citizens through the implementation of technology. To this end, China will invest in software, machinery and equipment adding up to $4,033,508 and $466,492 in costs of ancillary services. Overall, the Video Monitoring System and Electronic Surveillance project requires an investment of $7 million. Mayors and governors of the areas in which the cameras will be installed financed the remaining $2.5 million for complementary operating expenses and the construction of the requisite 'Command and Monitoring Center.'In February 2013, the 130 cameras for Santa Cruz began to be installed, with the Command and Monitoring Center for the city inaugurated on February 18. At that point, about 40 of the cameras had already been installed by Huawei Bolivia.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Bolivia</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Santa Cruz Security Camera Installation</td>\n",
       "      <td>On January 8, 2013, the Bolivian Ministry of Government contracted Huawei Bolivia to install 130 security cameras and the accompanying monitoring and video surveillance system in Santa Cruz de la Sierra, the capital of the Santa Cruz department. Huawei Bolivia granted 6,960,000 out of the approximate 10 million Bolivianos necessary for the installation, with the remaining 3,054,075 provided by the Bolivian Ministry of Government.In February 2013, the installation began to take place. On February 18, the Command and Monitoring Center was inaugurated, at which point 44 of the cameras had already been installed. The remaining 86 were installed over the next month and a half. This project is part of a larger camera installation project, in which the Chinese government donated the cameras themselves.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Ecuador</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Comprehensive Security Systems Laboratory for ECU 911 Project</td>\n",
       "      <td>In an interview with Xinhua News, the Deputy Director of Ecuador’s Integrated Security Service ECU 911, Sixto Heras, said that the Chinese Government provided $10 million to the Government of Ecuador in 2016 for the construction of a 'Comprehensive Security Systems Laboratory.' China National Electronics Import &amp; Export Corporation (CEIEC) was the contractor responsible for implementation. The laboratory was reportedly constructed between October 7, 2016 and November 18, 2016. During Xi Jinping's 2016 state visit, he visited the ECU 911 headquarters in Quito on November 18, 2016 to inaugurate the laboratory, which includes video surveillance systems and massive data storage spaces. The surveillance system now has 16 regional response centers across the country, as well as a surveillance network with about 4,300 cameras across 24 provinces. According to Ecuador's National Statistics and Census Institute (INEC), as of January 2018, the crime rate has dropped by 11.8 percent since implementing the ECU 911 Project. According to Wang Fei, manager of CEIEC, 10 Chinese technicians with experience in software and communications work in the ‘joint laboratory’. Their assistance continued until at least 2019.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Ecuador</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Security Service ECU 911 Project</td>\n",
       "      <td>In 2012, the Chinese government provided a $240 million loan for the development of a 911-style emergency service called ECU 911. The project was likely funded through a 2011 China Development Bank loan of $2,052,360,403.03, specifically through the $1.4 billion discretionary component. The loan terms of Tranche A have been applied to this project. In early December 2011, the first phase of the ECU 911 project was completed. On 23 December 2011, the Ecuadorian government signed signed the National Public Safety Command and Control System Project Phase II (国家公共安全指挥与控制系统项目第二期) with China National Electronics Import and Export Corporation (CEIEC), which is a subsidiary of major defense contractor China Electronics Corporation (CEC). On 26 December 2012, the 911 Security Control Command Center opened in Quito, Ecuador. Known as the ECU 911 Security Project (or Ecuador 911 Safety Emergency Response Command Center Project or National Public Safety Command and Control System Project), the surveillance system now has 16 regional response centers across the country, as well as a surveillance network with about 4,300 cameras, many of which were purchased from Huawei. Reports from Ecuador's Ministry of Finance show that ECU 911 spent approximately $700,000 in 2014 for equipment from Huawei. In 2015 and 2016, the Ecuadorian government spent a total of $900,000 for Huawei's LTE rapid response system. According to Ecuador's National Statistics and Census Institute (INEC), as of January 2018, the crime rate has dropped by 11.8 percent since implementing ECU 911.In 2015, the Chinese Embassy in Ecuador agreed to donate a total of $15.4 million worth of goods to ECU 911.In 2016, China provided a $10 million non-repayable loan for the construction of a laboratory for ECU 911 at its headquarters in Quito.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Cameroon</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>E-Post Project</td>\n",
       "      <td>On July 21 2011, China Eximbank and the Republic of Cameroon signed a government concessional loan (GCL) agreement [CHINA EXIMBANK GCL NO.24 (2011) TOTAL NO.(374) NO. (1420303052011111204)] worth RMB 433 million for the E-Post Project.  The terms of the loan are as follows: interest rate of 2%, maturity of 20 years, grace period of 5 years, management fee of 0.3%, and commitment fee of 0.3%.  The proceeds from this loan were on-lent to the Cameroon Postal Services (CAMPOST) to build a data center, data communication network, internal communication system, and customer service.  The goal of this project was to modernize CAMPOST's telecommunications infrastructure.On August 1, 2009, CAMPOST and Huawei Technologies, the project implementer, signed a commercial telecommunications contract worth $65,560,000 USD, which was fully funded via the China Eximbank GCL.  The project entered implementation in October 2011 and was completed on December 31, 2012.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Cabo Verde</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Phase 1 of Safe City Project</td>\n",
       "      <td>During an October 2016 meeting in Macau, China’s Prime Minister Li Keqiang and the Prime Minister of Cape Verde identified a priority cooperation project called then ‘Safe City’ Project. Then, on July 10, 2017, the Government of Cape Verde and Huawei Technologies Co. signed an agreement in which Huawei Technologies Co. to provide technical equipment in support of Phase 1 of the the Safe City Project. The Minister of Finance of Cape Verde and the Huawei Technologies Co. also signed a cooperation agreement to provide financing for the project. The total cost of Phase 1 was $4.5 million. However, it is not entirely clear how this project was financed. Phase 1 involved the the construction of an Operational Command Center, the installation of the urban video surveillance system (including 300 video surveillance cameras), the installation of an intelligent alert system and integrated operational communication (voice, SMS and data) in the capital city of Praia. The project also established a single phone number (112) for the Operational Command Center to respond to any medical, police, or fire emergency. Its ultimate objective was to detect crimes in advance and build the government’s urban safety management and control capabilities. The Operational Command Center, officially began operations on July 24, 2018. The opening ceremony for the Center was attended by Cape Verdean Prime Minister Silva and Interior Minister Rocha. The video surveillance system is now fully operational and maintained by the National Police of Cape Verde. The system operates 24 hours a day and its is operated by 32 police officers (who work in six-hour shifts). The National Police claim that the system prevents 40-50 crimes per month. In 2018, the Chinese Government agreed to provide an RMB 92.5 million grant to the Government of Cape Verde for Phase 2 of the Safe City Project.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Cameroon</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Donation of Security Cameras</td>\n",
       "      <td>As of August 2014, the Chinese government has donated security cameras to Cameroon as the country begins to feel the bloody activities of the Nigerian terrorist group Boko Haram. Huawei technologies implemented this project. These automatic cameras are capable of capturing images within a radius of nearly 5 km and would be installed in Douala, Yaoundé, Garoua Boulaï, near the Central African Republic CAR), Kousseri and Waza, near Chad and Kye-Ossi, near Equatorial Guinea.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>North Macedonia</td>\n",
       "      <td>EDUCATION</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>E-Education Project</td>\n",
       "      <td>In November 2016, the Chinese Government and the Macedonian Ministry of Education and Science signed an implementation agreement for the E-Education Project. China’s Ministry of Commerce (MOFCOM) committed approximately $7 million of grant funding for this project. The purpose of this project was to equip 27 schools (23 of which are located in the city of Skopje) with ‘smart classrooms’, including personal computers, laptops, interactive whiteboards, wireless networking devices and e-learning systems. It also involved the installation of a cloud storage and computing center. The ultimate objective of the project was to improve local education, particularly in mountainous and rural areas, and promote balanced distribution of education resources. Huawei was the general contractor responsible for implementation. It appears to have hired Tianwen Digital Media as a subcontractor. The project commenced on April 21, 2017, and it was implemented in two phases. The first phase was completed in June 2017. The second phase was launched in April 2018. On July 10, 2019, a formal project handover ceremony was held at the School of Computer Science of Skopje University.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Lao People's Democratic Republic</td>\n",
       "      <td>EDUCATION</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Donation of Cloud Computing Laboratory</td>\n",
       "      <td>On November 30, 2012, the Huawei donated a cloud computing laboratory to the National University of Laos in Vientiane. During the same donation ceremony, China also donated an electric car to the university.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Tanzania</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Safe Zanzibar Project</td>\n",
       "      <td>In June 2015, ZTE corporation donated $3.5 million USD for the Safe Zanzibar Project which involves installing a CCTV surveillance system in Stone Town. The purpose of this project was to curb crime in Zanzibar, particularly in tourist areas. According to the reporting from the Habarileo, the entire project was scheduled for completion by the end of 2015. Work plans included the installation of 300 full high definition cameras (FHD) on the main roads of the Stone Town and a command center in Malindi with a video wall and camera control center. The video surveillance system uses Geographic Information System (GIS), case library, and intelligent analysis tools. According to the engineer, with routine management, this system can facilitate sharing information among different administrative departments, utilizing security resources and improving efficiency  of controlling or responding rapidly to major accidents.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Phase 2 of High-Performance Computing Center Project</td>\n",
       "      <td>On December 6, 2017, the Chinese Government and the Government of Zimbabwe signed an RMB 100 million grant agreement for Phase 2 of the High-Performance Computing Center Project.  This purpose of this project was to increase the computational capacity of the supercomputer facility (high-performance computing center) at the University of Zimbabwe by nearly 10 times from 36 teraflops per second to over 300.  The project also involves the introduction of new technologies, such as cloud services and cloud computing. Inspur Group — China's leading personal computer and server manufacturer — is the contractor responsible for implementation. Project implementation began in 2018.The Chinese Government provided also provided a RMB 33 million interest-free loan for Phase 1 of this project in 2015.  Another Chinese Government grant was provided in 2018. The Chinese project title is 津巴布韦大学高性能计算中心第二阶段.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Zambia</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Phase I of the Smart Zambia National ICT Development Project</td>\n",
       "      <td>In March 2015 during an official visit to Beijing, the Chinese and Zambian presidents witnessed officials sign a cooperation framework agreement and China Eximbank sign a concessional loan agreement providing $65,468,016.48 USD for Phase 1 of Smart Zambia National ICT Development Project. The proceeds were used to finance the commercial contract with Huawei Technologies (Contract #00Y8941213000A) in three installments: one advance payment of 30% of the contract value, one payment worth 50% of the contract value at delivery, and a final payment equivalent to 20% of the contract value as an acceptance payment upon completion. Phase 1 of Smart Zambia National ICT Development Project supported the creation of three data centers and an information and communications technology (ICT) talent training center (Chinese project name: 信息和通信技术人才培训中心). Zambia’s main national data center, managed by the Zambia Information and Communication Technology Authority (ZICTA), is located in Lusaka. The ZICTA center covers an area about 450 square meters, with an equipment room containing 72 server cabinets, a power room, monitoring room, and two outdoor diesel-engine generators supported by underground fuel tanks. The ZICTA cloud platform was designed to provide processing, networking, and storage facilities for government and public institutions, and commercial enterprise services. The second data center is a a 400-square-meter backup facility located at the Roma switch office of Zamtel, the Zambian national telecommunications operator. The third data center is another 600-square meter backup facility situated at the Zamtel Kitwe switch office. All of the three centers are fully equipped with servers, power, monitoring, and communications equipment rooms. The project entered implementation in January 2016. A The ICT talent training center began operations in July 2016. The project was officially completed and handed over the authorities on February 28, 2017. The ZICTA National Data Center is now officially in operation.China Eximbank also financed Phase II of this project.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Zambia</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Phase II of the Smart Zambia National ICT Development Project</td>\n",
       "      <td>On August 4, 2017, Chinese and Zambian officials signed a concessional loan framework agreement for Phase II of the Smart Zambia National ICT Development Project. On some unknown date after this meeting, China Eximbank and the Government of the Republic of Zambia signed a $280,764,601.55 USD loan agreement which covers 100% of the commercial contract amount with Huawei Technologies. The terms of this loan are unknown. According to 2018 Annual Report from the Zambia Ministry of Transport and Communications, by the fourth quarter, the total drawdown requests processed by the Ministry and subsequently cleared by the Ministry of Finance stood at $91,637,435.75 USD. Phase II involved the construction of 808 communication towers, 1,009 2G, 3G and 4G wireless stations, as well as the installation of a matched transmission network and user access terminals in unserved and under-served areas. The broad objective is to improve communication services and reach 92 percent network coverage countrywide. Another objective is to ensure that 40 percent of the country has access to data services (from a baseline level of 5 percent). The targets of these communication towers will be relatively population dense villages and economically active areas like hospitals, schools, mines, and tourist areas. This is in line with the country's goal to provide universal access to information via information and communications technology (ICT). Huawei is the contractor responsible for project implementation. Its work is being overseen by Zambia Telecommunications Company Limited (Zamtel). This project has entered the implementation phase and it is reportedly on track to reach completion ahead of schedule. 600 communication towers were erected in 2018 and 400 additional towers were scheduled for installation in 2019. As of June 2020, 708 communication towers were operational and project completion was scheduled for December 2020. China Eximbank also financed Phase I of this project.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bangladesh</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>IV Tier National Data Center Project in Kaliakoir</td>\n",
       "      <td>On April 15, 2016, China Eximbank and the Government of Bangladesh signed an RMB 945,551,000 government concessional loan (GCL) agreement for the Tier IV National Data Center Project in Kaliakoir. The GCL carried the following terms: 2% interest rate, 20-year maturity, and 5 year grace period. The Government of Bangladesh loan identification number for this China Eximbank GCL is L1120160415A. The purpose of this project was to build a flagship Tier IV Data Center in the Kaliakair Upazila within Gazipur District and the Division of Dhaka to store and process a large amount of official data.  ZTE was the contractor responsible for project implementation and its work was overseen by the Bangladesh Computer Council (BCC). As of 2017, the data center had been constructed, but the operational status of the data center was delayed by U.S. government sanctions on ZTE. In October 2018, the data center underwent operational tests. The project was officially completed on November 29, 2019. The Bangladesh National Data Center (NDC) is the first national data center that received both the UPTIME Tier IV design certification and facility certification in the country and is also the first data center in South Asia that got UPTIME Tier IV facility certification. In addition, the data center passed all the test items of the Uptime Tier IV construction certification, thereby being highly appraised by the Uptime Institute. During the construction of the data center, the ZTE construction team overcame a series of challenges, such as inconvenient transportation, unstable power supply, and bad weather.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Mozambique</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>National Command Information Network Project</td>\n",
       "      <td>On December 15, 2014, the Government of Mozambique ratified a $149,498,959.60 loan agreement with China Eximbank for the National Command Information Network Project. The terms of the loan are unknown. This project involved the installation of 450 CCTV surveillance cameras in Maputo and Matola and the creation of a monitoring center for the Presidential Guard (“Casa Militar”) to intercept mobile telephone, SMS and internet traffic (including encrypted communications). ZTE was the contractor responsible for implementation. The project reached the implementation stage, but it unclear whether and when it reached completion. It provoked significant media scrutiny and political controversy because the son of the former President of Mozambique (Mussumbuluku Guebuza) signed a consultancy agreement — through a company called Msumbiji Investment Limited — with ZTE to help the Chinese state-owned company secure support from the Government of Mozambique and China Eximbank for the National Command Information Network Project. The consultancy contract between Msumbiji Investment Limited and ZTE specifies that Msumbiji Investment Limited will “guarantee the relationship between ZTE and the Government of Mozambique; pressure the Government of Mozambique to accept the project of the information interception command created by ZTE; and still secure the concessional loan taken out by the Mozambican state to pay for the project” (or “garantir a relação entre a ZTE e o Governo de Moçambique; pressionar o Governo de Moçambique a aceitar o projecto do comando de intercepção de informação criado pela ZTE; e ainda assegurar o empréstimo concessional contraído pelo Estado moçambicano para pagar o projecto”). In exchange for these services, ZTE agreed to pay Msumbiji Investment Limited an 8% commission (worth $11.2 million) on its $140 million contract for the National Command Information Network Project. with the Government of Mozambique.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Sudan</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Donation of Equipment to Sudan's Africa City of Technology Advanced Computing Center</td>\n",
       "      <td>On February 15 and 19, 2012, Chinese and Sudanese officials signed letters of exchange to provide a set of equipment for the Advanced Computing Center (ACT) at the African City of Technology in Khartoum to help promote the development of information technology in Sudan. On July 3, 2012, an agreement between the Advanced Computing Center at the African City of Technology and Chinese technology company Inspur was signed for Inspur to implement the project. The Chinese Minister of Commerce reported that the equipment was officially handed over to Sudan on December 12, 2012.According to Shandong International Contract Association(SICA), the supercomputing center project was officially started in December 12, 2012. The value of the equipment is unknown.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Senegal</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Phase 2 of the National Security Communication Network Project</td>\n",
       "      <td>In 2007, ZTE proposed the use of its Global Open Trunking Architecture (GoTa)―a new-generation digital trunking technology with independent IPR—to support the Government of Senegal’s national information security network. Because the Government Senegal’s national information security network is integrally connected to its political stability, the Senegalese authorities expressed concerns about whether the network could ensure information security and meet their communication needs.  To address these concerns, ZTE proposed a GoTa trial in Dakar, the capital city. After government approval, ZTE began trialing the network in December 2007. It took three months to complete the whole process — from equipment delivery and network deployment to commercial trial.  The GoTa trial was officially launched in Dakar in February 2008. Senegal’s Minister of Home Affairs, Police Chief, and Assistant to the Chinese Ambassador attended the launch event, and the Minister of Home Affairs spoke highly of ZTE’s rapid response team. The successful commercialization of GoTa laid a solid foundation for the Government of Senegal to build its GoTa national information security network. The purpose of the National Security Communication Network Project was to provide a secure communications network for Senegal’s Ministry of Interior. The project was implemented in two phases. On February 13, 2009, Chinese President Hu Jintao visited Senegal to attend a signing ceremony for an $8.5 million China Eximbank loan agreement to support Phase 1 of the National Security Communication Network Project. Phase 1 deployed 60 CDMA radio stations in 24 cities across the country. It began in 2009 was formally put into operation in early 2010. Then, in 2012, the Government of Senegal and China Eximbank signed an RMB 225 million loan agreement for Phase 2 of the National Security Communication Network Project. Phase 2 established 59 additional radio stations and emergency energy supplies (via generators or solar panels). It also installed 120 video surveillance cameras in towns and cities around the country.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Samoa</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>National Broadband Highway Project</td>\n",
       "      <td>In April 2011, the Chinese Government and the Government of Samoa’s signed an MOU for the National Broadband Highway Project. On January 5, 2012, Chinese Ambassador Zhao Weiping and Samoan Prime Minister Tuilaepa signed a preferential loan framework agreement for the National Broadband Highway Project. China Eximbank subsequently approved an RMB 136,000,000 ($20,400,000) government concessional loan for the National Broadband Highway Project, which carries the following borrowing terms: 2% interest rate, 20 year maturity, 5 year grace period, 0.75% commitment fee, and a 0.1% management fee. The first loan disbursement took place in December 2012. Additional disbursements took place in late 2013 and the first half of 2014. The purpose of the project was to establish a government intranet and thereby provide national high-speed broadband connections for all government ministries and cooperation, including schools, hospitals, and emergency services. The intranet sought to connect the provinces of Upolu and Savaii with the capital of Apia. The network was expected to rely predominantly on existing Samoa Tel infrastructure, with fiber transmission throughout Upolu and microwave transmission throughout Savaii. The network was designed to provide the government with a means of communicating with the citizens of Samoa using the full suite of voice, image and multimedia services, as well as allowing it to store and exchange information securely. Huawei Technologies Co., Ltd. was the contractor responsible for implementation. The project was officially completed and handed over to the local authorities on June 26, 2014. The project connected 66 ministries, corporations and their centers to a Data Center next to the National Kidney Foundation in the capital city of Apia. According to the Asian Development Bank, the broadband network is underutilized and the government has not allocated an appropriate maintenance budget.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Mali</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>National Broadband Network Project</td>\n",
