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Commit b8c68ccf authored by Hanna Schilbert's avatar Hanna Schilbert
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%% Cell type:markdown id: tags:
# Python course 2023 - Exercises B
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## Part3 - range & enumerate
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---
3.1) Write a script to print 50x "here" and the current value of the control variable!
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```
```
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---
3.2) Write a script to walk through the species list and to print the character from the species where the index corresponds to the current control variable value!
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```
```
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---
#Bonus tasks
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![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAtsAAAAtCAYAAAB/JKeFAAAPZ0lEQVR4Xu2dT8hPzxfH7/crFrISKwtZKYqibBA7hSJ/CiXJwk6iZEFslIVkQ4lk4c+SlUjxFAs7UlIW/hQRRRb+1KN+v9+5dZ7fPGNmzjlzZ57nc5/P+7Oh596ZOfOac2be99y59/7zn//9GvxAAARAAARAAARAAARAAASKE/gHYrs4U1QIAiAAAiAAAiAAAiAAAi0BiG04AgiAAAiAAAiAAAiAAAhUIgCxXQksqgUBEAABEAABEAABEAABiG34AAiAAAiAAAiAAAiAAAhUIgCxXQksqgUBEAABEAABEAABEAABiG34AAiAAAiAAAiAAAiAAAhUIgCxXQksqgUBEAABEAABEAABEAABiG34AAiAAAiAAAiAAAiAAAhUIgCxXQksqgUBEAABEAABEAABEAABiG34AAiAAAiAAAiAAAiAAAhUItALsX348OFmZGSkefToUTNz5sxKKFAtCIAACIAACIAACIAACJQl0Aux/fjx42b16tXNzZs3mx07dpQlkFnbtWvXmgMHDjRHjhxpjh49mlnL1CgGFuFxHDQubM+lS5earVu3Tg3ny+hF3zi8e/euWbt2bfP9+/e2t5hzMgZ9kooM2hwwSRimRLMch/v37+/lmg9fnFw37CS2KeN89uzZcT04ceJEc/LkSVWvtOX//PnTbNmypZk2bVpz69ataN1Pnjxp1q9fH12Mjh071ly4cKEJiQ1qY/fu3W32/NmzZ82cOXOSfQg57u/fv5sVK1Y0S5Ysaej4sPy6BnEOt5wyEz0eg8albyKz1nj1iQP7+ezZs5s7d+709s4eC5XR0VHV/EpjP1ExrrWN1w/2S7rLKq0VXeeAWjGAeu0EILbtzFDi/wSyxfaVK1ea8+fPj9vaQX/bt29foxHc1vIkzC9evNi8efOmmTt3bnAMUwsTH3v//n0ryH0xXGJiL1HHMDpnDrecMn1jm9PHVJk+icyaY9UnDn1f4GkcmTf9XyNQeexz/N/qNxrb2I6vX7+OiWtOzjx48KC9CFq+fLm1aZzfMwJTIRZ7hnxKmZsttkMUOANNE1BKFMcIpsprtpKkstPurVjKPPtZIikrrhn1iVgcNHb07Zwcbjllhp1Ln0RmzbHqE4e+L/CcDT506FDz4sUL9Z3Dichsa20jf6Fkjy+qeWxWrlw5VHcya8bmINfd91gcZLbDYFtvxDaJd8oe0D7p1DaV2EJKf6e91TRpnj59+q+JMzShchkW4pQVZ6H+/PnzNkPOW1L8W4zsPO7+Sje7