       "      <td>On March 6, 2014, the Chinese Government and the Government signed a preferential loan framework agreement for the National Broadband Network Project. Then, on April 11, 2014, China Eximbank and the Government of Mali signed an RMB 493,000,000 government concessional loan (GCL) agreement for the National Broadband Network Project. This loan agreement was ratified by Parliament on September 3, 2014 (Law No. 2014-045) after its approval on June 11, 2014 by the Council of Ministers. The proceeds from this loan will be used to finance a commercial contract (worth 35,213,172,169 CFA francs) between the Government of Mali and Huawei Technologies Co. Ltd, which was signed November 18, 2011.  This project involves the laying of 1300 km of fiber optic cable along 3 roads: (1) Bamako-Kourémalé; (2) Mopti-Douentza-Gao; and (3) Markala-Niono-Léré-Niafunké-Goundam-Tombouctou. It also involves the establishment of a data center in Bamako, modernize the Government of Mali’s communication network, establish a videoconference system, create a video surveillance system to manage security risks and road traffic, and install surveillance equipment. Huawei Technologies Co., Ltd. is contractor responsible for implementation. Construction began in December 2015. The originally anticipated project execution period was 15 months.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Ghana</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Phase 2 of Dedicated Security Information System Project</td>\n",
       "      <td>On November 12, 2013, the Ghanaian parliament ratified a $123,409,273 preferential buyer’s credit (PBC) agreement with China Eximbank for Phase 2 of Dedicated Security Information System Project. This PBC carried the following terms: 20 year maturity, 5 year grace period, and 2% interest rate. The purpose of the Dedicated Security Information System Project was to strengthen the country's security and emergency aid services — including Immigration, Prisons, Fire Service, Customs, Ghana Armed Forces, Police Service, the Ministry of Defense, and the Ministry of National Security — through the establishment of a national security information system. Phase 1 covered the main cities, towns, border entries and exits, and main traffic arteries in six regions of southern Ghana, including Greater Accra Region, Ashanti Region, Central Region, Eastern Region, Volta Region and Western Region. It was financed through a $30 million China Eximbank loan that was approved in 2007. With support from ZTE, Phase 2 extended the national security information system to the country’s Upper East Region, Upper West Region, Brong Ahafo Region, and Northern Region. Huawei was also involved in the implementation of Phase 2. Specifically, it helped the Government of Ghana to equip a Ghana Police Command Centre (or Ghana National Security Emergency Command Center), with CCTV cameras and digital (eLTE 4) trunking network to respond more expeditiously to issues such as robbery, vehicular accidents, murder, and fire emergencies across all regions of the country. To this end, Huawei installed a 1.4 GHz eLTE network and 253 eLTE base stations to cover major cities and roads — the first system of its kind outside of China. Huawei also provided handheld terminals, vehicle-mounted stations, Emergency Communications Vehicles (ECVs), and fixed-access terminals and accessories to meet the requirements of both fixed and mobile situations. Today, the Ghana public security department reports emergencies through trunking handsets that can send on-site videos to the command center in real time. Then, the command center immediately invokes the wired and wireless cameras on-site and dispatches police cars equipped with eLTE stations for support. ECVs are used by the Ghana government guard. When the president travels, personnel in the mobile emergency command network watch over the presidential motorcade and communicate with the command center in real time via satellite transmission. Huawei also provided a unified solution that integrates eLTE, emergency communications centers, intelligent video surveillance, and telepresence video conferencing. As such, the Ghana Police Station can now establish voice and video communication with the Presidential Palace, and medical, fire fighting, and other government departments for faster and better-coordinated responses. The Ghana Police Command Centre (or Ghana National Security Emergency Command Center) was officially inaugurated on December 15, 2017. According to the Government of Ghana’s Development Cooperation Management Information System (DCMIS), 100% ($123,409,273) of the original loan commitment amount ($123,409,273) for this project was ultimately disbursed.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Gambia</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Gambia National Broadband Network Project</td>\n",
       "      <td>On December 22, 2017, China Eximbank and the Government of The Gambia signed a $25 million loan agreement for the Gambia National Broadband Network (GNBN) Project. The loan carries the following terms: a 2% interest rate, a 7 year grace period, and a 20 year maturity. According to IMF calculations, the grant element of the loan is 34%. Gambia Telecommunications Company (Gamtel) — a state-owned telecommunications company — is responsible for repaying the loan. Gambia Telecom is the only fixed network operator in the country and the main contractor of national information and communication technology. It anticipates that, the implementation of the GNBN Project will increase its annual income by as much as $13 million. The main objectives of the GNBN Project are to bring faster fiber access direct to subscribers while making per-MB internet access cheaper. It involves the installation of at least 420 km of fibre-optic cable, augmenting 947 km of fiber optic cable already deployed through the West Africa Regional Communication Infrastructure Programme (WARCIP). It also involves the installation of a data center. Huawei Technologies and Gambia Telecommunications Company (Gamtel) are responsible for implementation. The completion of the national broadband network will build a more complete information and communication system for the country. The platform provides huge momentum for social and economic development. With more convenient information channels, the Gambia can integrate into the world and reach the world faster, and people from all walks of life in Gambia will also have more development opportunities. On April 22, 2019, Ambassador Ma Jianchun inspected the Gambia National Broadband Network Project and conducted a special survey on China-Gambia and China-Africa cooperation in the field of information and communication. Luo Wenjun, Economic and Commercial Counselor of the Embassy,</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Cameroon</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>National Broadband Network Project</td>\n",
       "      <td>On July 19, 2012, China Eximbank and Cameroon's Ministry of Economy, Planning, and Regional Development (MINEPAT) signed a preferential buyer credit (PBC) loan agreement [CHINA EXIMBANK PBC NO. (2012) 33 TOTAL NO.(221)] worth $168,300,000 USD for the National Broadband Network Project (Projet National Broadband Network).  The terms of the loan were as follows: 20 year maturity; 5 year grace period; 2% interest rate; 0.30% commitment fee; and 0.30% management fee.The proceeds of the loan were on-lent to Cameroon Telecommunications Co. (CAMTEL) to finance a USD$198,000,000 commercial contract with Huawei Technologies, the contractor for the National Broadband Network Project, on December 31, 2010.  The focus of this project will include building fiber-to-the-home, submarine cable, 4th generation mobile broadband (LTE), security surveillance network, and digital TV.  The project began January 1, 2012, and it was completed February 18, 2016.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Phase 1 of High-Performance Computing Center Project</td>\n",
       "      <td>In 2015, the Chinese Government provided an RMB 33 million interest-free loan for Phase 1 of the High Performance Computing Center.  This project involved the installation of a supercomputer facility (high-performance computing center) at the University of Zimbabwe.  The facility was expected to be used in agriculture, weather forecast, mining, gene technology, and stimulation, and support scientific research in Zimbabwe (See: Africa Focus: China introduces supercomputer to Zimbabwe). Inspur Group — China's leading personal computer and server manufacturer — and Dameng were both involved in the implementation of the project.  The project also involved the training of dozens of Zimbabwean researchers on how to operate the supercomputer. On February 6, 2015, the project was officially completed and and handed over to the University of Zimbabwe. The Chinese project title is 津巴布韦超算中心 or 津巴布韦超算中心项目 or 津巴布韦大学高性能计算中心第一阶段.In 2017, the Chinese Government supported Phase 2 of this project with an RMB 100 million grant. Another Chinese Government grant was provided in 2018.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>AGRICULTURE, FORESTRY, FISHING</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Maritime Surveillance Satellite System Project</td>\n",
       "      <td>In 2011, Chinese Government provided a USD $5.3 million grant for the Establishment and Operation of the Indonesia Maritime Surveillance Satellite System. The purpose of the project is to improve the security in Indonesian waters to prevent and address illegal business, acquire data about possible natural distress, and to help Indonesian fishermen in funding to harvest in Indonesian waters. Its duration is 3-years.The project is implemented by Indonesia Maritime Security Coordinating Board (Bakorkamia) and it was carried in two stages: The first stage is the preparation and the second stage is the procurement and manufacturing of subsystems/component of surveillance satellite system, plus the assembly, integration, and test of surveillance satellite system and launch of the surveillance satellite system. It costs $5707000 in total that funded by the $5.3 million grant from China and $407000 locally.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            Recipient  \\\n",
       "87                            Moldova   \n",
       "136                           Tunisia   \n",
       "38                            Ecuador   \n",
       "63                             Guyana   \n",
       "82                             Malawi   \n",
       "101                          Pakistan   \n",
       "89                           Mongolia   \n",
       "7                             Belarus   \n",
       "97                            Nigeria   \n",
       "99                           Pakistan   \n",
       "102                          Pakistan   \n",
       "144                           Ukraine   \n",
       "103                          Pakistan   \n",
       "108                  Papua New Guinea   \n",
       "143                            Uganda   \n",
       "139                            Uganda   \n",
       "121                            Serbia   \n",
       "128                        Tajikistan   \n",
       "86                          Mauritius   \n",
       "129                        Tajikistan   \n",
       "28                      Cote d'Ivoire   \n",
       "21                           Cambodia   \n",
       "70                              Kenya   \n",
       "148                            Zambia   \n",
       "9                             Bolivia   \n",
       "11                            Bolivia   \n",
       "39                            Ecuador   \n",
       "37                            Ecuador   \n",
       "25                           Cameroon   \n",
       "15                         Cabo Verde   \n",
       "22                           Cameroon   \n",
       "98                    North Macedonia   \n",
       "73   Lao People's Democratic Republic   \n",
       "130                          Tanzania   \n",
       "153                          Zimbabwe   \n",
       "151                            Zambia   \n",
       "150                            Zambia   \n",
       "3                          Bangladesh   \n",
       "91                         Mozambique   \n",
       "127                             Sudan   \n",
       "117                           Senegal   \n",
       "113                             Samoa   \n",
       "85                               Mali   \n",
       "51                              Ghana   \n",
       "49                             Gambia   \n",
       "24                           Cameroon   \n",
       "154                          Zimbabwe   \n",
       "65                          Indonesia   \n",
       "\n",
       "                                       Sector  \\\n",
       "87                      TRANSPORT AND STORAGE   \n",
       "136            TRADE POLICIES AND REGULATIONS   \n",
       "38   OTHER SOCIAL INFRASTRUCTURE AND SERVICES   \n",
       "63                                     HEALTH   \n",
       "82               GOVERNMENT AND CIVIL SOCIETY   \n",
       "101              GOVERNMENT AND CIVIL SOCIETY   \n",
       "89               GOVERNMENT AND CIVIL SOCIETY   \n",
       "7                GOVERNMENT AND CIVIL SOCIETY   \n",
       "97               GOVERNMENT AND CIVIL SOCIETY   \n",
       "99               GOVERNMENT AND CIVIL SOCIETY   \n",
       "102              GOVERNMENT AND CIVIL SOCIETY   \n",
       "144              GOVERNMENT AND CIVIL SOCIETY   \n",
       "103              GOVERNMENT AND CIVIL SOCIETY   \n",
       "108              GOVERNMENT AND CIVIL SOCIETY   \n",
       "143              GOVERNMENT AND CIVIL SOCIETY   \n",
       "139              GOVERNMENT AND CIVIL SOCIETY   \n",
       "121              GOVERNMENT AND CIVIL SOCIETY   \n",
       "128              GOVERNMENT AND CIVIL SOCIETY   \n",
       "86               GOVERNMENT AND CIVIL SOCIETY   \n",
       "129              GOVERNMENT AND CIVIL SOCIETY   \n",
       "28               GOVERNMENT AND CIVIL SOCIETY   \n",
       "21               GOVERNMENT AND CIVIL SOCIETY   \n",
       "70               GOVERNMENT AND CIVIL SOCIETY   \n",
       "148              GOVERNMENT AND CIVIL SOCIETY   \n",
       "9                GOVERNMENT AND CIVIL SOCIETY   \n",
       "11               GOVERNMENT AND CIVIL SOCIETY   \n",
       "39               GOVERNMENT AND CIVIL SOCIETY   \n",
       "37               GOVERNMENT AND CIVIL SOCIETY   \n",
       "25               GOVERNMENT AND CIVIL SOCIETY   \n",
       "15               GOVERNMENT AND CIVIL SOCIETY   \n",
       "22               GOVERNMENT AND CIVIL SOCIETY   \n",
       "98                                  EDUCATION   \n",
       "73                                  EDUCATION   \n",
       "130                            COMMUNICATIONS   \n",
       "153                            COMMUNICATIONS   \n",
       "151                            COMMUNICATIONS   \n",
       "150                            COMMUNICATIONS   \n",
       "3                              COMMUNICATIONS   \n",
       "91                             COMMUNICATIONS   \n",
       "127                            COMMUNICATIONS   \n",
       "117                            COMMUNICATIONS   \n",
       "113                            COMMUNICATIONS   \n",
       "85                             COMMUNICATIONS   \n",
       "51                             COMMUNICATIONS   \n",
       "49                             COMMUNICATIONS   \n",
       "24                             COMMUNICATIONS   \n",
       "154                            COMMUNICATIONS   \n",
       "65             AGRICULTURE, FORESTRY, FISHING   \n",
       "\n",
       "                     Technology Category  \\\n",
       "87                   Safe and Smart City   \n",
       "136                    Security Scanners   \n",
       "38                   Safe and Smart City   \n",
       "63                       Medical Imaging   \n",
       "82                    Unmanned Vehicles    \n",
       "101                   Unmanned Vehicles    \n",
       "89                   Safe and Smart City   \n",
       "7                    Safe and Smart City   \n",
       "97                   Safe and Smart City   \n",
       "99                   Safe and Smart City   \n",
       "102                   Unmanned Vehicles    \n",
       "144                  Safe and Smart City   \n",
       "103                   Unmanned Vehicles    \n",
       "108                         E-Government   \n",
       "143                  Safe and Smart City   \n",
       "139                  Safe and Smart City   \n",
       "121                  Safe and Smart City   \n",
       "128                  Safe and Smart City   \n",
       "86                   Safe and Smart City   \n",
       "129                  Safe and Smart City   \n",
       "28                   Safe and Smart City   \n",
       "21                   Safe and Smart City   \n",
       "70                   Safe and Smart City   \n",
       "148                  Safe and Smart City   \n",
       "9                    Safe and Smart City   \n",
       "11                   Safe and Smart City   \n",
       "39                   Safe and Smart City   \n",
       "37                   Safe and Smart City   \n",
       "25   Advanced Computing and Data Storage   \n",
       "15                   Safe and Smart City   \n",
       "22                   Safe and Smart City   \n",
       "98   Advanced Computing and Data Storage   \n",
       "73   Advanced Computing and Data Storage   \n",
       "130                  Safe and Smart City   \n",
       "153  Advanced Computing and Data Storage   \n",
       "151  Advanced Computing and Data Storage   \n",
       "150  Advanced Computing and Data Storage   \n",
       "3    Advanced Computing and Data Storage   \n",
       "91                   Safe and Smart City   \n",
       "127  Advanced Computing and Data Storage   \n",
       "117                  Safe and Smart City   \n",
       "113  Advanced Computing and Data Storage   \n",
       "85   Advanced Computing and Data Storage   \n",
       "51                   Safe and Smart City   \n",
       "49   Advanced Computing and Data Storage   \n",
       "24   Advanced Computing and Data Storage   \n",
       "154  Advanced Computing and Data Storage   \n",
       "65                   Safe and Smart City   \n",
       "\n",
       "                                                                                            Short title  \\\n",
       "87                                                                      Road Traffic Monitoring Project   \n",
       "136                                                           Donation of Two Mobile Container Scanners   \n",
       "38                                                                     Donation of Equipment to ECU 911   \n",
       "63                                              Donation of Medical Equipment to Guyanese hospitals - 1   \n",
       "82                                                                               Donation of Two Drones   \n",
       "101                                                                  9.26 (UAV Acquisition) Project - 1   \n",
       "89   Surveillance Cameras in Public Areas of Ulaanbaatar City and Rural Areas Streets and Roads Project   \n",
       "7                                                                     Brest Border Surveillance Project   \n",
       "97                                                National Public Security Communication System Project   \n",
       "99                                                                          Safe City Islamabad Project   \n",
       "102                                                                  9.26 (UAV Acquisition) Project - 2   \n",
       "144                                                       Surveillance and Inspection Equipment Project   \n",
       "103                                                                  9.26 (UAV Acquisition) Project - 3   \n",
       "108                                                                          Electronic ID Card Project   \n",
       "143                                                 Safe City Integrated Communication Platform Project   \n",
       "139                                                                  Donation of Surveillance Equipment   \n",
       "121                                                                                   Safe City Project   \n",
       "128                                                                              Safe City Project - 1    \n",
       "86                                                                                    Safe City Project   \n",
       "129                                                                               Safe City Project - 2   \n",
       "28                                                                            Abidjan Safe City Project   \n",
       "21                                                                            CCTV Surveillance Project   \n",
       "70                                                                            CCTV Installation Project   \n",
       "148                                                     Phase II of the Public Security Network Project   \n",
       "9                                                                  Donation of 500 Surveillance Cameras   \n",
       "11                                                              Santa Cruz Security Camera Installation   \n",
       "39                                        Comprehensive Security Systems Laboratory for ECU 911 Project   \n",
       "37                                                                     Security Service ECU 911 Project   \n",
       "25                                                                                       E-Post Project   \n",
       "15                                                                         Phase 1 of Safe City Project   \n",
       "22                                                                         Donation of Security Cameras   \n",
       "98                                                                                  E-Education Project   \n",
       "73                                                               Donation of Cloud Computing Laboratory   \n",
       "130                                                                               Safe Zanzibar Project   \n",
       "153                                                Phase 2 of High-Performance Computing Center Project   \n",
       "151                                        Phase I of the Smart Zambia National ICT Development Project   \n",
       "150                                       Phase II of the Smart Zambia National ICT Development Project   \n",
       "3                                                     IV Tier National Data Center Project in Kaliakoir   \n",
       "91                                                         National Command Information Network Project   \n",
       "127                Donation of Equipment to Sudan's Africa City of Technology Advanced Computing Center   \n",
       "117                                      Phase 2 of the National Security Communication Network Project   \n",
       "113                                                                  National Broadband Highway Project   \n",
       "85                                                                   National Broadband Network Project   \n",
       "51                                             Phase 2 of Dedicated Security Information System Project   \n",
       "49                                                            Gambia National Broadband Network Project   \n",
       "24                                                                   National Broadband Network Project   \n",
       "154                                                Phase 1 of High-Performance Computing Center Project   \n",
       "65                                                       Maritime Surveillance Satellite System Project   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         Description  \n",
       "87                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                In 2011, the Chinese Government and the Moldovan Ministry of Internal Affairs signed an RMB 30 million grant agreement for the Road Traffic Monitoring Project. The grant proceeds were drawn from three Economic and Technical Cooperation Agreements (ETCAs) that the Chinese Government and the Government of Moldova signed in previous years: a November 14, 2007 ETCA that committed RMB 15 million, a November 17, 2008 ETCA that committed RMB 20 million, and a September 14, 2009 ETCA that committed RMB 20 million. The purpose of this project was to install video surveillance posts at 41 intersections and road segments in and near the city of Chisinau and construct a traffic monitoring center that relies upon Chinese technology. China Electronics Engineering Design Institute Co Ltd was the contractor responsible for project design. It signed a project design contract with Moldova’s Ministry of Internal Affairs on May 25, 2011. Then, between October 14-18, 2011, the Design Institute of Electronic Engineering of China and Moldova’s Ministry of Internal Affairs selected the 41 intersections and road segments where the project would install surveillance posts. On September 27, 2012, Moldova’s Ministry of Internal Affairs signed a project implementation contract with Hebei Construction Group. Moldova’s Ministry of Internal Affairs also signed a contract with Huawei Technologies Ltd. on February 27, 2013 for the construction of the traffic monitoring center. Huawei Technologies Ltd., in turn, issued a subcontract to a Moldovan firm called AlimConstruct Grup.  According to the Government of Moldova’s External Assistance Management Platform (PGAE), project implementation commenced on October 27, 2012. Surveillance post installation activities took place between May 2013 and the end of December 2013. A project handover certificate was issued on June 30, 2014, and a formal project handover ceremony took place on October 24, 2014. Since the start of use of the road traffic monitoring system, traffic accident rates in Chisinau have fallen by 40%, accident mortality rates have fallen by 60%, and vehicle accident damage rates have dropped by 45%.   \n",
       "136                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         On September 30, 2017 in a ceremony attended by Prime Minister of Tunisia Youssef Chahed, the Chinese Government donated two vehicle-mounted container scanners to the Government of Tunisia. The value of the donation was $4.8 million USD (TND 12 million dinars). The scanners were earmarked for use by the Tunisian Customs in the Port of La Goulette (ميناء حلق الوادي) for maritime control and surveillance purposes. China National Instruments Import & Export (Group) Corporation was responsible for the implementation of the aid, including training Tunisians in its use. Nuctech Company Limited was also involved in the donation. The equipment was officially put into use at the port on December 5, 2017. The Chinese Government had previously two mobile container scanners to the Port of La Goulette in 2015.  \n",
       "38                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     On November 19, 2015, the Chinese Economic and Commercial Counsellor Office signed an agreement with the Government of Ecuador to provide equipment for the ECU 911 surveillance system in the 'Provision of Equipment for Strengthening the Integrated Security Service ECU-911 in the Litoral and Rural Areas.' This agreement was preceded by a feasibility study, committed on August 14 and 24, 2015. On July 27, 2016, the governments of China and Ecuador signed Letters of Exchange, which specified that the equipment to be granted would be worth 97 million RMB (reported as about 15.4 million USD in the 2017 Annual Management Report). It also specified that the grant would be funded through several Economic and Technical Cooperation Agreements (ETCA), which were signed on October 29, 2008; February 13, 2009; December 27, 2010; September 28, 2012; and October 25, 2013. The breakdown in funds is unknown. The equipment, manufactured by Huawei and C.E.I.E.C, was delivered in 2017 and included about 450 cameras, 1,640 video surveillance and storage systems, and 14 servers. The agreement also called for China to provide technical training to Ecuadorian technicians managing the emergency response system.The surveillance system currently has 16 regional response centers across the country, as well as a surveillance network with about 4,300 cameras across 24 provinces. According to Ecuador's National Statistics and Census Institute (INEC), as of January 2018, the crime rate has dropped by 11.8 percent since implementing ECU 911. The project is also referred to as “Equipment provision for strengthening the Integrated Service” (Dotación de equipamiento para el fortalecimiento del Servicio Integrado de Seguridad ECU 911), 'Ecuador 911 Safety Emergency Response Command Center Project or National Public Safety Command and Control System Project', and ECU 911 Security Project.    \n",
       "63                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             On September 23, 2016, during the visit of Cui Li, the Vice Minister of the National Health and Family Planning Commission of the People's Republic of China (NHFPC), the Chinese Government donated medical equipment and supplies worth $420,000 USD to Guyana's Ministry of Public Health. Members of the twelfth volunteer Chinese medical team to Guyana attended the handover ceremony. The donated equipment was earmarked for use at the Laparoscopic Centre at Linden Hospital Complex (LHC) and the Ophthalmology Centre at Georgetown Public Hospital Corporation (GPHC). The donation included laparoscopic equipment and instrument and eye testing and care supplies and materials. It also include a peritoneum cleaner, an ophthalmic quick sterilizing pan, a H3-2 camera, an high-definition (HD) camera head, an electrosurgical generator, and an HUB HD camera host. The donation also included a 30° telescope.  \n",
       "82                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           On November 7, 2017, the Chinese embassy donated two drones worth $10,000 to the Malawi Disaster Management Agency.   Ambassador Wang met with Vice President Soros Chilima of Malawi to donate these drones to the Malawi Disaster Management Authority.  Ambassador Wang also briefed the development of bilateral relations between China and Malawi, saying that China attaches great importance to disaster reduction and relief, and actively provides assistance to Malawi in responding to disasters. The UAV donated by China is technologically advanced and fully functional, and it is believed that it will further enhance the capability of disaster monitoring and emergency disposal.   \n",
       "101                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    On September 26, 2011, the Chinese Government and the Government of Pakistan signed letters of exchange, which committed RMB 100 million of grant funding for a military project that the Government of Pakistan’s Economic Affairs Division (EAD) refers to as '9.26'. 9.26 is a codename for a defense project that involves the acquisition of unmanned aerial vehicles (UAVs). The Government of Pakistan’s Economic Affairs Division (EAD) refers to the grant proceeds for this project as being fully utilized in its Year Book for Fiscal Year 2014/15. However, the precise equipment delivery date is unknown. There were two additional Chinese Government grants for this same project. In late 2015, Neil Gibson, a weapons analyst with IHS Jane’s, reported that imagery of Pakistan’s first (Burraq) armed drone suggested it was either a Chinese UAV (the CH-3 UAV) or an indigenous drone based on Chinese technology. ISPR Director General Major General Asim Salim Bajwa announced the first-ever use of the Burraq drone to strike a terrorist compound in Shawal Valley (killing three high-profile terrorists) in September 2015.  The attack was a significant milestone for Pakistan in that it joined the small club of countries with armed drones. The Pakistani Government had previously sought to buy armed drones from the US, but Washington refused to authorize the purchase because of concerns about exporting a sensitive technology.  \n",
       "89                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         On November 10, 2015, China Eximbank and the Government of Mongolia signed a general loan agreement regarding the utilization of a $1 billion preferential buyer's credit (PBC) for various projects. Under the terms of the general loan agreement, all subsidiary (individual) loan agreements for specific projects carry identical borrowing terms: 20 year maturity, 7 year grace period, 2% interest rate, 0% management fee, and 0.25% commitment fee. Then, China Eximbank and the Government of Mongolia signed a $28.3 million subsidiary loan (PBC) agreement for the Surveillance Cameras in Public Areas of Ulaanbaatar City and Rural Areas Streets and Roads Project. The purpose of this project is to increase the number of surveillance cameras on roads, streets and public squares in 9 districts and 21 aimag centers in Ulaanbaatar. The ultimate goal of the project is to increase public security. As of 2019, the project had achieved a 20% completion rate.   \n",
       "7                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    On August 22, 2013, an opening ceremony the border video surveillance project took place at the Brest border crossing (post) in Belarus. The project budget was approximately $400,000, which was fully financed by Huawei under a grant agreement signed in 2012. Huawei implemented the project and completed it in June 2013  \n",
       "97                                                                                                                                                                  On August 7, 2010 the Government of Nigeria signed a $470 million commercial contract with ZTE for the Nigeria National Public Security Communication System Project. Then, on December 20, 2010, China Eximbank and the Government of Nigeria signed a $399.5 million preferential buyer’s credit (PBC) agreement for the Nigeria National Public Security Communication System Project (NPSCS). The proceeds from the PBC were used to finance 85% of the cost of the commercial contract with ZTE. The Government of Nigeria agreed to fund the remaining 15% ($70.5 million) itself. The PBC carried the following terms: 20 year maturity, 7 year grace period, and a 2.5% interest rate. The final maturity date of this loan is September 21, 2030. As of March 31, 2020, Nigeria’s Debt Management Office (DMO) reported that the China Eximbank loan for this project had fully disbursed. The Nigeria National Public Security Communication System Project had five subcomponents. The first subcomponent was a Global Open Trunking Architecture (GoTa) Sub-system, which is a CDMA-based voice and data telecommunications system with national coverage that operates through Mobile Switch Centers (MSCs) in Lagos and Abuja, 12 Base Station Controller (BSCs), 675 Base Transceiver Station (BTSs) and 21 Microwave repeaters. The GoTa system supported the deployment of 1.5 million subscriber lines. The second subcomponent was Video Surveillance Subsystem, which involved the installation of approximately 2,000 solar-powered CCTV cameras in Abuja and Lagos. The CCTV cameras were reportedly installed to monitor and reduce criminal activities including attacks, kidnappings and killings. The third subcomponent was a Video Conferencing Subsystem, which provided a platform for real time video conferencing for the Nigeria Police Force across all commands and the Force Headquarter. The fourth subcomponent was an E-policing Subsystem, which facilitated the deployment of E-policing databases. The fifth subcomponent was the Coalition Emergency Response subsystem, which provided a platform for national emergency communication using the short code of 911 for emergency and distress calls and 912 for anonymous security information. This subsystem also reportedly enabled the carried the security agencies to carry out coordinated responses. This project commenced in 2011 and it was completed in 2012, but its precise completion date is unknown. It has, however, been plagued by controversies and a whole host of problems. After the completion of the project, the communication network laid idle for many years because of the high cost of administering and maintaining it. The network was also badly vandalized. In reference to the Video Surveillance Subsystem, the News Agency of Nigeria (NAN) has reporting that “virtually all its infrastructure had been removed or destroyed by motorists through accidents.” In 2018, Nigeria’s federal government announced plans to revive the National Public Security Communication System, including the vandalized CCTV cameras in Abuja and Lagos.   \n",
       "99                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                In December 2010, China Eximbank and the Government of Pakistan signed an RMB 850 million government concessional loan (GCL) agreement on the Islamabad 'Safe City' (平安城市) Project. The loan carried the following terms: 20 year maturity, 5 year grace period, and 2% interest rate. The contractor responsible for project implementation was Huawei Technologies. This project supported the installation of 1,950 surveillance (CCTV) cameras in Islamabad. In coordination with Pakistan’s National Database and Registration Authority (NADRA), all the videos and recorded data from the 1,900 surveillance cameras are used to ensure real-time monitoring of people and vehicles at important buildings, roads, key points and major portions of the city’s residential areas. All the data as received from installed surveillance cameras across the city are also transferred to a command and control centre and all of the suspicious people and vehicles monitored in the surveillance cameras are checked in the big data with coordination of NADRA’s data bank. Then, if suspects are confirmed to be dangerous, the command centre promptly conveys instructions to ‘Rapid Response Force’ and allocates forces to the site within three minutes to minimize the possible destruction caused by suspect and to avert any terrorists activity. The Safe City Islamabad project was completed on March 29, 2016.  \n",
       "102                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            On May 29, 2012, the Chinese Government provided an RMB 130 million grant to the Government of Pakistan for the '9.26' Project. 9.26 is a codename for a defense project that involves the acquisition of unmanned aerial vehicles (UAVs). The Government of Pakistan’s Economic Affairs Division (EAD) refers to the grant proceeds for this project as being fully utilized in its Year Book for Fiscal Year 2014/15. However, the precise equipment delivery date is unknown. There were two additional Chinese Government grants for this same project. In late 2015, Neil Gibson, a weapons analyst with IHS Jane’s, reported that imagery of Pakistan’s first (Burraq) armed drone suggested it was either a Chinese UAV (the CH-3 UAV) or an indigenous drone based on Chinese technology. ISPR Director General Major General Asim Salim Bajwa announced the first-ever use of the Burraq drone to strike a terrorist compound in Shawal Valley (killing three high-profile terrorists) in September 2015.  The attack was a significant milestone for Pakistan in that it joined the small club of countries with armed drones. The Pakistani Government had previously sought to buy armed drones from the US, but Washington refused to authorize the purchase because of concerns about exporting a sensitive technology.  \n",
       "144                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                On August 9, 2012, the Chinese Government and the Government of Ukraine’s Ministry of Infrastructure signed an exchange of letters, which committed RMB 7,650,000 of grant funding for a Surveillance and Inspection Equipment Project. The purpose of this project was to provide and install 24 units of surveillance and inspection equipment. A project handover certificate was issued on November 10, 2015.  \n",
       "103                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              On October 16, 2014, the Chinese Government and the Government of Pakistan signed letters of exchange, which committed RMB 80 million of grant funding for a military project that the Government of Pakistan’s Economic Affairs Division (EAD) refers to as '9.26' in its Year Book for Fiscal Year 2015/16. 9.26 is a codename for a defense project that involves the acquisition of unmanned aerial vehicles (UAVs). According to the same source, this project was completed and the equipment was successfully delivered. However, the precise delivery date is unknown. There were two additional Chinese Government grants for this same project. In late 2015, Neil Gibson, a weapons analyst with IHS Jane’s, reported that imagery of Pakistan’s first (Burraq) armed drone suggested it was either a Chinese UAV (the CH-3 UAV) or an indigenous drone based on Chinese technology. ISPR Director General Major General Asim Salim Bajwa announced the first-ever use of the Burraq drone to strike a terrorist compound in Shawal Valley (killing three high-profile terrorists) in September 2015.  The attack was a significant milestone for Pakistan in that it joined the small club of countries with armed drones. The Pakistani Government had previously sought to buy armed drones from the US, but Washington refused to authorize the purchase because of concerns about exporting a sensitive technology.  \n",
       "108        On October 11, 2013, the Chinese Government and the Government of Papua New Guinea signed a preferential loan framework agreement for the Electronic ID Card Project. The agreement was signed by National Planning Minister, Charles Abel, and the Chinese Ambassador to Papua New Guinea, Qiu Bohua, at Vulupindi Haus in Port Moresby. The preferential loan framework agreement specified the following borrowing terms: a 15 year maturity and a 5 year grace period. Then, in November 2013, China Eximbank and the Government of Papua New Guinea signed a $76 million loan agreement for the Electronic ID Card Project. The proceeds of the loan were to be used by the borrower to finance a commercial contract with Huawei Technologies Co., Ltd., which was signed in 2012. The purpose of the project was to build a new ID card data center and card-making center in the Port of Moresby, the capital of Papua New Guinea; establish a national population database, population information and electronic ID management system, 27 fixed information collection points, 400 mobile information collection points; produce 5 million ID cards; and provide a series of supporting services including data collection vehicles, technical consultation, system installation, personnel training, and maintenance. The overarching aim of the project was to create a trustworthy and secure biometric identity verification system so that all citizens could be registered electronically with biometric identification based on voters’ fingerprints. It was also envisaged that the biometric identity verification system could be used to support National Census, electronic voting, e-passport and general data and statistics. Huawei Technologies Co., Ltd. was the contractor responsible for implementation. The project officially commenced on February 25, 2015, when Prime Minister O'Neill became the first PNG citizen to register in the database. Then, on March 26, 2015, the new ID card center opened and Prime Minister O'Neill became the first PNG citizen to receive a card. The biometric system technology was fully complete by 2017, and was rolled out to 11 provinces. While the technology was intended for use in the 2017 election, registration proved difficult. In 2018, DevPolicy reported that the project had “only registered a fraction of citizens. This project also faced allegations of mismanagement of funds in September 2015. The allegations were raised in a petition sent to the Minister for National Planning and Monitoring, Charles Abel, by a group of 68 employees of the Electronic ID Card Project and the National Statistical Office. The petition called for an audit of the use of project funds between 2013 and 2015 and an audit of National Statistical Office funds.  The petition also called for the removal of Roko Koloma, the Director of the Electronic ID Card Project and the Acting National Statistician, as well as Civil Registrar-General Dickson Kiragi. The Government of Papua New Guinea’s National Executive Council later moved the Electronic ID Card Project away from the National Statistical Office and approved the establishment of a special project management unit under the department to manage its implementation.   \n",
       "143                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               On September 17, 2015, Zhao Yali, Ambassador of Uganda, accompanied Ugandan President Museveni to attend the handover ceremony of the “Safe City Platform” system donated by Uganda Branch of Huawei Technologies Co., Ltd. to the Kampala Municipal Administration of the Ugandan Capital. The “Safe City Integrated Communication Platform” (ICP) has 20 monitor cameras in 10 key monitoring points in Kampala, which has improved the administrative capacity of the Urumqi Municipal Administration and the efficiency of Uighur police. As of September 2016, Huawei was nearing completion of the platform.  \n",
       "139                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 In 2014, Huawei Technologies Co. donated $750,000 worth of multi-media equipment to Uganda's Kampala Capital City Authority (KCCA).  The equipment will be used to help the KCCA monitor and track illegal activity in Kampala.   \n",
       "121                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          In 2011, Serbia’s Ministry of Interior and Huawei Technologies Co., Ltd. started negotiations regarding a possible upgrade of the information and telecommunication system of the Serbia Ministry of Interior. Then, on December 17, 2014, Serbia’s Ministry of Interior and Huawei Technologies Co., Ltd. signed a Memorandum of Understanding related to the proposed cooperation and next steps in the implementation of the ‘Safe Society’ Project. On February 3, 2017, the parties signed a Strategic Partnership Agreement regarding a Safe City Project for the city of Belgrade. Phase 1 of the project involved enhancing the Command Center and Data Center in Belgrade and the deployment of a video content management system. On December 27, 2017, Serbian Minister of Interior, Nebojša Stefanović, announced the commencement of the pilot phase of the Safe City Project and the installation of new surveillance cameras with facial recognition software and significantly better resolution and technical capabilities. On September 17, 2018, a purchasing agreement was signed by Huawei Technologies Co., Ltd.  and the Government of Serbia for the provision of equipment, works, and services in support of traffic surveillance project in Belgrade. Then, on January 30, 2019, Serbian Minister of Interior, Nebojša Stefanović, announced the installation of 1000 surveillance cameras in 800 locations across Belgrade, without naming the equipment provider. The new cameras were described as surveilling 'every important street and passageway.' The Chinese presence in the Serbian surveillance system has been extremely controversial. Huawei is reportedly required under the Chinese National Security Act to relay all data in their possession to Beijing’s intelligence service. Serbian non-governmental organizations have tried to use their right under a national law on freedom of information to find out more about the locations of surveillance cameras, but the Serbian Ministry of Interior has so far turned down all of their requests. This refusal was justified on the basis that all the documents and data related to procurement and the locations of surveillance system were classed as confidential by the Serbian authorities.. As of January 2019, around the same time that the installment of surveillance cameras was announced, Huawei also removed the entire description of the Safe City Project from its website (although an archived copy is accessible via https://archive.li/pZ9HO).  \n",
       "128                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       On May 20, 2013, the Ministry of Finance of the Republic of Tajikistan signed two loan agreements with the Export-Import Bank of China for the Safe City Project: a RMB-denominated government concessional loan (GCL) provided on highly concessional terms (20-year maturity, 11-year grace period, and 1.5% interest rate) and a preferential buyer’s credit (PBC) loan on highly concessional terms (2% interest, 20-year maturity, 9-year grace period).The precise face value of the GCL loan and the precise face value of the PBC loan are unknown. However, it is known that the GCL and PBC are jointly worth $20.9 million USD, and that 40% of the total debt financing from China Eximbank ($8.36 million) came from the RMB-denominated GCL and 60% of the total debt financing from China Eximbank ($12.54 million) came from the USD-denominated PBC (AidData learned this through correspondence with the IMF). The loans were ratified by the Tajik Parliament in June 2013 and were expected to be repaid with revenues from the traffic fines generated by this project. The total cost of the project was $22 million USD. In addition to the Chinese loans, the Government of Tajikistan contributed $1.1 million USD.According to Ministry of Internal Affairs of the Republic of Tajikistan, the Safe City Project involved the installation of 855 CCTV cameras for round-the-clock monitoring of traffic and other movements at 75 crossroads, streets, and squares in the capital city of Dushanbe. The cameras were to record every offense committed by drivers, which would be stored and processed in a common database. Huawei Technologies Co., Ltd. was responsible for project implementation. Tajik Ministry of Internal Affairs was also responsible for the undertaking of the project.The Safe City project and the control center were officially launched on October 31, 2013 by President of Tajikistan Emomali Rahmon. The Safe City Project was to be carried out in three stages; the second stage was expected to be finished in May 2014. The project was still on going as of December 2014. As of January 16, 2015, it had reportedly generated $4 million for the Tajik state budget via traffic fines. According to a Huawei report issued in February 2015, Huawei completed the project successfully.  \n",