zsct+2fZDi47ffp0dVbFtS+UXeILlXv37o35vWu7hQVns4g33Wa9e/duO270823WcPMDUVsm57avxXb3XI2P8Pm8cNOWKNrWRD9/TLR9dNlIZdzY+PXr19iYxLKNXfzVjadUP30mboaQmboxQn/btGlT6/cvX74M9kHKVsY4xOJJwyEVH8RXij/fx0Px6PoJxRTFV8jv+CFyjf+X4BlbKJkb3emkMbNs05N8mdvU9DFkn9Y2HoePHz/+laDRbD0M+bAlNkK2S74m+Ssxo5gKZeT9Y1Jd0hyo8X1NGxYxpvEJK0Na60+dOtU+O+Hv2dbYL7UX61/sQi/kV1RHap4p4Yu+BnHtTmkZqf8abWONG62tmvGz+F/s3KJim4xeuHBhu985580hqfLaukPZBnfCPH78eLN9+/Zx+7pjEyoP7qJFi5p169aNeygi5LipbGvILkuGjYLo7du3YxmU0K3N2CBT2atXr47dAiVbDh482Fy/fr0VeaHtN/S3VatWtVt3SABZWbjnz5s3b8zu0ESfk6VOlQn1x3Lb12J7Dhe+8OCLmdiiXZqLK0Kltrv6q6Uty4LiTqDcBzcWaFH8+fNn628xrq5t7paykG9qOaT8QIq/1EQey6al2rP4fwmemoVII0z9emrGuNuW5o5oLHudEq7URkzgaOeAmNimC/bQuqTx19hdXN9vvnz50opLt++hNauL72vs1fgXnWPxe2v8uCLWTUJp7U+1l+qfZW6U5pmuvuj7jUWDSD6i0TaWNUVrq3b8tD6YOq+Y2GYx/OnTp1Zo04OClp9UnreYfPjwISnkQ8KZnWLXrl2tyPQfYkwtaDQphvZ4W8U2BQJthXG3r6SyJhp2satbt6xGsEkLBmcvLCw4MPwtOyF7NDZaFuJYf7TtWGznc7U+wuf7b5Sw+pOUTQw9pGtpu6u/WtqyLCjMyecdG4fUAqPxTS2HWPtan4uNZ87cZPH/Ejw1c1VpsW3po2TfZIltzRwQE9uxuVjjr//++2+7BvoP3fq+pqmLkjVdfF/bhjSGnNUNZexDMZiat2O+xYLbHTet/an2SohtzTyTmgslX5QSktJzC9b+T5St2vHT+J90TiexzQ9EciMzZswwCW1Lect+cH/x9gfOvwKMidaYCIhlLGIOnwoE3xZpwNzjmn3mUkZXK/itLEIZELI9tLBpJgqt2Jb6o+Ftsb0Ul5CoKsnFvWDyb/f5bZfw1xjDUD9zxLbfh1gMh2JEO76zZs2Kvl3I96NYH6T4k+Jdymz7i5zV/yVuMc7W1w+WFNvWPkqMNWI79ro3KVGREg1SHMbsjvmaJW5DddDfeOvfRPi+xV7tGIa2+7AQd+/uSvEaqqfLPJlaJ0qIbc0808UXYzGnSfjx2hN67iHWd8u87Y+L1taS/if5Jx3vJLb9BvghxmXLlmVtI0mVt4htf6DcSYS2uPiLbUyAWYVUbPD89+T63CxP6FvFNp3vtu/vS9UKOiuLmKAJTXxaG9y+51zYpLIfbt0W20txGSSxXcJf+yi2fd/88ePHuPdbp+I25Qep+JMmaavYlmLJF4d9FNvWPkqMNWK7xjaS0mLbErcxgUKv1yVfttSV6/uWNqQxtPpEzgWLz8xif22xLa3zdLyG2Nb2S3sej3MNse3bYBk/yf80x4uKbWqQBbPm9X8hA2PlLWLbDTy6mqUHc3gScZ2SshWhbSVsl1VISWK761PrLGB8btosk1ueb8NLk1QuC4tg1doAsS2HdIqlVgCH9rHJLY8/Q9sWlRqUzHZMbGviVrOYhOJP4gqx/fd3C6T5Qso2+8y7im03Y+rX3UXgxHwj5muWuOU+++L6zJkz7QevLHXl+r6lDSlOrD4hie3Qe+1jYrvU/BDqo2VudNdqfibA3W7X1Rf98sxc8w0AyUc02saypmhsLel/kn/S8eJim98asmbNmuQHaGLGxcpr92xzvZytZui0X5u/9OjeZqC3QWzYsKHhSca1q5TYliYCaaBit4g020hCdbuL0eLFi4P79/xyVhaxwEjtqbd8DEjKbMcmgBLbSNxbjKW4DFJmu6u/soCmCV+TvbMsKCUysVrf5L2tGr+UFhM3nixiMFdsa/2/BE9p/qLjJbeRSIu8JsZdm1O2pdqStrNQG10FjkWAWeOWfNZ9YxT/n+7+WurK9X1eezTxJfmY1SdiNqfG1LKNxLJ+pvpmmRv9ejR3sbQClrm8fv26+fz589jXbEPPKll81qJtSttq8XHJ/zTHi4vtWpltAmN50wlPcnv27Glu3LgRfdUfvZnk9u3bwS+BWYVUbPByFhp38GL15optv1+axd/KggPDD8bQ1WSO00v7rbQPysQmhtADSCHbc7loRGhpLtbJSvs11RRDTT9DgoRjhl5F6b/6z33lJrctiUb/NZaa8bXErUVwWM61im3iYXl4UOI2iHu2rX2UFkJpnGM8Y2PjtjeRYlvqh8+B7adX4dIa6N79tdRl8Wf33KVLl5peBymNo8XvUzZrH5CsxUjyn9jcKAn8Lr7Ia5GbtJTGwz0u3UnwL7i6bCPR2moZP0tfY+dmiW0Wvnv37h33zmvOSi9YsGDcnm0W4Js3b26z3dbyZLw1Y+7uxwntiebBpLpDH7mhv1uFlOZ25Pz588e9kYTaoHfm0r+xX6het3+pbSR03saNG5uHDx+2r2QMZQC4Ltc2bnPbtm3tbUUrC/e2EAvu2FVsjtNbWVvasNiey0UjQi02s++kymjFNtUV8gmOCclf+TxtZjvkk/zkP9VVQ2zzq9P4tZQx39RyiPmBJv5SE3mO2E7Fs38BNchiu2aMu8ylOAvxlDKpqYtASxyGfCM152j9lerlfo+OjjavXr1qv/xMcz3/tHV18X1tGxqxY/F7DUN3ewjNR/fv32+zuu7Dslr7LRckbl+1c6Nmnukitl2B749FTD9pxLZF22jjxmKrdvyYnTaTH/LXLLHtit9v376Nqze0V9sX29bydL7mC5KhCZQyY6nPs9OHamJi1SqkqH0ODqrXFwr+MTquHTy/LF1AhLbIxCZn3sNFx0PBEbLNzwbGniaWgvjp06fRj7ewvSlusYk2VSYUcFrWblBLtlt9RDth1ODStW2Lv1rbci8eqR3yvZ07d7YPKLpbvEqIQ7KNb5mfO3fO7JshDik/cC/eYvEX8/EcsU11af2/BE9tfPrnaeKxVoyH5jvXPt+23LlbmhtD4jb25hO2TxJuFlvZNy0ftgq9djO2Nmh832JvzNf471q/lxiG5iN+vsvP7mrsl9pL9Us7N0qsu/oi1X/58uVxyULtRWeq/1ptY1lTLLZqxm9Sxbbk9KWPUzDTB1ZyPgNf2hbUJxOIBYZccvLP6LPtk08PFoAACIAACEwlArGLcupjlwuJGowG1dbszHYNSKkMCe3XplcK0jYU/AafQJ8Fa59tH3zPgIUgAAIgAAJ9IpBaEzXPfE1kXwfV1l6IbesWkokcWLQVJtBnwdpn2+GPIAACIAACIFCSQGxvc4ntFSXtpLoG1dZeiG3aQjIyMpL1oZzSA4n6dAT6LFj7bLtudHAWCIAACIAACOgJxJ5z8B/219dY78xBtLUXYrvekKBmEAABEAABEAABEAABEKhHAGK7HlvUDAIgAAIgAAIgAAIgMOQEILaH3AHQfRAAARAAARAAARAAgXoEILbrsUXNIAACIAACIAACIAACQ04AYnvIHQDdBwEQAAEQAAEQAAEQqEcAYrseW9QMAiAAAiAAAiAAAiAw5AQgtofcAdB9EAABEAABEAABEACBegQgtuuxRc0gAAIgAAIgAAIgAAJDTgBie8gdAN0HARAAARAAARAAARCoRwBiux5b1AwCIAACIAACIAACIDDkBCC2h9wB0H0QAAEQAAEQAAEQAIF6BCC267FFzSAAAiAAAiAAAiAAAkNOAGJ7yB0A3QcBEAABEAABEAABEKhHAGK7HlvUDAIgAAIgAAIgAAIgMOQEILaH3AHQfRAAARAAARAAARAAgXoE/gu7Z80P6+KU4gAAAABJRU5ErkJggg==)
%% Cell type:code id: tags:
```
```
%% Cell type:markdown id: tags:
![image.png](data:image/png;base64,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)
%% Cell type:code id: tags:
```
```
%% Cell type:markdown id: tags:
![image.png](data:image/png;base64,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)
%% Cell type:code id: tags:
```
```
%% Cell type:markdown id: tags:
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)
%% Cell type:code id: tags:
```
```
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