       "86                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      In December 2017, China Eximbank and Mauritius Telecom Ltd — a state-owned telecommunications company in Mauritius — signed a preferential buyer’s credit (PBC) agreement worth $73.7 million USD for the Safe City Project. The PBC carries a 2% interest rate and a 20-year maturity. The Government of Mauritius issued a sovereign guarantee for this loan. The Safe City Project involves the installation a CCTV Smart Camera Surveillance System, a Multimedia Radio Trunking System, a Central Watch and Management System, an Integrated Emergency Response Management System and an Intelligent Command System, to enable the Police Department to obtain better intelligence with a view to optimizing response. It will install 4,000 “smart cameras” (intelligent surveillance cameras) in major public areas — specifically, along main roads and motorways, pedestrian walkways and traffic centers — 500 trunking smart handsets, and 500 trunking vehicle radios. Its ultimate purpose is to enhance the security and safety of the public. Police stations in Cote d’Or, St Pierre, La Gaulette, Poudre d’Or, St Pierre and Petit Gabriel in Rodrigues have been beneficiaries of the equipment and technology. Huawei is the contractor responsible for implementation. This project has entered the implementation phase but its exact date of commencement is unknown.   \n",
       "129                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      On May 20, 2013, the Ministry of Finance of the Republic of Tajikistan signed two loan agreements with the Export-Import Bank of China for the Safe City Project: a RMB-denominated government concessional loan (GCL) provided on highly concessional terms (20-year maturity, 11-year grace period, and 1.5% interest rate) and a preferential buyer’s credit (PBC) loan on highly concessional terms (2% interest, 20-year maturity, 9-year grace period).The precise face value of the GCL loan and the precise face value of the PBC loan are unknown. However, it is known that the GCL and PBC are jointly worth $20.9 million USD, and that 40% of the total debt financing from China Eximbank ($8.36 million) came from the RMB-denominated GCL and 60% of the total debt financing from China Eximbank ($12.54 million) came from the USD-denominated PBC (AidData learned this through correspondence with the IMF). The loans were ratified by the Tajik Parliament in June 2013 and were expected to be repaid with revenues from the traffic fines generated by this project. The total cost of the project was $22 million USD. In addition to the Chinese loans, the Government of Tajikistan contributed $1.1 million USD.According to Ministry of Internal Affairs of the Republic of Tajikistan, the Safe City Project involved the installation of 855 CCTV cameras for round-the-clock monitoring of traffic and other movements at 75 crossroads, streets, and squares in the capital city of Dushanbe. The cameras were to record every offense committed by drivers, which would be stored and processed in a common database. Huawei Technologies Co., Ltd. was responsible for project implementation. Tajik Ministry of Internal Affairs was also responsible for the undertaking of the project. The Safe City project and the control center were officially launched on October 31, 2013 by President of Tajikistan Emomali Rahmon. The Safe City Project was to be carried out in three stages; the second stage was expected to be finished in May 2014. The project was still on going as of December 2014. As of January 16, 2015, it had reportedly generated $4 million for the Tajik state budget via traffic fines. According to a Huawei report issued in February 2015, Huawei completed the project successfully.  \n",
       "28                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         On June 6, 2016, China Eximbank and the Government of Côte d'Ivoire signed a $57,107,286.55 USD (33.350 billion CFA) preferential buyer’s credit (PBC) agreement [n° PBC (2016) NO.4 total NO. (392)] for the Abidjan Safe City Project. It was ratified by the Government of Cote d'Ivoire on August 31, 2016. The loan terms are unknown. The proceeds of this loan were use to partially finance a commercial contract with Huawei Technologies. This project involved the laying of 270 kilometers of fiber optic cable and the installation of 1,000 video surveillance cameras in the capital city of the Abidjan. It also sought to connect these cameras to a traffic monitoring system using license plate readers and variable message signs for the detection of red light violations. The ultimate objectives of the project were to reduce crime, establish an infrastructure monitoring system, and establish a road traffic regulation and control system. Huawei was the contractor responsible for implementation. This project commenced in 2017. As of January 2019, 91% of the cameras were installed; 95% of the operation centers were established; 75% for the management of road traffic and traffic monitoring equipment was installed; and 85% coverage for fiber optic cable was installed. The project was expected to reach completion in March-April 2019. It was eventually completed and a second phase is now underway. However, the precise project implementation end date is unknown.  \n",
       "21                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              On August 13, 2014, the Chinese Government granted RMB 20 million to Cambodia’s Ministry of Public Security (which is a sub-office located within Cambodia Ministry of Interior) for a Closed-Circuit Television (CCTV) Surveillance Project. The CCTV and traffic control equipment was worth 20 Million Yuan (3 Million USD).This project installed CCTV cameras in Phnom Penh on August 14, 2019.  The video feeds will be monitored from the national police headquarters and only officials from the national police will have access. According to the national police, this project is meant to help cut down on crime and traffic accidents.  \n",
       "70                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         In May 2012, the Government of Kenya reportedly received a Chinese Government grant worth $100 million (8.5 billion Kenyan shillings) for installation of closed-circuit television (CCTV) cameras in major cities and towns around the country. Kenyan Prime Minister Raila Odinga told Kenya's parliament on May 24, 2012, that the government will soon be installing the CCTV cameras across the country, starting with the capital Nairobi, and then Mombasa and Kisumu, and other cities. He said the goal of the project is to stop terrorism and improve security.The Chinese company Nanjing Les Information Technology won the contract for a portion of the project that included installing and integrating the urban surveillance system in Nairobi. According to the company, the work on the project was halfway complete in June 2013 and would be completed by September 2013. When finished, the system will include 42 cameras within the Nairobi Central Business District which will be used to decongest traffic and protect security.' Set staff_comments field to '1. The monetary value of the grant commitment seems high, given the nature of the project that it purportedly financed. This issue merits further investigation. 2. In March 2013, the Government of Kenya proposed the use of CCTV cameras in fighting crime and in May 2014 contracted Safaricom Limited – the leading telecom service provider in Kenya – to build the Integrated Public Safety Communication and Surveillance System (IPSCSS). The IPSCSS was to result in the installation of 1,800 CCTV cameras with face and motor vehicle number plate recognition capabilities in strategic locations in Kenya’s two big cities of Mombasa and Nairobi; setting up a command and control centre where footage from the CCTV cameras and handheld devices will be relayed in real time; a video conferencing system; connecting 195 police stations with high-speed internet; the development of a 4G LTE 18 network for the police with 80 base stations; supplying the police with 7,600 radio communication devices with SIM cards and photo and video capability; and linking 600 police vehicles to the command and control centre. The project was expected to cost 14.9 billion shillings (USD 169.6 million). In 2014, Huawei, along with Safaricom, installed 1,800 CCTV cameras across downtown Nairobi as part of its 'Safe City' program. It is unclear if the $100 million grant helped to finance this project. This issue merits further investigation.  \n",
       "148                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             In September 2014, the then Minister of Home Affairs Edgar Lungu was forced to cancel a $210 million USD tender awarded to Zhongxing Telecom Services (ZTE) to install closed circuit television (CCTV) cameras on the streets of Lusaka after public outcry and allegations of corruption in the bidding process. However, on April 14, 2015, Deputy Minister of Home Affairs Colonel Gerry Chanda announced that the Government of Zambia decided to re-table the bid. Then, in 2016, China Development Bank (CDB) and the Government of Zambia signed a $178.5 million USD loan agreement for Phase III of Public Security Network Project or Safe City Project. The loan terms are unknown. The purpose of this project is to install CCTV cameras in various public places — such as streets, highways and bus stations — to enhance the monitoring of events within the city of Lusaka in order to curb crime. ZTE remained as the contractor responsible for project implementation. According to a June 2019 report from the Government of Zambia's Parliamentary Committee on National Security and Foreign Affairs, this project is 'in the initial implementation stages'. In 2017, the Government of Zambia also contracted a $78.6 million USD loan from Citi Bank UK Branch for the Safe City Project.  \n",
       "9                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              In 2013, the Chinese government gave Bolivia $4.5 million for the purchase and installation of 500 surveillance cameras to four cities in the Bolivian project, Video Monitoring System and Electronic Surveillance. The project is in its first phase with 500 cameras to go out to the cities of La Paz (130), El Alto (120), Cochabamba (120) and Santa Cruz (130), with the aim to reduce crime rates and to improve the living conditions of the citizens through the implementation of technology. To this end, China will invest in software, machinery and equipment adding up to $4,033,508 and $466,492 in costs of ancillary services. Overall, the Video Monitoring System and Electronic Surveillance project requires an investment of $7 million. Mayors and governors of the areas in which the cameras will be installed financed the remaining $2.5 million for complementary operating expenses and the construction of the requisite 'Command and Monitoring Center.'In February 2013, the 130 cameras for Santa Cruz began to be installed, with the Command and Monitoring Center for the city inaugurated on February 18. At that point, about 40 of the cameras had already been installed by Huawei Bolivia.  \n",
       "11                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           On January 8, 2013, the Bolivian Ministry of Government contracted Huawei Bolivia to install 130 security cameras and the accompanying monitoring and video surveillance system in Santa Cruz de la Sierra, the capital of the Santa Cruz department. Huawei Bolivia granted 6,960,000 out of the approximate 10 million Bolivianos necessary for the installation, with the remaining 3,054,075 provided by the Bolivian Ministry of Government.In February 2013, the installation began to take place. On February 18, the Command and Monitoring Center was inaugurated, at which point 44 of the cameras had already been installed. The remaining 86 were installed over the next month and a half. This project is part of a larger camera installation project, in which the Chinese government donated the cameras themselves.   \n",
       "39                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 In an interview with Xinhua News, the Deputy Director of Ecuador’s Integrated Security Service ECU 911, Sixto Heras, said that the Chinese Government provided $10 million to the Government of Ecuador in 2016 for the construction of a 'Comprehensive Security Systems Laboratory.' China National Electronics Import & Export Corporation (CEIEC) was the contractor responsible for implementation. The laboratory was reportedly constructed between October 7, 2016 and November 18, 2016. During Xi Jinping's 2016 state visit, he visited the ECU 911 headquarters in Quito on November 18, 2016 to inaugurate the laboratory, which includes video surveillance systems and massive data storage spaces. The surveillance system now has 16 regional response centers across the country, as well as a surveillance network with about 4,300 cameras across 24 provinces. According to Ecuador's National Statistics and Census Institute (INEC), as of January 2018, the crime rate has dropped by 11.8 percent since implementing the ECU 911 Project. According to Wang Fei, manager of CEIEC, 10 Chinese technicians with experience in software and communications work in the ‘joint laboratory’. Their assistance continued until at least 2019.  \n",
       "37                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          In 2012, the Chinese government provided a $240 million loan for the development of a 911-style emergency service called ECU 911. The project was likely funded through a 2011 China Development Bank loan of $2,052,360,403.03, specifically through the $1.4 billion discretionary component. The loan terms of Tranche A have been applied to this project. In early December 2011, the first phase of the ECU 911 project was completed. On 23 December 2011, the Ecuadorian government signed signed the National Public Safety Command and Control System Project Phase II (国家公共安全指挥与控制系统项目第二期) with China National Electronics Import and Export Corporation (CEIEC), which is a subsidiary of major defense contractor China Electronics Corporation (CEC). On 26 December 2012, the 911 Security Control Command Center opened in Quito, Ecuador. Known as the ECU 911 Security Project (or Ecuador 911 Safety Emergency Response Command Center Project or National Public Safety Command and Control System Project), the surveillance system now has 16 regional response centers across the country, as well as a surveillance network with about 4,300 cameras, many of which were purchased from Huawei. Reports from Ecuador's Ministry of Finance show that ECU 911 spent approximately $700,000 in 2014 for equipment from Huawei. In 2015 and 2016, the Ecuadorian government spent a total of $900,000 for Huawei's LTE rapid response system. According to Ecuador's National Statistics and Census Institute (INEC), as of January 2018, the crime rate has dropped by 11.8 percent since implementing ECU 911.In 2015, the Chinese Embassy in Ecuador agreed to donate a total of $15.4 million worth of goods to ECU 911.In 2016, China provided a $10 million non-repayable loan for the construction of a laboratory for ECU 911 at its headquarters in Quito.  \n",
       "25                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 On July 21 2011, China Eximbank and the Republic of Cameroon signed a government concessional loan (GCL) agreement [CHINA EXIMBANK GCL NO.24 (2011) TOTAL NO.(374) NO. (1420303052011111204)] worth RMB 433 million for the E-Post Project.  The terms of the loan are as follows: interest rate of 2%, maturity of 20 years, grace period of 5 years, management fee of 0.3%, and commitment fee of 0.3%.  The proceeds from this loan were on-lent to the Cameroon Postal Services (CAMPOST) to build a data center, data communication network, internal communication system, and customer service.  The goal of this project was to modernize CAMPOST's telecommunications infrastructure.On August 1, 2009, CAMPOST and Huawei Technologies, the project implementer, signed a commercial telecommunications contract worth $65,560,000 USD, which was fully funded via the China Eximbank GCL.  The project entered implementation in October 2011 and was completed on December 31, 2012.  \n",
       "15                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             During an October 2016 meeting in Macau, China’s Prime Minister Li Keqiang and the Prime Minister of Cape Verde identified a priority cooperation project called then ‘Safe City’ Project. Then, on July 10, 2017, the Government of Cape Verde and Huawei Technologies Co. signed an agreement in which Huawei Technologies Co. to provide technical equipment in support of Phase 1 of the the Safe City Project. The Minister of Finance of Cape Verde and the Huawei Technologies Co. also signed a cooperation agreement to provide financing for the project. The total cost of Phase 1 was $4.5 million. However, it is not entirely clear how this project was financed. Phase 1 involved the the construction of an Operational Command Center, the installation of the urban video surveillance system (including 300 video surveillance cameras), the installation of an intelligent alert system and integrated operational communication (voice, SMS and data) in the capital city of Praia. The project also established a single phone number (112) for the Operational Command Center to respond to any medical, police, or fire emergency. Its ultimate objective was to detect crimes in advance and build the government’s urban safety management and control capabilities. The Operational Command Center, officially began operations on July 24, 2018. The opening ceremony for the Center was attended by Cape Verdean Prime Minister Silva and Interior Minister Rocha. The video surveillance system is now fully operational and maintained by the National Police of Cape Verde. The system operates 24 hours a day and its is operated by 32 police officers (who work in six-hour shifts). The National Police claim that the system prevents 40-50 crimes per month. In 2018, the Chinese Government agreed to provide an RMB 92.5 million grant to the Government of Cape Verde for Phase 2 of the Safe City Project.  \n",
       "22                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      As of August 2014, the Chinese government has donated security cameras to Cameroon as the country begins to feel the bloody activities of the Nigerian terrorist group Boko Haram. Huawei technologies implemented this project. These automatic cameras are capable of capturing images within a radius of nearly 5 km and would be installed in Douala, Yaoundé, Garoua Boulaï, near the Central African Republic CAR), Kousseri and Waza, near Chad and Kye-Ossi, near Equatorial Guinea.  \n",
       "98                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            In November 2016, the Chinese Government and the Macedonian Ministry of Education and Science signed an implementation agreement for the E-Education Project. China’s Ministry of Commerce (MOFCOM) committed approximately $7 million of grant funding for this project. The purpose of this project was to equip 27 schools (23 of which are located in the city of Skopje) with ‘smart classrooms’, including personal computers, laptops, interactive whiteboards, wireless networking devices and e-learning systems. It also involved the installation of a cloud storage and computing center. The ultimate objective of the project was to improve local education, particularly in mountainous and rural areas, and promote balanced distribution of education resources. Huawei was the general contractor responsible for implementation. It appears to have hired Tianwen Digital Media as a subcontractor. The project commenced on April 21, 2017, and it was implemented in two phases. The first phase was completed in June 2017. The second phase was launched in April 2018. On July 10, 2019, a formal project handover ceremony was held at the School of Computer Science of Skopje University.   \n",
       "73                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   On November 30, 2012, the Huawei donated a cloud computing laboratory to the National University of Laos in Vientiane. During the same donation ceremony, China also donated an electric car to the university.  \n",
       "130                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       In June 2015, ZTE corporation donated $3.5 million USD for the Safe Zanzibar Project which involves installing a CCTV surveillance system in Stone Town. The purpose of this project was to curb crime in Zanzibar, particularly in tourist areas. According to the reporting from the Habarileo, the entire project was scheduled for completion by the end of 2015. Work plans included the installation of 300 full high definition cameras (FHD) on the main roads of the Stone Town and a command center in Malindi with a video wall and camera control center. The video surveillance system uses Geographic Information System (GIS), case library, and intelligent analysis tools. According to the engineer, with routine management, this system can facilitate sharing information among different administrative departments, utilizing security resources and improving efficiency  of controlling or responding rapidly to major accidents.  \n",
       "153                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           On December 6, 2017, the Chinese Government and the Government of Zimbabwe signed an RMB 100 million grant agreement for Phase 2 of the High-Performance Computing Center Project.  This purpose of this project was to increase the computational capacity of the supercomputer facility (high-performance computing center) at the University of Zimbabwe by nearly 10 times from 36 teraflops per second to over 300.  The project also involves the introduction of new technologies, such as cloud services and cloud computing. Inspur Group — China's leading personal computer and server manufacturer — is the contractor responsible for implementation. Project implementation began in 2018.The Chinese Government provided also provided a RMB 33 million interest-free loan for Phase 1 of this project in 2015.  Another Chinese Government grant was provided in 2018. The Chinese project title is 津巴布韦大学高性能计算中心第二阶段.  \n",
       "151                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          In March 2015 during an official visit to Beijing, the Chinese and Zambian presidents witnessed officials sign a cooperation framework agreement and China Eximbank sign a concessional loan agreement providing $65,468,016.48 USD for Phase 1 of Smart Zambia National ICT Development Project. The proceeds were used to finance the commercial contract with Huawei Technologies (Contract #00Y8941213000A) in three installments: one advance payment of 30% of the contract value, one payment worth 50% of the contract value at delivery, and a final payment equivalent to 20% of the contract value as an acceptance payment upon completion. Phase 1 of Smart Zambia National ICT Development Project supported the creation of three data centers and an information and communications technology (ICT) talent training center (Chinese project name: 信息和通信技术人才培训中心). Zambia’s main national data center, managed by the Zambia Information and Communication Technology Authority (ZICTA), is located in Lusaka. The ZICTA center covers an area about 450 square meters, with an equipment room containing 72 server cabinets, a power room, monitoring room, and two outdoor diesel-engine generators supported by underground fuel tanks. The ZICTA cloud platform was designed to provide processing, networking, and storage facilities for government and public institutions, and commercial enterprise services. The second data center is a a 400-square-meter backup facility located at the Roma switch office of Zamtel, the Zambian national telecommunications operator. The third data center is another 600-square meter backup facility situated at the Zamtel Kitwe switch office. All of the three centers are fully equipped with servers, power, monitoring, and communications equipment rooms. The project entered implementation in January 2016. A The ICT talent training center began operations in July 2016. The project was officially completed and handed over the authorities on February 28, 2017. The ZICTA National Data Center is now officially in operation.China Eximbank also financed Phase II of this project.  \n",
       "150                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 On August 4, 2017, Chinese and Zambian officials signed a concessional loan framework agreement for Phase II of the Smart Zambia National ICT Development Project. On some unknown date after this meeting, China Eximbank and the Government of the Republic of Zambia signed a $280,764,601.55 USD loan agreement which covers 100% of the commercial contract amount with Huawei Technologies. The terms of this loan are unknown. According to 2018 Annual Report from the Zambia Ministry of Transport and Communications, by the fourth quarter, the total drawdown requests processed by the Ministry and subsequently cleared by the Ministry of Finance stood at $91,637,435.75 USD. Phase II involved the construction of 808 communication towers, 1,009 2G, 3G and 4G wireless stations, as well as the installation of a matched transmission network and user access terminals in unserved and under-served areas. The broad objective is to improve communication services and reach 92 percent network coverage countrywide. Another objective is to ensure that 40 percent of the country has access to data services (from a baseline level of 5 percent). The targets of these communication towers will be relatively population dense villages and economically active areas like hospitals, schools, mines, and tourist areas. This is in line with the country's goal to provide universal access to information via information and communications technology (ICT). Huawei is the contractor responsible for project implementation. Its work is being overseen by Zambia Telecommunications Company Limited (Zamtel). This project has entered the implementation phase and it is reportedly on track to reach completion ahead of schedule. 600 communication towers were erected in 2018 and 400 additional towers were scheduled for installation in 2019. As of June 2020, 708 communication towers were operational and project completion was scheduled for December 2020. China Eximbank also financed Phase I of this project.  \n",
       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            On April 15, 2016, China Eximbank and the Government of Bangladesh signed an RMB 945,551,000 government concessional loan (GCL) agreement for the Tier IV National Data Center Project in Kaliakoir. The GCL carried the following terms: 2% interest rate, 20-year maturity, and 5 year grace period. The Government of Bangladesh loan identification number for this China Eximbank GCL is L1120160415A. The purpose of this project was to build a flagship Tier IV Data Center in the Kaliakair Upazila within Gazipur District and the Division of Dhaka to store and process a large amount of official data.  ZTE was the contractor responsible for project implementation and its work was overseen by the Bangladesh Computer Council (BCC). As of 2017, the data center had been constructed, but the operational status of the data center was delayed by U.S. government sanctions on ZTE. In October 2018, the data center underwent operational tests. The project was officially completed on November 29, 2019. The Bangladesh National Data Center (NDC) is the first national data center that received both the UPTIME Tier IV design certification and facility certification in the country and is also the first data center in South Asia that got UPTIME Tier IV facility certification. In addition, the data center passed all the test items of the Uptime Tier IV construction certification, thereby being highly appraised by the Uptime Institute. During the construction of the data center, the ZTE construction team overcame a series of challenges, such as inconvenient transportation, unstable power supply, and bad weather.  \n",
       "91                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      On December 15, 2014, the Government of Mozambique ratified a $149,498,959.60 loan agreement with China Eximbank for the National Command Information Network Project. The terms of the loan are unknown. This project involved the installation of 450 CCTV surveillance cameras in Maputo and Matola and the creation of a monitoring center for the Presidential Guard (“Casa Militar”) to intercept mobile telephone, SMS and internet traffic (including encrypted communications). ZTE was the contractor responsible for implementation. The project reached the implementation stage, but it unclear whether and when it reached completion. It provoked significant media scrutiny and political controversy because the son of the former President of Mozambique (Mussumbuluku Guebuza) signed a consultancy agreement — through a company called Msumbiji Investment Limited — with ZTE to help the Chinese state-owned company secure support from the Government of Mozambique and China Eximbank for the National Command Information Network Project. The consultancy contract between Msumbiji Investment Limited and ZTE specifies that Msumbiji Investment Limited will “guarantee the relationship between ZTE and the Government of Mozambique; pressure the Government of Mozambique to accept the project of the information interception command created by ZTE; and still secure the concessional loan taken out by the Mozambican state to pay for the project” (or “garantir a relação entre a ZTE e o Governo de Moçambique; pressionar o Governo de Moçambique a aceitar o projecto do comando de intercepção de informação criado pela ZTE; e ainda assegurar o empréstimo concessional contraído pelo Estado moçambicano para pagar o projecto”). In exchange for these services, ZTE agreed to pay Msumbiji Investment Limited an 8% commission (worth $11.2 million) on its $140 million contract for the National Command Information Network Project. with the Government of Mozambique.   \n",
       "127                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           On February 15 and 19, 2012, Chinese and Sudanese officials signed letters of exchange to provide a set of equipment for the Advanced Computing Center (ACT) at the African City of Technology in Khartoum to help promote the development of information technology in Sudan. On July 3, 2012, an agreement between the Advanced Computing Center at the African City of Technology and Chinese technology company Inspur was signed for Inspur to implement the project. The Chinese Minister of Commerce reported that the equipment was officially handed over to Sudan on December 12, 2012.According to Shandong International Contract Association(SICA), the supercomputing center project was officially started in December 12, 2012. The value of the equipment is unknown.  \n",
       "117                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              In 2007, ZTE proposed the use of its Global Open Trunking Architecture (GoTa)―a new-generation digital trunking technology with independent IPR—to support the Government of Senegal’s national information security network. Because the Government Senegal’s national information security network is integrally connected to its political stability, the Senegalese authorities expressed concerns about whether the network could ensure information security and meet their communication needs.  To address these concerns, ZTE proposed a GoTa trial in Dakar, the capital city. After government approval, ZTE began trialing the network in December 2007. It took three months to complete the whole process — from equipment delivery and network deployment to commercial trial.  The GoTa trial was officially launched in Dakar in February 2008. Senegal’s Minister of Home Affairs, Police Chief, and Assistant to the Chinese Ambassador attended the launch event, and the Minister of Home Affairs spoke highly of ZTE’s rapid response team. The successful commercialization of GoTa laid a solid foundation for the Government of Senegal to build its GoTa national information security network. The purpose of the National Security Communication Network Project was to provide a secure communications network for Senegal’s Ministry of Interior. The project was implemented in two phases. On February 13, 2009, Chinese President Hu Jintao visited Senegal to attend a signing ceremony for an $8.5 million China Eximbank loan agreement to support Phase 1 of the National Security Communication Network Project. Phase 1 deployed 60 CDMA radio stations in 24 cities across the country. It began in 2009 was formally put into operation in early 2010. Then, in 2012, the Government of Senegal and China Eximbank signed an RMB 225 million loan agreement for Phase 2 of the National Security Communication Network Project. Phase 2 established 59 additional radio stations and emergency energy supplies (via generators or solar panels). It also installed 120 video surveillance cameras in towns and cities around the country.   \n",
       "113                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           In April 2011, the Chinese Government and the Government of Samoa’s signed an MOU for the National Broadband Highway Project. On January 5, 2012, Chinese Ambassador Zhao Weiping and Samoan Prime Minister Tuilaepa signed a preferential loan framework agreement for the National Broadband Highway Project. China Eximbank subsequently approved an RMB 136,000,000 ($20,400,000) government concessional loan for the National Broadband Highway Project, which carries the following borrowing terms: 2% interest rate, 20 year maturity, 5 year grace period, 0.75% commitment fee, and a 0.1% management fee. The first loan disbursement took place in December 2012. Additional disbursements took place in late 2013 and the first half of 2014. The purpose of the project was to establish a government intranet and thereby provide national high-speed broadband connections for all government ministries and cooperation, including schools, hospitals, and emergency services. The intranet sought to connect the provinces of Upolu and Savaii with the capital of Apia. The network was expected to rely predominantly on existing Samoa Tel infrastructure, with fiber transmission throughout Upolu and microwave transmission throughout Savaii. The network was designed to provide the government with a means of communicating with the citizens of Samoa using the full suite of voice, image and multimedia services, as well as allowing it to store and exchange information securely. Huawei Technologies Co., Ltd. was the contractor responsible for implementation. The project was officially completed and handed over to the local authorities on June 26, 2014. The project connected 66 ministries, corporations and their centers to a Data Center next to the National Kidney Foundation in the capital city of Apia. According to the Asian Development Bank, the broadband network is underutilized and the government has not allocated an appropriate maintenance budget.  \n",
       "85                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  On March 6, 2014, the Chinese Government and the Government signed a preferential loan framework agreement for the National Broadband Network Project. Then, on April 11, 2014, China Eximbank and the Government of Mali signed an RMB 493,000,000 government concessional loan (GCL) agreement for the National Broadband Network Project. This loan agreement was ratified by Parliament on September 3, 2014 (Law No. 2014-045) after its approval on June 11, 2014 by the Council of Ministers. The proceeds from this loan will be used to finance a commercial contract (worth 35,213,172,169 CFA francs) between the Government of Mali and Huawei Technologies Co. Ltd, which was signed November 18, 2011.  This project involves the laying of 1300 km of fiber optic cable along 3 roads: (1) Bamako-Kourémalé; (2) Mopti-Douentza-Gao; and (3) Markala-Niono-Léré-Niafunké-Goundam-Tombouctou. It also involves the establishment of a data center in Bamako, modernize the Government of Mali’s communication network, establish a videoconference system, create a video surveillance system to manage security risks and road traffic, and install surveillance equipment. Huawei Technologies Co., Ltd. is contractor responsible for implementation. Construction began in December 2015. The originally anticipated project execution period was 15 months.    \n",
       "51   On November 12, 2013, the Ghanaian parliament ratified a $123,409,273 preferential buyer’s credit (PBC) agreement with China Eximbank for Phase 2 of Dedicated Security Information System Project. This PBC carried the following terms: 20 year maturity, 5 year grace period, and 2% interest rate. The purpose of the Dedicated Security Information System Project was to strengthen the country's security and emergency aid services — including Immigration, Prisons, Fire Service, Customs, Ghana Armed Forces, Police Service, the Ministry of Defense, and the Ministry of National Security — through the establishment of a national security information system. Phase 1 covered the main cities, towns, border entries and exits, and main traffic arteries in six regions of southern Ghana, including Greater Accra Region, Ashanti Region, Central Region, Eastern Region, Volta Region and Western Region. It was financed through a $30 million China Eximbank loan that was approved in 2007. With support from ZTE, Phase 2 extended the national security information system to the country’s Upper East Region, Upper West Region, Brong Ahafo Region, and Northern Region. Huawei was also involved in the implementation of Phase 2. Specifically, it helped the Government of Ghana to equip a Ghana Police Command Centre (or Ghana National Security Emergency Command Center), with CCTV cameras and digital (eLTE 4) trunking network to respond more expeditiously to issues such as robbery, vehicular accidents, murder, and fire emergencies across all regions of the country. To this end, Huawei installed a 1.4 GHz eLTE network and 253 eLTE base stations to cover major cities and roads — the first system of its kind outside of China. Huawei also provided handheld terminals, vehicle-mounted stations, Emergency Communications Vehicles (ECVs), and fixed-access terminals and accessories to meet the requirements of both fixed and mobile situations. Today, the Ghana public security department reports emergencies through trunking handsets that can send on-site videos to the command center in real time. Then, the command center immediately invokes the wired and wireless cameras on-site and dispatches police cars equipped with eLTE stations for support. ECVs are used by the Ghana government guard. When the president travels, personnel in the mobile emergency command network watch over the presidential motorcade and communicate with the command center in real time via satellite transmission. Huawei also provided a unified solution that integrates eLTE, emergency communications centers, intelligent video surveillance, and telepresence video conferencing. As such, the Ghana Police Station can now establish voice and video communication with the Presidential Palace, and medical, fire fighting, and other government departments for faster and better-coordinated responses. The Ghana Police Command Centre (or Ghana National Security Emergency Command Center) was officially inaugurated on December 15, 2017. According to the Government of Ghana’s Development Cooperation Management Information System (DCMIS), 100% ($123,409,273) of the original loan commitment amount ($123,409,273) for this project was ultimately disbursed.  \n",
       "49                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     On December 22, 2017, China Eximbank and the Government of The Gambia signed a $25 million loan agreement for the Gambia National Broadband Network (GNBN) Project. The loan carries the following terms: a 2% interest rate, a 7 year grace period, and a 20 year maturity. According to IMF calculations, the grant element of the loan is 34%. Gambia Telecommunications Company (Gamtel) — a state-owned telecommunications company — is responsible for repaying the loan. Gambia Telecom is the only fixed network operator in the country and the main contractor of national information and communication technology. It anticipates that, the implementation of the GNBN Project will increase its annual income by as much as $13 million. The main objectives of the GNBN Project are to bring faster fiber access direct to subscribers while making per-MB internet access cheaper. It involves the installation of at least 420 km of fibre-optic cable, augmenting 947 km of fiber optic cable already deployed through the West Africa Regional Communication Infrastructure Programme (WARCIP). It also involves the installation of a data center. Huawei Technologies and Gambia Telecommunications Company (Gamtel) are responsible for implementation. The completion of the national broadband network will build a more complete information and communication system for the country. The platform provides huge momentum for social and economic development. With more convenient information channels, the Gambia can integrate into the world and reach the world faster, and people from all walks of life in Gambia will also have more development opportunities. On April 22, 2019, Ambassador Ma Jianchun inspected the Gambia National Broadband Network Project and conducted a special survey on China-Gambia and China-Africa cooperation in the field of information and communication. Luo Wenjun, Economic and Commercial Counselor of the Embassy,   \n",
       "24                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           On July 19, 2012, China Eximbank and Cameroon's Ministry of Economy, Planning, and Regional Development (MINEPAT) signed a preferential buyer credit (PBC) loan agreement [CHINA EXIMBANK PBC NO. (2012) 33 TOTAL NO.(221)] worth $168,300,000 USD for the National Broadband Network Project (Projet National Broadband Network).  The terms of the loan were as follows: 20 year maturity; 5 year grace period; 2% interest rate; 0.30% commitment fee; and 0.30% management fee.The proceeds of the loan were on-lent to Cameroon Telecommunications Co. (CAMTEL) to finance a USD$198,000,000 commercial contract with Huawei Technologies, the contractor for the National Broadband Network Project, on December 31, 2010.  The focus of this project will include building fiber-to-the-home, submarine cable, 4th generation mobile broadband (LTE), security surveillance network, and digital TV.  The project began January 1, 2012, and it was completed February 18, 2016.  \n",
       "154                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          In 2015, the Chinese Government provided an RMB 33 million interest-free loan for Phase 1 of the High Performance Computing Center.  This project involved the installation of a supercomputer facility (high-performance computing center) at the University of Zimbabwe.  The facility was expected to be used in agriculture, weather forecast, mining, gene technology, and stimulation, and support scientific research in Zimbabwe (See: Africa Focus: China introduces supercomputer to Zimbabwe). Inspur Group — China's leading personal computer and server manufacturer — and Dameng were both involved in the implementation of the project.  The project also involved the training of dozens of Zimbabwean researchers on how to operate the supercomputer. On February 6, 2015, the project was officially completed and and handed over to the University of Zimbabwe. The Chinese project title is 津巴布韦超算中心 or 津巴布韦超算中心项目 or 津巴布韦大学高性能计算中心第一阶段.In 2017, the Chinese Government supported Phase 2 of this project with an RMB 100 million grant. Another Chinese Government grant was provided in 2018.  \n",
       "65                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  In 2011, Chinese Government provided a USD $5.3 million grant for the Establishment and Operation of the Indonesia Maritime Surveillance Satellite System. The purpose of the project is to improve the security in Indonesian waters to prevent and address illegal business, acquire data about possible natural distress, and to help Indonesian fishermen in funding to harvest in Indonesian waters. Its duration is 3-years.The project is implemented by Indonesia Maritime Security Coordinating Board (Bakorkamia) and it was carried in two stages: The first stage is the preparation and the second stage is the procurement and manufacturing of subsystems/component of surveillance satellite system, plus the assembly, integration, and test of surveillance satellite system and launch of the surveillance satellite system. It costs $5707000 in total that funded by the $5.3 million grant from China and $407000 locally.  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(48, 5)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#I went through the different sectors, especially ones like Health, Education, Agriculture, and Transport, to check that their projects with 'surveillance' words were actually for the purpose of surveilling populations.  \n",
    "pd.set_option('display.max_colwidth', None)\n",
    "big_view = filtered_df[['Recipient', 'Sector', 'Technology Category', 'Short title', 'Description']]\n",
    "display(big_view.sort_values(by = 'Sector', ascending = False))\n",
    "big_view.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74e89528-4717-410c-a94a-7ffd476f22c9",
   "metadata": {},
   "source": [
    "Creating a final \"surveillance_df\" that excludes TRANSPORT AND STORAGE, HEALTH, EDUCATION sector projects. Based on these projects' descriptions, they do not fall under surveillance of the population or geopolitically-relevant activities."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d6dd554a-ee3e-4c07-869f-b61e1bab24b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Recipient</th>\n",
       "      <th>Short title</th>\n",
       "      <th>AidData ID</th>\n",
       "      <th>AI Application Indicator</th>\n",
       "      <th>Technology Category</th>\n",
       "      <th>Usage</th>\n",
       "      <th>Sector</th>\n",
       "      <th>Amount (2017 US$, millions)</th>\n",
       "      <th>Implementation Status</th>\n",
       "      <th>Commitment Year</th>\n",
       "      <th>...</th>\n",
       "      <th>Concessional</th>\n",
       "      <th>Flow Class</th>\n",
       "      <th>Funding Agencies</th>\n",
       "      <th>Receiving Agencies</th>\n",
       "      <th>Implementing Agencies</th>\n",
       "      <th>Political Regime</th>\n",
       "      <th>Electoral Democracy Score</th>\n",
       "      <th>Freedom House Rating</th>\n",
       "      <th>Data Protection Law Status</th>\n",
       "      <th>Data Protection Law Level</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bangladesh</td>\n",
       "      <td>IV Tier National Data Center Project in Kaliakoir</td>\n",
       "      <td>52654</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>145.85</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2016</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Bangladesh</td>\n",
       "      <td>Bangladesh Computer Council|Government of Bangladesh |ZTE Corporation</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.26</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Belarus</td>\n",
       "      <td>Brest Border Surveillance Project</td>\n",
       "      <td>66867</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>0.41</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2012</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>CA</td>\n",
       "      <td>Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Government of Belarus</td>\n",
       "      <td>Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.18</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Bolivia</td>\n",
       "      <td>Donation of 500 Surveillance Cameras</td>\n",
       "      <td>36121</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>4.37</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2013</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Government of Bolivia|Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.60</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Bolivia</td>\n",
       "      <td>Santa Cruz Security Camera Installation</td>\n",
       "      <td>71673</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>0.98</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2013</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>CA</td>\n",
       "      <td>Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Government of Bolivia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.60</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Cabo Verde</td>\n",
       "      <td>Phase 1 of Safe City Project</td>\n",
       "      <td>56716</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2016</td>\n",
       "      <td>...</td>\n",
       "      <td>Vague</td>\n",
       "      <td>Vague (Official Finance)</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>Government of Cabo Verde</td>\n",
       "      <td>Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.77</td>\n",
       "      <td>Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Cambodia</td>\n",
       "      <td>CCTV Surveillance Project</td>\n",
       "      <td>62714</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>3.13</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2014</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>Cambodia Ministry of Interior</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.20</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Cameroon</td>\n",
       "      <td>Donation of Security Cameras</td>\n",
       "      <td>36245</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2014</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.29</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Cameroon</td>\n",
       "      <td>National Broadband Network Project</td>\n",
       "      <td>31253</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>171.41</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2012</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>OOF-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Cameroon Ministry of Economy, Planning, and Regional Development (MINEPAT)|Camtel</td>\n",
       "      <td>Camtel|Government of Cameroon |Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.29</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Cameroon</td>\n",
       "      <td>E-Post Project</td>\n",
       "      <td>31243</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>71.54</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2011</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Cameroon Ministry of Economy, Planning, and Regional Development (MINEPAT)|CAMPOST</td>\n",
       "      <td>CAMPOST|Government of Cameroon |Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.29</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Cote d'Ivoire</td>\n",
       "      <td>Abidjan Safe City Project</td>\n",
       "      <td>53273</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>58.53</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2016</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>OOF-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Côte d'Ivoire (Ivory Coast)</td>\n",
       "      <td>Cote d'Ivoire Ministry of Digital Economy and Post|Cote d'Ivoire Ministry of the Interior and Security|Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.44</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Ecuador</td>\n",
       "      <td>Security Service ECU 911 Project</td>\n",
       "      <td>39281</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2012</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>OOF-like</td>\n",
       "      <td>China Development Bank (CDB)</td>\n",
       "      <td>Government of the Republic of Ecuador</td>\n",
       "      <td>China Electronics Corporation (CEC)|China National Electronics Import &amp; Export Corporation (CEIEC)|Government of the Republic of Ecuador|Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.61</td>\n",
       "      <td>Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Ecuador</td>\n",
       "      <td>Donation of Equipment to ECU 911</td>\n",
       "      <td>59325</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>OTHER SOCIAL INFRASTRUCTURE AND SERVICES</td>\n",
       "      <td>15.17</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>China Ministry of Commerce</td>\n",
       "      <td>Government of Ecuador</td>\n",
       "      <td>China National Electronics Import &amp; Export Corporation (CEIEC)|Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.61</td>\n",
       "      <td>Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Ecuador</td>\n",
       "      <td>Comprehensive Security Systems Laboratory for ECU 911 Project</td>\n",
       "      <td>59662</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>10.25</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2016</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>China Ministry of Commerce</td>\n",
       "      <td>Government of Ecuador</td>\n",
       "      <td>China National Electronics Import &amp; Export Corporation (CEIEC)</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.61</td>\n",
       "      <td>Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Gambia</td>\n",
       "      <td>Gambia National Broadband Network Project</td>\n",
       "      <td>56878</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>25.00</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2017</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Gambia Telecommunications Cellular Company (Gamcel) Limited|Government of Gambia</td>\n",
       "      <td>Gambia Telecommunications Cellular Company (Gamcel) Limited|Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Ghana</td>\n",
       "      <td>Phase 2 of Dedicated Security Information System Project</td>\n",
       "      <td>30956</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>119.91</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2013</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>OOF-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Ghana</td>\n",
       "      <td>Huawei Technologies Co., Ltd.|ZTE Corporation</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.65</td>\n",
       "      <td>Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Maritime Surveillance Satellite System Project</td>\n",
       "      <td>66635</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>AGRICULTURE, FORESTRY, FISHING</td>\n",
       "      <td>5.66</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2011</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Indonesia Maritime Security Coordinating Board (Bakorkamia)</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.57</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Robust</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Kenya</td>\n",
       "      <td>CCTV Installation Project</td>\n",
       "      <td>30364</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>101.85</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2012</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>China Ministry of Commerce</td>\n",
       "      <td>Government of Kenya</td>\n",
       "      <td>Nanjing Les Information Technology</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.48</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Malawi</td>\n",
       "      <td>Donation of Two Drones</td>\n",
       "      <td>57997</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Unmanned Vehicles</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>0.01</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2017</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Chinese Embassy</td>\n",
       "      <td>Government of Malawi</td>\n",
       "      <td>Malawi Department of Disaster Management Affairs (DoDMA)</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.62</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Mali</td>\n",
       "      <td>National Broadband Network Project</td>\n",
       "      <td>36438</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>77.11</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2014</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Mali</td>\n",
       "      <td>Government of Mali|Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Closed autocracy</td>\n",
       "      <td>0.25</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Mauritius</td>\n",
       "      <td>Safe City Project</td>\n",
       "      <td>55627</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>73.70</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2017</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>OOF-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Mauritius</td>\n",
       "      <td>Huawei Technologies Co., Ltd.|Mauritius Police Force|Mauritius Telecom</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.55</td>\n",
       "      <td>Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Mongolia</td>\n",
       "      <td>Surveillance Cameras in Public Areas of Ulaanbaatar City and Rural Areas Streets and Roads Project</td>\n",
       "      <td>70311</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>27.82</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>OOF-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Mongolia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.63</td>\n",
       "      <td>Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Mozambique</td>\n",
       "      <td>National Command Information Network Project</td>\n",
       "      <td>40730</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>144.08</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2014</td>\n",
       "      <td>...</td>\n",
       "      <td>Vague</td>\n",
       "      <td>OOF-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Mozambique</td>\n",
       "      <td>StarTimes|ZTE Corporation</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.36</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Nigeria</td>\n",
       "      <td>National Public Security Communication System Project</td>\n",
       "      <td>30450</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>482.85</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2010</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>OOF-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Nigeria</td>\n",
       "      <td>ZTE Corporation</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.49</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Draft Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Safe City Islamabad Project</td>\n",
       "      <td>37016</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>151.77</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2010</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Pakistan</td>\n",
       "      <td>Government of Pakistan|Huawei Technologies Co., Ltd.|Islamabad Chamber of Commerce &amp; Industry (ICCI)</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.40</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>9.26 (UAV Acquisition) Project - 1</td>\n",
       "      <td>72477</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Unmanned Vehicles</td>\n",
       "      <td>Military</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>16.52</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2011</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Military</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>Government of Pakistan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.40</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>9.26 (UAV Acquisition) Project - 2</td>\n",
       "      <td>72476</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Unmanned Vehicles</td>\n",
       "      <td>Military</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>20.99</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2012</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Military</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>Government of Pakistan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.40</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>9.26 (UAV Acquisition) Project - 3</td>\n",
       "      <td>72479</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Unmanned Vehicles</td>\n",
       "      <td>Military</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>12.51</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2014</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Military</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>Government of Pakistan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.40</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Papua New Guinea</td>\n",
       "      <td>Electronic ID Card Project</td>\n",
       "      <td>39382</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>E-Government</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>73.85</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2013</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Papua New Guinea</td>\n",
       "      <td>Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.43</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Draft Legislation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Samoa</td>\n",
       "      <td>National Broadband Highway Project</td>\n",
       "      <td>37695</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>21.96</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2012</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Samoa</td>\n",
       "      <td>Huawei Technologies Co., Ltd.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Senegal</td>\n",
       "      <td>Phase 2 of the National Security Communication Network Project</td>\n",
       "      <td>59519</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>36.33</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2012</td>\n",
       "      <td>...</td>\n",
       "      <td>Vague</td>\n",
       "      <td>Vague (Official Finance)</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Senegal</td>\n",
       "      <td>ZTE Corporation</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.72</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Robust</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Serbia</td>\n",
       "      <td>Safe City Project</td>\n",
       "      <td>67789</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2017</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>Vague (Com)</td>\n",
       "      <td>Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Serbian Ministry of Internal Affairs</td>\n",
       "      <td>Huawei Technologies Co., Ltd.|Serbian Ministry of Internal Affairs</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.35</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Robust</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Sudan</td>\n",
       "      <td>Donation of Equipment to Sudan's Africa City of Technology Advanced Computing Center</td>\n",
       "      <td>56407</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2012</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Inspur</td>\n",
       "      <td>Closed autocracy</td>\n",
       "      <td>0.17</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Tajikistan</td>\n",
       "      <td>Safe City Project - 1</td>\n",
       "      <td>71411</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>12.18</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2013</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>OOF-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Tajikistan Ministry of Finance</td>\n",
       "      <td>Huawei Technologies Co., Ltd.|Tajik Ministry of Internal Affairs</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.18</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Tajikistan</td>\n",
       "      <td>Safe City Project - 2</td>\n",
       "      <td>46215</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>8.12</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2013</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Tajikistan Ministry of Finance</td>\n",
       "      <td>Huawei Technologies Co., Ltd.|Tajik Ministry of Internal Affairs|Tajikistan Ministry of Finance</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.18</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Tanzania</td>\n",
       "      <td>Safe Zanzibar Project</td>\n",
       "      <td>60196</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>3.44</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>ZTE Corporation</td>\n",
       "      <td>Government of Tanzania</td>\n",
       "      <td>ZTE Corporation</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.37</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Tunisia</td>\n",
       "      <td>Donation of Two Mobile Container Scanners</td>\n",
       "      <td>56669</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Security Scanners</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>TRADE POLICIES AND REGULATIONS</td>\n",
       "      <td>4.80</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2017</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>Tunisian Customs</td>\n",
       "      <td>China National Instruments Import &amp; Export (Group) Corporation |Nuctech Company Limited (Tongfang Vision Technology Co., Ltd.)</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.54</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Robust</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Uganda</td>\n",
       "      <td>Donation of Surveillance Equipment</td>\n",
       "      <td>59946</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>0.72</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2014</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>CA</td>\n",
       "      <td>Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Kampala Capital City Authority</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.29</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Uganda</td>\n",
       "      <td>Safe City Integrated Communication Platform Project</td>\n",
       "      <td>53408</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>CA</td>\n",
       "      <td>Huawei Technologies Co., Ltd.</td>\n",
       "      <td>Government of Uganda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.29</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Ukraine</td>\n",
       "      <td>Surveillance and Inspection Equipment Project</td>\n",
       "      <td>66564</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>1.24</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2012</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Unspecified Chinese Government Institution</td>\n",
       "      <td>Ukraine Ministry of Infrastructure</td>\n",
       "      <td>Ukraine Ministry of Infrastructure</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.51</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Zambia</td>\n",
       "      <td>Phase II of the Public Security Network Project</td>\n",
       "      <td>57033</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Safe and Smart City</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>GOVERNMENT AND CIVIL SOCIETY</td>\n",
       "      <td>182.96</td>\n",
       "      <td>Pipeline: Commitment</td>\n",
       "      <td>2016</td>\n",
       "      <td>...</td>\n",
       "      <td>Vague</td>\n",
       "      <td>Vague (Official Finance)</td>\n",
       "      <td>China Development Bank (CDB)</td>\n",
       "      <td>Government of Zambia</td>\n",
       "      <td>Zambia Ministry of Home Affairs|ZTE Corporation</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.41</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Zambia</td>\n",
       "      <td>Phase II of the Smart Zambia National ICT Development Project</td>\n",
       "      <td>53207</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>280.76</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2017</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Zambia</td>\n",
       "      <td>Huawei Technologies Co., Ltd.|Zambia Ministry of Transport and Communications|Zambia Telecommunication Co., Ltd. (Zamtel)</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.41</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Zambia</td>\n",
       "      <td>Phase I of the Smart Zambia National ICT Development Project</td>\n",
       "      <td>53093</td>\n",
       "      <td>AI Infrastructure</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>64.37</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>Export-Import Bank of China</td>\n",
       "      <td>Government of Zambia</td>\n",
       "      <td>Huawei Technologies Co., Ltd.|Zambia Information, Communication and Technology Authority|Zambia Ministry of Transport and Communications|Zambia Telecommunication Co., Ltd. (Zamtel)</td>\n",
       "      <td>Electoral democracy</td>\n",
       "      <td>0.41</td>\n",
       "      <td>Partly Free</td>\n",
       "      <td>Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>Phase 2 of High-Performance Computing Center Project</td>\n",
       "      <td>62405</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>14.80</td>\n",
       "      <td>Implementation</td>\n",
       "      <td>2017</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>China Ministry of Commerce</td>\n",
       "      <td>Government of Zimbabwe|University of Zimbabwe</td>\n",
       "      <td>Inspur</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.29</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Draft Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>Phase 1 of High-Performance Computing Center Project</td>\n",
       "      <td>62320</td>\n",
       "      <td>AI Application</td>\n",
       "      <td>Advanced Computing and Data Storage</td>\n",
       "      <td>Civilian</td>\n",
       "      <td>COMMUNICATIONS</td>\n",
       "      <td>5.16</td>\n",
       "      <td>Completion</td>\n",
       "      <td>2015</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ODA-like</td>\n",
       "      <td>China Ministry of Commerce</td>\n",
       "      <td>Government of Zimbabwe|University of Zimbabwe</td>\n",
       "      <td>Inspur|Wuhan Dameng Database Co., Ltd.</td>\n",
       "      <td>Electoral autocracy</td>\n",
       "      <td>0.29</td>\n",
       "      <td>Not Free</td>\n",
       "      <td>Draft Legislation</td>\n",
       "      <td>Moderate</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>44 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Recipient  \\\n",
       "3          Bangladesh   \n",
       "7             Belarus   \n",
       "9             Bolivia   \n",
       "11            Bolivia   \n",
       "15         Cabo Verde   \n",
       "21           Cambodia   \n",
       "22           Cameroon   \n",
       "24           Cameroon   \n",
       "25           Cameroon   \n",
       "28      Cote d'Ivoire   \n",
       "37            Ecuador   \n",
       "38            Ecuador   \n",
       "39            Ecuador   \n",
       "49             Gambia   \n",
       "51              Ghana   \n",
       "65          Indonesia   \n",
       "70              Kenya   \n",
       "82             Malawi   \n",
       "85               Mali   \n",
       "86          Mauritius   \n",
       "89           Mongolia   \n",
       "91         Mozambique   \n",
       "97            Nigeria   \n",
       "99           Pakistan   \n",
       "101          Pakistan   \n",
       "102          Pakistan   \n",
       "103          Pakistan   \n",
       "108  Papua New Guinea   \n",
       "113             Samoa   \n",
       "117           Senegal   \n",
       "121            Serbia   \n",
       "127             Sudan   \n",
       "128        Tajikistan   \n",
       "129        Tajikistan   \n",
       "130          Tanzania   \n",
       "136           Tunisia   \n",
       "139            Uganda   \n",
       "143            Uganda   \n",
       "144           Ukraine   \n",
       "148            Zambia   \n",
       "150            Zambia   \n",
       "151            Zambia   \n",
       "153          Zimbabwe   \n",
       "154          Zimbabwe   \n",
       "\n",
       "                                                                                            Short title  \\\n",
       "3                                                     IV Tier National Data Center Project in Kaliakoir   \n",
       "7                                                                     Brest Border Surveillance Project   \n",
       "9                                                                  Donation of 500 Surveillance Cameras   \n",
       "11                                                              Santa Cruz Security Camera Installation   \n",
       "15                                                                         Phase 1 of Safe City Project   \n",
       "21                                                                            CCTV Surveillance Project   \n",
       "22                                                                         Donation of Security Cameras   \n",
       "24                                                                   National Broadband Network Project   \n",
       "25                                                                                       E-Post Project   \n",
       "28                                                                            Abidjan Safe City Project   \n",
       "37                                                                     Security Service ECU 911 Project   \n",
       "38                                                                     Donation of Equipment to ECU 911   \n",
       "39                                        Comprehensive Security Systems Laboratory for ECU 911 Project   \n",
       "49                                                            Gambia National Broadband Network Project   \n",
       "51                                             Phase 2 of Dedicated Security Information System Project   \n",
       "65                                                       Maritime Surveillance Satellite System Project   \n",
       "70                                                                            CCTV Installation Project   \n",
       "82                                                                               Donation of Two Drones   \n",
       "85                                                                   National Broadband Network Project   \n",
       "86                                                                                    Safe City Project   \n",
       "89   Surveillance Cameras in Public Areas of Ulaanbaatar City and Rural Areas Streets and Roads Project   \n",
       "91                                                         National Command Information Network Project   \n",
       "97                                                National Public Security Communication System Project   \n",
       "99                                                                          Safe City Islamabad Project   \n",
       "101                                                                  9.26 (UAV Acquisition) Project - 1   \n",
       "102                                                                  9.26 (UAV Acquisition) Project - 2   \n",
       "103                                                                  9.26 (UAV Acquisition) Project - 3   \n",
       "108                                                                          Electronic ID Card Project   \n",
       "113                                                                  National Broadband Highway Project   \n",
       "117                                      Phase 2 of the National Security Communication Network Project   \n",
       "121                                                                                   Safe City Project   \n",
       "127                Donation of Equipment to Sudan's Africa City of Technology Advanced Computing Center   \n",
       "128                                                                              Safe City Project - 1    \n",
       "129                                                                               Safe City Project - 2   \n",
       "130                                                                               Safe Zanzibar Project   \n",
       "136                                                           Donation of Two Mobile Container Scanners   \n",
       "139                                                                  Donation of Surveillance Equipment   \n",
       "143                                                 Safe City Integrated Communication Platform Project   \n",
       "144                                                       Surveillance and Inspection Equipment Project   \n",
       "148                                                     Phase II of the Public Security Network Project   \n",
       "150                                       Phase II of the Smart Zambia National ICT Development Project   \n",
       "151                                        Phase I of the Smart Zambia National ICT Development Project   \n",
       "153                                                Phase 2 of High-Performance Computing Center Project   \n",
       "154                                                Phase 1 of High-Performance Computing Center Project   \n",
       "\n",
       "     AidData ID AI Application Indicator                  Technology Category  \\\n",
       "3         52654           AI Application  Advanced Computing and Data Storage   \n",
       "7         66867           AI Application                  Safe and Smart City   \n",
       "9         36121           AI Application                  Safe and Smart City   \n",
       "11        71673           AI Application                  Safe and Smart City   \n",
       "15        56716           AI Application                  Safe and Smart City   \n",
       "21        62714        AI Infrastructure                  Safe and Smart City   \n",
       "22        36245           AI Application                  Safe and Smart City   \n",
       "24        31253        AI Infrastructure  Advanced Computing and Data Storage   \n",
       "25        31243        AI Infrastructure  Advanced Computing and Data Storage   \n",
       "28        53273           AI Application                  Safe and Smart City   \n",
       "37        39281        AI Infrastructure                  Safe and Smart City   \n",
       "38        59325        AI Infrastructure                  Safe and Smart City   \n",
       "39        59662        AI Infrastructure                  Safe and Smart City   \n",
       "49        56878        AI Infrastructure  Advanced Computing and Data Storage   \n",
       "51        30956        AI Infrastructure                  Safe and Smart City   \n",
       "65        66635        AI Infrastructure                  Safe and Smart City   \n",
       "70        30364           AI Application                  Safe and Smart City   \n",
       "82        57997           AI Application                   Unmanned Vehicles    \n",
       "85        36438        AI Infrastructure  Advanced Computing and Data Storage   \n",
       "86        55627           AI Application                  Safe and Smart City   \n",
       "89        70311           AI Application                  Safe and Smart City   \n",
       "91        40730           AI Application                  Safe and Smart City   \n",
       "97        30450           AI Application                  Safe and Smart City   \n",
       "99        37016           AI Application                  Safe and Smart City   \n",
       "101       72477           AI Application                   Unmanned Vehicles    \n",
       "102       72476           AI Application                   Unmanned Vehicles    \n",
       "103       72479           AI Application                   Unmanned Vehicles    \n",
       "108       39382           AI Application                         E-Government   \n",
       "113       37695        AI Infrastructure  Advanced Computing and Data Storage   \n",
       "117       59519        AI Infrastructure                  Safe and Smart City   \n",
       "121       67789           AI Application                  Safe and Smart City   \n",
       "127       56407           AI Application  Advanced Computing and Data Storage   \n",
       "128       71411           AI Application                  Safe and Smart City   \n",
       "129       46215           AI Application                  Safe and Smart City   \n",
       "130       60196           AI Application                  Safe and Smart City   \n",
       "136       56669        AI Infrastructure                    Security Scanners   \n",
       "139       59946           AI Application                  Safe and Smart City   \n",
       "143       53408        AI Infrastructure                  Safe and Smart City   \n",
       "144       66564        AI Infrastructure                  Safe and Smart City   \n",
       "148       57033           AI Application                  Safe and Smart City   \n",
       "150       53207        AI Infrastructure  Advanced Computing and Data Storage   \n",
       "151       53093        AI Infrastructure  Advanced Computing and Data Storage   \n",
       "153       62405           AI Application  Advanced Computing and Data Storage   \n",
       "154       62320           AI Application  Advanced Computing and Data Storage   \n",
       "\n",
       "        Usage                                    Sector  \\\n",
       "3    Civilian                            COMMUNICATIONS   \n",
       "7    Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "9    Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "11   Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "15   Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "21   Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "22   Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "24   Civilian                            COMMUNICATIONS   \n",
       "25   Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "28   Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "37   Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "38   Civilian  OTHER SOCIAL INFRASTRUCTURE AND SERVICES   \n",
       "39   Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "49   Civilian                            COMMUNICATIONS   \n",
       "51   Civilian                            COMMUNICATIONS   \n",
       "65   Civilian            AGRICULTURE, FORESTRY, FISHING   \n",
       "70   Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "82   Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "85   Civilian                            COMMUNICATIONS   \n",
       "86   Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "89   Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "91   Civilian                            COMMUNICATIONS   \n",
       "97   Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "99   Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "101  Military              GOVERNMENT AND CIVIL SOCIETY   \n",
       "102  Military              GOVERNMENT AND CIVIL SOCIETY   \n",
       "103  Military              GOVERNMENT AND CIVIL SOCIETY   \n",
       "108  Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "113  Civilian                            COMMUNICATIONS   \n",
       "117  Civilian                            COMMUNICATIONS   \n",
       "121  Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "127  Civilian                            COMMUNICATIONS   \n",
       "128  Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "129  Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "130  Civilian                            COMMUNICATIONS   \n",
       "136  Civilian            TRADE POLICIES AND REGULATIONS   \n",
       "139  Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "143  Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "144  Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "148  Civilian              GOVERNMENT AND CIVIL SOCIETY   \n",
       "150  Civilian                            COMMUNICATIONS   \n",
       "151  Civilian                            COMMUNICATIONS   \n",
       "153  Civilian                            COMMUNICATIONS   \n",
       "154  Civilian                            COMMUNICATIONS   \n",
       "\n",
       "     Amount (2017 US$, millions) Implementation Status  Commitment Year  ...  \\\n",
       "3                         145.85            Completion             2016  ...   \n",
       "7                           0.41            Completion             2012  ...   \n",
       "9                           4.37        Implementation             2013  ...   \n",
       "11                          0.98            Completion             2013  ...   \n",
       "15                           NaN            Completion             2016  ...   \n",
       "21                          3.13            Completion             2014  ...   \n",
       "22                           NaN            Completion             2014  ...   \n",
       "24                        171.41            Completion             2012  ...   \n",
       "25                         71.54            Completion             2011  ...   \n",
       "28                         58.53            Completion             2016  ...   \n",
       "37                           NaN        Implementation             2012  ...   \n",
       "38                         15.17            Completion             2015  ...   \n",
       "39                         10.25            Completion             2016  ...   \n",
       "49                         25.00            Completion             2017  ...   \n",
       "51                        119.91        Implementation             2013  ...   \n",
       "65                          5.66            Completion             2011  ...   \n",
       "70                        101.85        Implementation             2012  ...   \n",
       "82                          0.01            Completion             2017  ...   \n",
       "85                         77.11        Implementation             2014  ...   \n",
       "86                         73.70        Implementation             2017  ...   \n",
       "89                         27.82        Implementation             2015  ...   \n",
       "91                        144.08        Implementation             2014  ...   \n",
       "97                        482.85            Completion             2010  ...   \n",
       "99                        151.77            Completion             2010  ...   \n",
       "101                        16.52            Completion             2011  ...   \n",
       "102                        20.99            Completion             2012  ...   \n",
       "103                        12.51            Completion             2014  ...   \n",
       "108                        73.85        Implementation             2013  ...   \n",
       "113                        21.96            Completion             2012  ...   \n",
       "117                        36.33            Completion             2012  ...   \n",
       "121                          NaN            Completion             2017  ...   \n",
       "127                          NaN            Completion             2012  ...   \n",
       "128                        12.18            Completion             2013  ...   \n",
       "129                         8.12            Completion             2013  ...   \n",
       "130                         3.44            Completion             2015  ...   \n",
       "136                         4.80            Completion             2017  ...   \n",
       "139                         0.72            Completion             2014  ...   \n",
       "143                          NaN            Completion             2015  ...   \n",
       "144                         1.24            Completion             2012  ...   \n",
       "148                       182.96  Pipeline: Commitment             2016  ...   \n",
       "150                       280.76        Implementation             2017  ...   \n",
       "151                        64.37            Completion             2015  ...   \n",
       "153                        14.80        Implementation             2017  ...   \n",
       "154                         5.16            Completion             2015  ...   \n",
       "\n",
       "     Concessional                Flow Class  \\\n",
       "3             Yes                  ODA-like   \n",
       "7             Yes                        CA   \n",
       "9             Yes                  ODA-like   \n",
       "11            Yes                        CA   \n",
       "15          Vague  Vague (Official Finance)   \n",
       "21            Yes                  ODA-like   \n",
       "22            Yes                  ODA-like   \n",
       "24            Yes                  OOF-like   \n",
       "25            Yes                  ODA-like   \n",
       "28            Yes                  OOF-like   \n",
       "37             No                  OOF-like   \n",
       "38            Yes                  ODA-like   \n",
       "39            Yes                  ODA-like   \n",
       "49            Yes                  ODA-like   \n",
       "51            Yes                  OOF-like   \n",
       "65            Yes                  ODA-like   \n",
       "70            Yes                  ODA-like   \n",
       "82            Yes                  ODA-like   \n",
       "85            Yes                  ODA-like   \n",
       "86            Yes                  OOF-like   \n",
       "89            Yes                  OOF-like   \n",
       "91          Vague                  OOF-like   \n",
       "97            Yes                  OOF-like   \n",
       "99            Yes                  ODA-like   \n",
       "101           Yes                  Military   \n",
       "102           Yes                  Military   \n",
       "103           Yes                  Military   \n",
       "108           Yes                  ODA-like   \n",
       "113           Yes                  ODA-like   \n",
       "117         Vague  Vague (Official Finance)   \n",
       "121            No               Vague (Com)   \n",
       "127           Yes                  ODA-like   \n",
       "128           Yes                  OOF-like   \n",
       "129           Yes                  ODA-like   \n",
       "130           Yes                  ODA-like   \n",
       "136           Yes                  ODA-like   \n",
       "139           Yes                        CA   \n",
       "143           Yes                        CA   \n",
       "144           Yes                  ODA-like   \n",
       "148         Vague  Vague (Official Finance)   \n",
       "150           Yes                  ODA-like   \n",
       "151           Yes                  ODA-like   \n",
       "153           Yes                  ODA-like   \n",
       "154           Yes                  ODA-like   \n",
       "\n",
       "                               Funding Agencies  \\\n",
       "3                   Export-Import Bank of China   \n",
       "7                 Huawei Technologies Co., Ltd.   \n",
       "9    Unspecified Chinese Government Institution   \n",
       "11                Huawei Technologies Co., Ltd.   \n",
       "15   Unspecified Chinese Government Institution   \n",
       "21   Unspecified Chinese Government Institution   \n",
       "22   Unspecified Chinese Government Institution   \n",
       "24                  Export-Import Bank of China   \n",
       "25                  Export-Import Bank of China   \n",
       "28                  Export-Import Bank of China   \n",
       "37                 China Development Bank (CDB)   \n",
       "38                   China Ministry of Commerce   \n",
       "39                   China Ministry of Commerce   \n",
       "49                  Export-Import Bank of China   \n",
       "51                  Export-Import Bank of China   \n",
       "65   Unspecified Chinese Government Institution   \n",
       "70                   China Ministry of Commerce   \n",
       "82                              Chinese Embassy   \n",
       "85                  Export-Import Bank of China   \n",
       "86                  Export-Import Bank of China   \n",
       "89                  Export-Import Bank of China   \n",
       "91                  Export-Import Bank of China   \n",
       "97                  Export-Import Bank of China   \n",
       "99                  Export-Import Bank of China   \n",
       "101  Unspecified Chinese Government Institution   \n",
       "102  Unspecified Chinese Government Institution   \n",
       "103  Unspecified Chinese Government Institution   \n",
       "108                 Export-Import Bank of China   \n",
       "113                 Export-Import Bank of China   \n",
       "117                 Export-Import Bank of China   \n",
       "121               Huawei Technologies Co., Ltd.   \n",
       "127  Unspecified Chinese Government Institution   \n",
       "128                 Export-Import Bank of China   \n",
       "129                 Export-Import Bank of China   \n",
       "130                             ZTE Corporation   \n",
       "136  Unspecified Chinese Government Institution   \n",
       "139               Huawei Technologies Co., Ltd.   \n",
       "143               Huawei Technologies Co., Ltd.   \n",
       "144  Unspecified Chinese Government Institution   \n",
       "148                China Development Bank (CDB)   \n",
       "150                 Export-Import Bank of China   \n",
       "151                 Export-Import Bank of China   \n",
       "153                  China Ministry of Commerce   \n",
       "154                  China Ministry of Commerce   \n",
       "\n",
       "                                                                     Receiving Agencies  \\\n",
       "3                                                             Government of Bangladesh    \n",
       "7                                                                 Government of Belarus   \n",
       "9                                                                                   NaN   \n",
       "11                                                                Government of Bolivia   \n",
       "15                                                             Government of Cabo Verde   \n",
       "21                                                        Cambodia Ministry of Interior   \n",
       "22                                                                                  NaN   \n",
       "24    Cameroon Ministry of Economy, Planning, and Regional Development (MINEPAT)|Camtel   \n",
       "25   Cameroon Ministry of Economy, Planning, and Regional Development (MINEPAT)|CAMPOST   \n",
       "28                                            Government of Côte d'Ivoire (Ivory Coast)   \n",
       "37                                                Government of the Republic of Ecuador   \n",
       "38                                                                Government of Ecuador   \n",
       "39                                                                Government of Ecuador   \n",
       "49     Gambia Telecommunications Cellular Company (Gamcel) Limited|Government of Gambia   \n",
       "51                                                                  Government of Ghana   \n",
       "65                                                                                  NaN   \n",
       "70                                                                  Government of Kenya   \n",
       "82                                                                 Government of Malawi   \n",
       "85                                                                   Government of Mali   \n",
       "86                                                             Government of Mauritius    \n",
       "89                                                               Government of Mongolia   \n",
       "91                                                             Government of Mozambique   \n",
       "97                                                               Government of Nigeria    \n",
       "99                                                               Government of Pakistan   \n",
       "101                                                              Government of Pakistan   \n",
       "102                                                              Government of Pakistan   \n",
       "103                                                              Government of Pakistan   \n",
       "108                                                      Government of Papua New Guinea   \n",
       "113                                                                 Government of Samoa   \n",
       "117                                                              Government of Senegal    \n",
       "121                                                Serbian Ministry of Internal Affairs   \n",
       "127                                                                                 NaN   \n",
       "128                                                      Tajikistan Ministry of Finance   \n",
       "129                                                      Tajikistan Ministry of Finance   \n",
       "130                                                             Government of Tanzania    \n",
       "136                                                                    Tunisian Customs   \n",
       "139                                                      Kampala Capital City Authority   \n",
       "143                                                                Government of Uganda   \n",
       "144                                                  Ukraine Ministry of Infrastructure   \n",
       "148                                                                Government of Zambia   \n",
       "150                                                                Government of Zambia   \n",
       "151                                                                Government of Zambia   \n",
       "153                                       Government of Zimbabwe|University of Zimbabwe   \n",
       "154                                       Government of Zimbabwe|University of Zimbabwe   \n",
       "\n",
       "                                                                                                                                                                    Implementing Agencies  \\\n",
       "3                                                                                                                   Bangladesh Computer Council|Government of Bangladesh |ZTE Corporation   \n",
       "7                                                                                                                                                           Huawei Technologies Co., Ltd.   \n",
       "9                                                                                                                                     Government of Bolivia|Huawei Technologies Co., Ltd.   \n",
       "11                                                                                                                                                                                    NaN   \n",
       "15                                                                                                                                                          Huawei Technologies Co., Ltd.   \n",
       "21                                                                                                                                                                                    NaN   \n",
       "22                                                                                                                                                          Huawei Technologies Co., Ltd.   \n",
       "24                                                                                                                           Camtel|Government of Cameroon |Huawei Technologies Co., Ltd.   \n",
       "25                                                                                                                          CAMPOST|Government of Cameroon |Huawei Technologies Co., Ltd.   \n",
       "28                                                   Cote d'Ivoire Ministry of Digital Economy and Post|Cote d'Ivoire Ministry of the Interior and Security|Huawei Technologies Co., Ltd.   \n",
       "37                 China Electronics Corporation (CEC)|China National Electronics Import & Export Corporation (CEIEC)|Government of the Republic of Ecuador|Huawei Technologies Co., Ltd.   \n",
       "38                                                                                           China National Electronics Import & Export Corporation (CEIEC)|Huawei Technologies Co., Ltd.   \n",
       "39                                                                                                                         China National Electronics Import & Export Corporation (CEIEC)   \n",
       "49                                                                                              Gambia Telecommunications Cellular Company (Gamcel) Limited|Huawei Technologies Co., Ltd.   \n",
       "51                                                                                                                                          Huawei Technologies Co., Ltd.|ZTE Corporation   \n",
       "65                                                                                                                            Indonesia Maritime Security Coordinating Board (Bakorkamia)   \n",
       "70                                                                                                                                                     Nanjing Les Information Technology   \n",
       "82                                                                                                                               Malawi Department of Disaster Management Affairs (DoDMA)   \n",
       "85                                                                                                                                       Government of Mali|Huawei Technologies Co., Ltd.   \n",
       "86                                                                                                                 Huawei Technologies Co., Ltd.|Mauritius Police Force|Mauritius Telecom   \n",
       "89                                                                                                                                                                                    NaN   \n",
       "91                                                                                                                                                              StarTimes|ZTE Corporation   \n",
       "97                                                                                                                                                                        ZTE Corporation   \n",
       "99                                                                                   Government of Pakistan|Huawei Technologies Co., Ltd.|Islamabad Chamber of Commerce & Industry (ICCI)   \n",
       "101                                                                                                                                                                                   NaN   \n",
       "102                                                                                                                                                                                   NaN   \n",
       "103                                                                                                                                                                                   NaN   \n",
       "108                                                                                                                                                         Huawei Technologies Co., Ltd.   \n",
       "113                                                                                                                                                         Huawei Technologies Co., Ltd.   \n",
       "117                                                                                                                                                                       ZTE Corporation   \n",
       "121                                                                                                                    Huawei Technologies Co., Ltd.|Serbian Ministry of Internal Affairs   \n",
       "127                                                                                                                                                                                Inspur   \n",
       "128                                                                                                                      Huawei Technologies Co., Ltd.|Tajik Ministry of Internal Affairs   \n",
       "129                                                                                       Huawei Technologies Co., Ltd.|Tajik Ministry of Internal Affairs|Tajikistan Ministry of Finance   \n",
       "130                                                                                                                                                                       ZTE Corporation   \n",
       "136                                                        China National Instruments Import & Export (Group) Corporation |Nuctech Company Limited (Tongfang Vision Technology Co., Ltd.)   \n",
       "139                                                                                                                                                                                   NaN   \n",
       "143                                                                                                                                                                                   NaN   \n",
       "144                                                                                                                                                    Ukraine Ministry of Infrastructure   \n",
       "148                                                                                                                                       Zambia Ministry of Home Affairs|ZTE Corporation   \n",
       "150                                                             Huawei Technologies Co., Ltd.|Zambia Ministry of Transport and Communications|Zambia Telecommunication Co., Ltd. (Zamtel)   \n",
       "151  Huawei Technologies Co., Ltd.|Zambia Information, Communication and Technology Authority|Zambia Ministry of Transport and Communications|Zambia Telecommunication Co., Ltd. (Zamtel)   \n",
       "153                                                                                                                                                                                Inspur   \n",
       "154                                                                                                                                                Inspur|Wuhan Dameng Database Co., Ltd.   \n",
       "\n",
       "       Political Regime  Electoral Democracy Score Freedom House Rating  \\\n",
       "3    Electoral autocracy                      0.26          Partly Free   \n",
       "7    Electoral autocracy                      0.18             Not Free   \n",
       "9    Electoral democracy                      0.60          Partly Free   \n",
       "11   Electoral democracy                      0.60          Partly Free   \n",
       "15   Electoral democracy                      0.77                 Free   \n",
       "21   Electoral autocracy                      0.20             Not Free   \n",
       "22   Electoral autocracy                      0.29             Not Free   \n",
       "24   Electoral autocracy                      0.29             Not Free   \n",
       "25   Electoral autocracy                      0.29             Not Free   \n",
       "28   Electoral autocracy                      0.44          Partly Free   \n",
       "37   Electoral democracy                      0.61                 Free   \n",
       "38   Electoral democracy                      0.61                 Free   \n",
       "39   Electoral democracy                      0.61                 Free   \n",
       "49   Electoral democracy                      0.51                  NaN   \n",
       "51   Electoral democracy                      0.65                 Free   \n",
       "65   Electoral democracy                      0.57          Partly Free   \n",
       "70   Electoral autocracy                      0.48          Partly Free   \n",
       "82   Electoral democracy                      0.62          Partly Free   \n",
       "85      Closed autocracy                      0.25             Not Free   \n",
       "86   Electoral democracy                      0.55                 Free   \n",
       "89   Electoral democracy                      0.63                 Free   \n",
       "91   Electoral autocracy                      0.36          Partly Free   \n",
       "97   Electoral autocracy                      0.49          Partly Free   \n",
       "99   Electoral autocracy                      0.40          Partly Free   \n",
       "101  Electoral autocracy                      0.40          Partly Free   \n",
       "102  Electoral autocracy                      0.40          Partly Free   \n",
       "103  Electoral autocracy                      0.40          Partly Free   \n",
       "108  Electoral autocracy                      0.43          Partly Free   \n",
       "113                  NaN                       NaN                 Free   \n",
       "117  Electoral democracy                      0.72          Partly Free   \n",
       "121  Electoral autocracy                      0.35          Partly Free   \n",
       "127     Closed autocracy                      0.17             Not Free   \n",
       "128  Electoral autocracy                      0.18             Not Free   \n",
       "129  Electoral autocracy                      0.18             Not Free   \n",
       "130  Electoral autocracy                      0.37          Partly Free   \n",
       "136  Electoral autocracy                      0.54          Partly Free   \n",
       "139  Electoral autocracy                      0.29             Not Free   \n",
       "143  Electoral autocracy                      0.29             Not Free   \n",
       "144  Electoral autocracy                      0.51             Not Free   \n",
       "148  Electoral democracy                      0.41          Partly Free   \n",
       "150  Electoral democracy                      0.41          Partly Free   \n",
       "151  Electoral democracy                      0.41          Partly Free   \n",
       "153  Electoral autocracy                      0.29             Not Free   \n",
       "154  Electoral autocracy                      0.29             Not Free   \n",
       "\n",
       "    Data Protection Law Status  Data Protection Law Level  \n",
       "3                  Legislation                    Limited  \n",
       "7                  Legislation                   Moderate  \n",
       "9                  Legislation                    Limited  \n",
       "11                 Legislation                    Limited  \n",
       "15                 Legislation                   Moderate  \n",
       "21                 Legislation                    Limited  \n",
       "22                 Legislation                        NaN  \n",
       "24                 Legislation                        NaN  \n",
       "25                 Legislation                        NaN  \n",
       "28                 Legislation                        NaN  \n",
       "37                 Legislation                   Moderate  \n",
       "38                 Legislation                   Moderate  \n",
       "39                 Legislation                   Moderate  \n",
       "49                 Legislation                        NaN  \n",
       "51                 Legislation                   Moderate  \n",
       "65                 Legislation                     Robust  \n",
       "70                 Legislation                    Limited  \n",
       "82                 Legislation                        NaN  \n",
       "85                 Legislation                        NaN  \n",
       "86                 Legislation                   Moderate  \n",
       "89                 Legislation                   Moderate  \n",
       "91                 Legislation                   Moderate  \n",
       "97           Draft Legislation                   Moderate  \n",
       "99                 Legislation                    Limited  \n",
       "101                Legislation                    Limited  \n",
       "102                Legislation                    Limited  \n",
       "103                Legislation                    Limited  \n",
       "108          Draft Legislation                        NaN  \n",
       "113                Legislation                        NaN  \n",
       "117                Legislation                     Robust  \n",
       "121                Legislation                     Robust  \n",
       "127                Legislation                        NaN  \n",
       "128                Legislation                   Moderate  \n",
       "129                Legislation                   Moderate  \n",
       "130                        NaN                    Limited  \n",
       "136                Legislation                     Robust  \n",
       "139                Legislation                   Moderate  \n",
       "143                Legislation                   Moderate  \n",
       "144                Legislation                   Moderate  \n",
       "148                Legislation                   Moderate  \n",
       "150                Legislation                   Moderate  \n",
       "151                Legislation                   Moderate  \n",
       "153          Draft Legislation                   Moderate  \n",
       "154          Draft Legislation                   Moderate  \n",
       "\n",
       "[44 rows x 23 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "excluded_sectors = ['HEALTH', 'TRANSPORT AND STORAGE', 'EDUCATION']\n",
    "surveillance_checker = ~filtered_df['Sector'].isin(excluded_sectors)\n",
    "surveillance_df = filtered_df[surveillance_checker == True]\n",
    "display(surveillance_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3c9073db-0bb5-4f21-a363-ff2ccbf249fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Recipient</th>\n",
       "      <th>Short title</th>\n",
       "      <th>AidData ID</th>\n",
       "      <th>AI Application Indicator</th>\n",
       "      <th>Technology Category</th>\n",
       "      <th>Usage</th>\n",
       "      <th>Sector</th>\n",
       "      <th>Amount (2017 US$, millions)</th>\n",
       "      <th>Implementation Status</th>\n",
       "      <th>Commitment Year</th>\n",
       "      <th>...</th>\n",
       "      <th>Concessional</th>\n",
       "      <th>Flow Class</th>\n",
       "      <th>Funding Agencies</th>\n",
       "      <th>Receiving Agencies</th>\n",
       "      <th>Implementing Agencies</th>\n",
       "      <th>Political Regime</th>\n",
       "      <th>Electoral Democracy Score</th>\n",
       "      <th>Freedom House Rating</th>\n",
       "      <th>Data Protection Law Status</th>\n",
       "      <th>Data Protection Law Level</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>0 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [Recipient, Short title, AidData ID, AI Application Indicator, Technology Category, Usage, Sector, Amount (2017 US$, millions), Implementation Status, Commitment Year, Completion Year, Description, Flow Type, Concessional, Flow Class, Funding Agencies, Receiving Agencies, Implementing Agencies, Political Regime , Electoral Democracy Score, Freedom House Rating, Data Protection Law Status, Data Protection Law Level]\n",
       "Index: []\n",
       "\n",
       "[0 rows x 23 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking my above code worked: \n",
    "surveillance_df[surveillance_df['Sector'] == 'HEALTH']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8a454a9-1c88-4cd2-80b5-5336ea19bd96",
   "metadata": {},
   "source": [
    "What's not in surveillance_df and what categories do they fall into? This new df should have 111 rows since there are 44 rows in surveillance_df and there were 155 in the og df."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e69a687a-8e3c-405b-940a-d8e61207c4d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "not_surveillance_row = []\n",
    "\n",
    "not_surveillance = []\n",
    "for index, row in df.iterrows():\n",
    "    if index not in surveillance_df.index:\n",
    "        not_surveillance_row.append(row)\n",
    "\n",
    "not_surveillance_df = pd.DataFrame(not_surveillance_row)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2e5b9657-cf4a-448a-9a69-931c236efae6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(111, 23)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "not_surveillance_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "6116aee6-615f-4d8b-85c4-4fb7dfc3ec93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Sector\n",
       "HEALTH                                      54\n",
       "COMMUNICATIONS                              24\n",
       "GOVERNMENT AND CIVIL SOCIETY                12\n",
       "TRADE POLICIES AND REGULATIONS               5\n",
       "EDUCATION                                    4\n",
       "DISASTER PREVENTION AND PREPAREDNESS         3\n",
       "OTHER MULTISECTOR                            3\n",
       "EMERGENCY RESPONSE                           2\n",
       "TRANSPORT AND STORAGE                        2\n",
       "INDUSTRY, MINING, CONSTRUCTION               1\n",
       "OTHER SOCIAL INFRASTRUCTURE AND SERVICES     1\n",
       "Name: Recipient, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "not_surveillance_sectors = not_surveillance_df.groupby('Sector')['Recipient']\n",
    "not_surveillance_sectors.count().sort_values(ascending = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4830c844-03ea-4045-bb5b-b7a2189abcc2",
   "metadata": {},
   "source": [
    "New dataframe which classifies projects as surveillance or non-surveillance¶\n",
    "\n",
    "I'm now making one last dataframe that combines surveillance_df and not_surveillance_df with a new column, \"mkb_category\", that indicates whether it's a surveillance project or whatever its sector is if its not a surveillance project."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "413feae8-9b72-4fd6-9ae3-faed8a734a34",
   "metadata": {},
   "outputs": [],
   "source": [
    "surveillance_df.loc[:, 'mkb_category'] = 'SURVEILLANCE OR DATA COLLECTION'\n",
    "not_surveillance_df.loc[:, 'mkb_category'] = not_surveillance_df['Sector']\n",
    "\n",
    "big_df = pd.concat([surveillance_df, not_surveillance_df])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f533d3da-10ce-4fda-9a5b-4bfa73bc56c4",
   "metadata": {},
   "source": [
    "### Data Visualisations"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de07f5c8-740d-49ea-a468-5063195d3b95",
   "metadata": {},
   "source": [
    "### Visualisation 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "504b1ba9-e4d7-413b-ae23-622201155ac4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "mkb_category\n",
       "HEALTH                                      54\n",
       "SURVEILLANCE OR DATA COLLECTION             44\n",
       "COMMUNICATIONS                              24\n",
       "GOVERNMENT AND CIVIL SOCIETY                12\n",
       "TRADE POLICIES AND REGULATIONS               5\n",
       "EDUCATION                                    4\n",
       "OTHER MULTISECTOR                            3\n",
       "DISASTER PREVENTION AND PREPAREDNESS         3\n",
       "TRANSPORT AND STORAGE                        2\n",
       "EMERGENCY RESPONSE                           2\n",
       "INDUSTRY, MINING, CONSTRUCTION               1\n",
       "OTHER SOCIAL INFRASTRUCTURE AND SERVICES     1\n",
       "Name: count, dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "project_count = big_df['mkb_category'].value_counts()\n",
    "display(project_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "516942ae-bb3e-4600-b524-5550d4b5d69a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "mkb_category\n",
       "SURVEILLANCE OR DATA COLLECTION             2452.11\n",
       "COMMUNICATIONS                              1124.82\n",
       "HEALTH                                       490.14\n",
       "GOVERNMENT AND CIVIL SOCIETY                 398.11\n",
       "TRADE POLICIES AND REGULATIONS                44.33\n",
       "EDUCATION                                     12.64\n",
       "TRANSPORT AND STORAGE                         11.06\n",
       "OTHER MULTISECTOR                              4.48\n",
       "DISASTER PREVENTION AND PREPAREDNESS           2.90\n",
       "EMERGENCY RESPONSE                             1.91\n",
       "INDUSTRY, MINING, CONSTRUCTION                 0.00\n",
       "OTHER SOCIAL INFRASTRUCTURE AND SERVICES       0.00\n",
       "Name: Amount (2017 US$, millions), dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#This will be my y-axis value in my first visualization\n",
    "project_money_and_type = big_df.groupby('mkb_category')['Amount (2017 US$, millions)']\n",
    "project_money_sums = project_money_and_type.sum()\n",
    "sorted_project_money_sums = project_money_sums.sort_values(ascending = False)\n",
    "display(sorted_project_money_sums)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "00c0167e-978f-43f5-b7e6-6df30328af15",
   "metadata": {},
   "outputs": [],
   "source": [
    "colors = ['darkgray'] * len(project_count) \n",
    "colors[0] = 'firebrick'  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "698c47af-92c3-40b4-9045-f81fa99cf315",
   "metadata": {},
   "outputs": [],
   "source": [
    "color = colors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "0f26d7a6-9177-454a-b0bc-4a567c311708",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Creating the bar chart\n",
    "\n",
    "sorted_project_money_sums.plot.bar(color=colors)\n",
    "plt.title('Surveillance dominates China\\'s AI funding overseas', fontsize=20, pad=40)\n",
    "plt.suptitle('Chinese government money spent on artificial intelligence in low- and middle-income countries 2010-21, organised by project purpose', y=0.96, fontsize=12)\n",
    "plt.xlabel('Project purpose', fontsize=12)\n",
    "plt.ylabel('Amount of money (2017 USD, billions)', fontsize=12)\n",
    "\n",
    "plt.xticks(rotation=40, ha='right')\n",
    "plt.yticks(plt.yticks()[0], [f'{ytick/1000:.1f}' for ytick in plt.yticks()[0]])\n",
    "\n",
    "colors = ['darkgray'] * len(project_count) \n",
    "colors[0] = 'firebrick'  \n",
    "\n",
    "#adding explanatory text \n",
    "plt.text(6, 2000, \"Projects which involved the installation of \\nCCTV, cameras, drones, or \\ndata collection and storage tools \\n for surveillance purposes.\" , fontsize=10, ha='center', va='center',\n",
    "       bbox=dict(boxstyle='round,pad=0.5', facecolor='white', edgecolor='black'))\n",
    "\n",
    "#adding an arrow\n",
    "plt.annotate('', xy=(0.2, 2000), xytext=(2.2, 2000),\n",
    "             arrowprops=dict(arrowstyle='->', color='black'))\n",
    "\n",
    "#adding source and methods\n",
    "plt.figtext(-0.3, -0.55, \"The data for this visualisation comes from AidData and RAND's China's AI Export Database and can be found at this link: https://www.rand.org/pubs/tools/TLA2696-1.html.\\nAdditional data analysis, notably how projects were deemed surveillance-focused, can be reviewed here: https://github.com/brigaudm/China-AI-Development-Aid\", fontsize=9, ha='left')\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e8d6e98-6983-4d15-9ea3-3fff33e910eb",
   "metadata": {},
   "source": [
    "### Visualisation 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "b19314c7-27c2-4c5b-8248-7b25bff3ca0c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Data Protection Law Level\n",
       "Moderate    1444.50\n",
       "Limited      461.41\n",
       "Robust        46.79\n",
       "Name: Amount (2017 US$, millions), dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#This will be my y-axis for the stacked bar chart\n",
    "data_protection_money = surveillance_df.groupby('Data Protection Law Level')['Amount (2017 US$, millions)']\n",
    "data_protection_money_sums = data_protection_money.sum()\n",
    "sorted_data_protection_money_sums = data_protection_money_sums.sort_values(ascending = False)\n",
    "display(sorted_data_protection_money_sums)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "6e338e0b-473e-4bd3-b415-070215f76e2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[461.40999999999997, 1444.5, 46.78999999999999]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "limited_money = sorted_data_protection_money_sums.loc['Limited']\n",
    "moderate_money = sorted_data_protection_money_sums.loc['Moderate']\n",
    "robust_money = sorted_data_protection_money_sums.loc['Robust']\n",
    "\n",
    "\n",
    "big_money_list = [limited_money, moderate_money, robust_money]\n",
    "\n",
    "display(big_money_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "d7c553d2-d30a-45a1-96d7-4d908dd4d54a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.02396169406462846"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#calculating what percentage of funding for AI surveillance projects is given to countries with 'robust' data protection levels\n",
    "LM = data_protection_money_sums['Limited'] + data_protection_money_sums['Moderate']\n",
    "All = data_protection_money_sums['Limited'] + data_protection_money_sums['Moderate'] + data_protection_money_sums['Robust']\n",
    "LM/All\n",
    "data_protection_money_sums['Robust']/All"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "d3b56fbc-8c85-4ebe-9834-20cf39d34fd3",
   "metadata": {},
   "outputs": [],
   "source": [
    "colors2 = ['#ef3f31', '#c51c0f', '#89130a']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "48882aa3-e3a2-4df4-b0ba-566b3857451d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/yx/fz8z5c0j5t55w6w_56dqzf2h0000gn/T/ipykernel_43651/1828421673.py:15: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  plt.annotate('', xy=(2, data_protection_money_sums[2]), xytext=(2, 350),\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(-0.25, -0.1, \"The data for this visualisation comes from AidData and RAND's China's AI Export Database and can be found at this link: https://www.rand.org/pubs/tools/TLA2696-1.html.\\nAdditional data anlaysis, notably how projects were deemed surveillance-focused, can be reviewed here: https://github.com/brigaudm/China-AI-Development-Aid\")"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_protection_money_sums.plot.bar(color = colors2)\n",
    "colors2 = ['#ef3f31', '#c51c0f', '#89130a']\n",
    "\n",
    "plt.title('China\\'s overseas surveillance AI funding:', pad=40, fontsize=15)\n",
    "plt.suptitle('By strength of data protection laws in the recipient country', y=0.96, fontsize=12)\n",
    "plt.xlabel('Strength of data protection laws')\n",
    "plt.ylabel('Amount of money (2017 USD, millions)')\n",
    "plt.xticks(rotation=0)\n",
    "\n",
    "#adding explanatory text \n",
    "plt.text(1.95, 600, \"Less than 3%\\nof AI surveillance\\nproject funding\\n goes to countries\\nwith strong\\ndata protection laws\" , fontsize=10, ha='center', va='center',\n",
    "       bbox=dict(boxstyle='round,pad=0.5', facecolor='white', edgecolor='black'))\n",
    "\n",
    "#adding an arrow\n",
    "plt.annotate('', xy=(2, data_protection_money_sums[2]), xytext=(2, 350),\n",
    "             arrowprops=dict(arrowstyle='->', color='black'))\n",
    "\n",
    "#adding source and methods\n",
    "plt.figtext(-0.25, -0.1, \"The data for this visualisation comes from AidData and RAND's China's AI Export Database and can be found at this link: https://www.rand.org/pubs/tools/TLA2696-1.html.\\nAdditional data anlaysis, notably how projects were deemed surveillance-focused, can be reviewed here: https://github.com/brigaudm/China-AI-Development-Aid\", fontsize=9, ha='left')\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}